NostalgiaForInfinityX7

import copy
import logging
import pathlib
import rapidjson
import numpy as np
import talib.abstract as ta
import pandas as pd
from freqtrade.strategy.interface import IStrategy
from freqtrade.strategy import merge_informative_pair
from pandas import DataFrame, Series
from functools import reduce
from freqtrade.persistence import Trade, Order
from datetime import datetime, timedelta
import time
from typing import Optional
import warnings

log = logging.getLogger(__name__)
# log.setLevel(logging.DEBUG)
warnings.simplefilter(action="ignore", category=pd.errors.PerformanceWarning)


#############################################################################################################
##                 NostalgiaForInfinityX7 by iterativ                                                      ##
##            https://github.com/iterativv/NostalgiaForInfinity                                            ##
##                                                                                                         ##
##    Strategy for Freqtrade https://github.com/freqtrade/freqtrade                                        ##
##                                                                                                         ##
#############################################################################################################
##               GENERAL RECOMMENDATIONS                                                                   ##
##                                                                                                         ##
##   For optimal performance, suggested to use between 6 and 12 open trades, with unlimited stake.         ##
##   A pairlist with 40 to 80 pairs. Volume pairlist works well.                                           ##
##   Prefer stable coin (USDT, USDC etc) pairs, instead of BTC or ETH pairs.                              ##
##   Highly recommended to blacklist leveraged tokens (*BULL, *BEAR, *UP, *DOWN etc).                      ##
##   Ensure that you don't override any variables in you config.json. Especially                           ##
##   the timeframe (must be 5m).                                                                           ##
##     use_exit_signal must set to true (or not set at all).                                               ##
##     exit_profit_only must set to false (or not set at all).                                             ##
##     ignore_roi_if_entry_signal must set to true (or not set at all).                                    ##
##                                                                                                         ##
#############################################################################################################
##               DONATIONS                                                                                 ##
##                                                                                                         ##
##   BTC: bc1qvflsvddkmxh7eqhc4jyu5z5k6xcw3ay8jl49sk                                                       ##
##   ETH (ERC20): 0x83D3cFb8001BDC5d2211cBeBB8cB3461E5f7Ec91                                               ##
##   BEP20/BSC (USDT, ETH, BNB, ...): 0x86A0B21a20b39d16424B7c8003E4A7e12d78ABEe                           ##
##   TRC20/TRON (USDT, TRON, ...): TTAa9MX6zMLXNgWMhg7tkNormVHWCoq8Xk                                      ##
##                                                                                                         ##
##  Patreon: https://www.patreon.com/iterativ                                                              ##
##                                                                                                         ##
##               REFERRAL LINKS                                                                            ##
##                                                                                                         ##
##  Binance: https://www.binance.com/join?ref=C68K26A9 (20% discount on trading fees)                      ##
##  Kucoin: https://www.kucoin.com/r/af/QBSSS5J2 (20% lifetime discount on trading fees)                   ##
##  Gate: https://www.gate.io/share/nfinfinity (20% lifetime discount on trading fees)                     ##
##  OKX: https://www.okx.com/join/11749725931 (20% discount on trading fees)                               ##
##  MEXC: https://promote.mexc.com/b/nfinfinity (10% discount on trading fees)                             ##
##  ByBit: https://partner.bybit.com/b/nfi                                                                 ##
##  Bitget: https://bonus.bitget.com/nfinfinity (lifetime 20% +10% extra spot rebate)                      ##
##  Kraken: https://proinvite.kraken.com/9f1e/cctimhte                                                     ##
##  BitMart: https://www.bitmart.com/invite/nfinfinity (20% lifetime discount on trading fees)             ##
##  HTX: https://www.htx.com/invite/en-us/1f?invite_code=ubpt2223                                          ##
##         (Welcome Bonus worth 241 USDT upon completion of a deposit and trade)                           ##
##  Bitvavo: https://bitvavo.com/invite?a=D22103A4BC (no fees for the first € 10000)                       ##
#############################################################################################################


class NostalgiaForInfinityX7(IStrategy):
  INTERFACE_VERSION = 3

  def version(self) -> str:
    return "v17.4.248"

  stoploss = -0.99

  # Trailing stoploss (not used)
  trailing_stop = False
  trailing_only_offset_is_reached = True
  trailing_stop_positive = 0.01
  trailing_stop_positive_offset = 0.03

  use_custom_stoploss = False
  stoploss_on_exchange = False

  # Optimal timeframe for the strategy.
  timeframe = "5m"
  info_timeframes = ["15m", "1h", "4h", "1d"]

  # BTC informatives
  # btc_info_timeframes = ["5m", "15m", "1h", "4h", "1d"]
  btc_info_timeframes = ["1h", "4h", "1d"]

  stable_stake_currencies = frozenset(
    ("USDT", "BUSD", "USDC", "DAI", "TUSD", "FDUSD", "PAX", "USD", "EUR", "GBP", "TRY")
  )
  informative_ohlcv_columns = frozenset(("open", "high", "low", "close", "volume"))

  # Backtest Age Filter emulation
  has_bt_agefilter = False
  bt_min_age_days = 3

  # Exchange Downtime protection
  has_downtime_protection = False

  # Do you want to use the hold feature? (with hold-trades.json)
  hold_support_enabled = True

  # Run "populate_indicators()" only for new candle.
  process_only_new_candles = True

  # These values can be overridden in the "ask_strategy" section in the config.
  use_exit_signal = True
  exit_profit_only = False
  ignore_roi_if_entry_signal = True

  # Number of candles the strategy requires before producing valid signals
  startup_candle_count: int = 800

  # Number of cores to use for pandas_ta indicators calculations
  num_cores_indicators_calc = 0

  # Long Normal mode tags
  long_normal_mode_tags = ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12", "13"]
  # Long Pump mode tags
  long_pump_mode_tags = ["21", "22", "23", "24", "25", "26"]
  # Long Quick mode tags
  long_quick_mode_tags = ["41", "42", "43", "44", "45", "46", "47", "48", "49", "50", "51", "52", "53"]
  # Long rebuy mode tags
  long_rebuy_mode_tags = ["61", "62", "63"]
  # Long high profit mode tags
  long_high_profit_mode_tags = ["81", "82"]
  # Long rapid mode tags
  long_rapid_mode_tags = ["101", "102", "103", "104", "105", "106", "107", "108", "109", "110"]
  # Long grind mode tags
  long_grind_mode_tags = ["120"]
  # Long btc mode tags
  long_btc_mode_tags = ["121"]
  # Long top coins mode tags
  long_top_coins_mode_tags = ["141", "142", "143", "144", "145"]
  # Long scalp mode tags
  long_scalp_mode_tags = ["161", "162", "163"]

  long_rebuy_grind_mode_tags = long_rebuy_mode_tags + long_grind_mode_tags
  long_scalp_rebuy_grind_mode_tags = long_scalp_mode_tags + long_rebuy_mode_tags + long_grind_mode_tags
  long_rapid_rebuy_grind_mode_tags = long_rapid_mode_tags + long_rebuy_mode_tags + long_grind_mode_tags
  long_rapid_rebuy_grind_scalp_mode_tags = (
    long_rapid_mode_tags + long_rebuy_mode_tags + long_grind_mode_tags + long_scalp_mode_tags
  )
  long_adjust_mode_tags = (
    long_normal_mode_tags
    + long_pump_mode_tags
    + long_quick_mode_tags
    + long_high_profit_mode_tags
    + long_rapid_mode_tags
    + long_top_coins_mode_tags
    + long_scalp_mode_tags
  )
  long_known_mode_tags = (
    long_normal_mode_tags
    + long_pump_mode_tags
    + long_quick_mode_tags
    + long_rebuy_mode_tags
    + long_high_profit_mode_tags
    + long_rapid_mode_tags
    + long_grind_mode_tags
    + long_btc_mode_tags
    + long_top_coins_mode_tags
    + long_scalp_mode_tags
  )

  long_normal_mode_name = "long_normal"
  long_pump_mode_name = "long_pump"
  long_quick_mode_name = "long_quick"
  long_rebuy_mode_name = "long_rebuy"
  long_high_profit_mode_name = "long_hp"
  long_rapid_mode_name = "long_rapid"
  long_grind_mode_name = "long_grind"
  long_btc_mode_name = "long_btc"
  long_top_coins_mode_name = "long_tc"
  long_scalp_mode_name = "long_scalp"

  # Shorting

  # Short normal mode tags
  short_normal_mode_tags = ["501", "502"]
  # Short Pump mode tags
  short_pump_mode_tags = ["521", "522", "523", "524", "525", "526"]
  # Short Quick mode tags
  short_quick_mode_tags = ["541", "542", "543", "544", "545", "546", "547", "548", "549", "550"]
  # Short rebuy mode tags
  short_rebuy_mode_tags = ["561"]
  # Short mode tags
  short_high_profit_mode_tags = ["581", "582"]
  # Short rapid mode tags
  short_rapid_mode_tags = ["601", "602", "603", "604", "605", "606", "607", "608", "609", "610"]
  # Short grind mode tags
  short_grind_mode_tags = ["620"]
  # Short top coins mode tags
  short_top_coins_mode_tags = ["641", "642"]
  # Short scalp mode tags
  short_scalp_mode_tags = ["661"]

  short_rebuy_grind_mode_tags = short_rebuy_mode_tags + short_grind_mode_tags
  short_scalp_rebuy_grind_mode_tags = short_scalp_mode_tags + short_rebuy_mode_tags + short_grind_mode_tags
  short_rapid_rebuy_grind_mode_tags = short_rapid_mode_tags + short_rebuy_mode_tags + short_grind_mode_tags
  short_adjust_mode_tags = (
    short_normal_mode_tags
    + short_pump_mode_tags
    + short_quick_mode_tags
    + short_high_profit_mode_tags
    + short_rapid_mode_tags
    + short_top_coins_mode_tags
    + short_scalp_mode_tags
  )
  short_known_mode_tags = (
    short_normal_mode_tags
    + short_pump_mode_tags
    + short_quick_mode_tags
    + short_rebuy_mode_tags
    + short_high_profit_mode_tags
    + short_rapid_mode_tags
    + short_grind_mode_tags
    + short_top_coins_mode_tags
    + short_scalp_mode_tags
  )
  short_exit_known_mode_tags = (
    short_normal_mode_tags
    + short_pump_mode_tags
    + short_quick_mode_tags
    + short_rebuy_mode_tags
    + short_high_profit_mode_tags
    + short_rapid_mode_tags
    + short_grind_mode_tags
    + short_scalp_mode_tags
  )

  short_normal_mode_name = "short_normal"
  short_pump_mode_name = "short_pump"
  short_quick_mode_name = "short_quick"
  short_rebuy_mode_name = "short_rebuy"
  short_high_profit_mode_name = "short_hp"
  short_rapid_mode_name = "short_rapid"
  short_top_coins_mode_name = "short_tc"
  short_scalp_mode_name = "short_scalp"

  is_futures_mode = False
  futures_mode_leverage = 3.0
  futures_mode_leverage_rebuy_mode = 3.0
  futures_mode_leverage_grind_mode = 3.0

  # Limit the number of long/short trades for futures (0 for no limit)
  futures_max_open_trades_long = 0
  futures_max_open_trades_short = 0

  # Based on the the first entry (regardless of rebuys)
  stop_threshold_spot = 0.10
  stop_threshold_futures = 0.10
  stop_threshold_doom_spot = 0.20
  stop_threshold_doom_futures = 0.20
  stop_threshold_spot_rebuy = 1.0
  stop_threshold_futures_rebuy = 1.0
  stop_threshold_rapid_spot = 0.20
  stop_threshold_rapid_futures = 0.20
  stop_threshold_scalp_spot = 0.20
  stop_threshold_scalp_futures = 0.20

  # user specified fees to be used for profit calculations
  custom_fee_open_rate = None
  custom_fee_close_rate = None

  # Rebuy mode minimum number of free slots
  rebuy_mode_min_free_slots = 2

  # Position adjust feature
  position_adjustment_enable = True

  # Grinding feature
  grinding_enable = True
  derisk_enable = True
  stops_enable = True
  doom_stops_enable = True
  u_e_stops_enable = False

  # Grinding
  grinding_v1_max_stake = 1.0  # ratio of first entry
  derisk_use_grind_stops = False

  grind_1_stop_grinds_spot = -0.50
  grind_1_profit_threshold_spot = 0.018
  grind_1_stakes_spot = [0.24, 0.26, 0.28]
  grind_1_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_1_stop_grinds_futures = -0.50
  grind_1_profit_threshold_futures = 0.018
  grind_1_stakes_futures = [0.24, 0.26, 0.28]
  grind_1_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grind_2_stop_grinds_spot = -0.50
  grind_2_profit_threshold_spot = 0.018
  grind_2_stakes_spot = [0.20, 0.24, 0.28]
  grind_2_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_2_stop_grinds_futures = -0.50
  grind_2_profit_threshold_futures = 0.018
  grind_2_stakes_futures = [0.20, 0.24, 0.28]
  grind_2_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grind_3_stop_grinds_spot = -0.50
  grind_3_profit_threshold_spot = 0.018
  grind_3_stakes_spot = [0.20, 0.22, 0.24]
  grind_3_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_3_stop_grinds_futures = -0.50
  grind_3_profit_threshold_futures = 0.018
  grind_3_stakes_futures = [0.20, 0.22, 0.24]
  grind_3_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grind_4_stop_grinds_spot = -0.50
  grind_4_profit_threshold_spot = 0.018
  grind_4_stakes_spot = [0.20, 0.22, 0.24]
  grind_4_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_4_stop_grinds_futures = -0.50
  grind_4_profit_threshold_futures = 0.018
  grind_4_stakes_futures = [0.20, 0.22, 0.24]
  grind_4_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grind_5_stop_grinds_spot = -0.50
  grind_5_profit_threshold_spot = 0.048
  grind_5_stakes_spot = [0.20, 0.22, 0.24]
  grind_5_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_5_stop_grinds_futures = -0.50
  grind_5_profit_threshold_futures = 0.048
  grind_5_stakes_futures = [0.20, 0.22, 0.24]
  grind_5_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grind_6_stop_grinds_spot = -0.50
  grind_6_profit_threshold_spot = 0.018
  grind_6_stakes_spot = [0.10, 0.11, 0.12, 0.13, 0.14, 0.15, 0.16, 0.17, 0.18]
  grind_6_sub_thresholds_spot = [-0.03, -0.08, -0.10, -0.12, -0.14, -0.16, -0.18, -0.20, -0.22]

  grind_6_stop_grinds_futures = -0.50
  grind_6_profit_threshold_futures = 0.018
  grind_6_stakes_futures = [0.10, 0.11, 0.12, 0.13, 0.14, 0.15, 0.16, 0.17, 0.18]
  grind_6_sub_thresholds_futures = [-0.03, -0.08, -0.10, -0.12, -0.14, -0.16, -0.18, -0.20, -0.22]

  grind_1_derisk_1_stop_grinds_spot = -0.50
  grind_1_derisk_1_profit_threshold_spot = 0.018
  grind_1_derisk_1_stakes_spot = [0.20, 0.24, 0.28]
  grind_1_derisk_1_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_1_derisk_1_stop_grinds_futures = -0.50
  grind_1_derisk_1_profit_threshold_futures = 0.018
  grind_1_derisk_1_stakes_futures = [0.20, 0.24, 0.28]
  grind_1_derisk_1_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grind_2_derisk_1_stop_grinds_spot = -0.50
  grind_2_derisk_1_profit_threshold_spot = 0.018
  grind_2_derisk_1_stakes_spot = [0.20, 0.24, 0.28]
  grind_2_derisk_1_sub_thresholds_spot = [-0.12, -0.16, -0.20]

  grind_2_derisk_1_stop_grinds_futures = -0.50
  grind_2_derisk_1_profit_threshold_futures = 0.018
  grind_2_derisk_1_stakes_futures = [0.20, 0.24, 0.28]
  grind_2_derisk_1_sub_thresholds_futures = [-0.12, -0.16, -0.20]

  grinds_stop_spot = -0.12
  grinds_stop_futures = -0.12

  # Non rebuy modes
  regular_mode_stake_multiplier_spot = [1.0]
  regular_mode_stake_multiplier_futures = [1.0]
  regular_mode_use_grind_stops = False

  regular_mode_rebuy_stakes_spot = [0.10, 0.10, 0.10]
  regular_mode_rebuy_thresholds_spot = [-0.12, -0.14, -0.16]
  regular_mode_grind_1_stakes_spot = [0.22, 0.24, 0.26]
  regular_mode_grind_1_thresholds_spot = [-0.06, -0.10, -0.12]
  regular_mode_grind_1_stop_grinds_spot = -0.20
  regular_mode_grind_1_profit_threshold_spot = 0.018
  regular_mode_grind_2_stakes_spot = [0.14, 0.20, 0.26]
  regular_mode_grind_2_thresholds_spot = [-0.04, -0.10, -0.12]
  regular_mode_grind_2_stop_grinds_spot = -0.20
  regular_mode_grind_2_profit_threshold_spot = 0.018
  regular_mode_grind_3_stakes_spot = [0.18, 0.20, 0.22]
  regular_mode_grind_3_thresholds_spot = [-0.03, -0.10, -0.12]
  regular_mode_grind_3_stop_grinds_spot = -0.20
  regular_mode_grind_3_profit_threshold_spot = 0.018
  regular_mode_grind_4_stakes_spot = [0.18, 0.20, 0.22]
  regular_mode_grind_4_thresholds_spot = [-0.03, -0.10, -0.12]
  regular_mode_grind_4_stop_grinds_spot = -0.20
  regular_mode_grind_4_profit_threshold_spot = 0.018
  regular_mode_grind_5_stakes_spot = [0.18, 0.20, 0.22]
  regular_mode_grind_5_thresholds_spot = [-0.03, -0.10, -0.12]
  regular_mode_grind_5_stop_grinds_spot = -0.20
  regular_mode_grind_5_profit_threshold_spot = 0.048
  regular_mode_grind_6_stakes_spot = [0.05, 0.057, 0.065, 0.074, 0.084, 0.095, 0.107, 0.121, 0.137]
  regular_mode_grind_6_thresholds_spot = [-0.025, -0.05, -0.06, -0.07, -0.08, -0.09, -0.10, -0.11, -0.12]
  regular_mode_grind_6_stop_grinds_spot = -0.20
  regular_mode_grind_6_profit_threshold_spot = 0.018
  regular_mode_derisk_1_spot = -0.24
  regular_mode_derisk_1_spot_old = -0.80
  regular_mode_derisk_1_reentry_spot = -0.08
  regular_mode_derisk_spot = -0.24
  regular_mode_derisk_spot_old = -1.60
  regular_mode_derisk_1_scalp_mode_spot = -0.05

  regular_mode_rebuy_stakes_futures = [0.10, 0.10, 0.10]
  regular_mode_rebuy_thresholds_futures = [-0.12, -0.14, -0.16]
  regular_mode_grind_1_stakes_futures = [0.22, 0.24, 0.26]
  regular_mode_grind_1_thresholds_futures = [-0.06, -0.10, -0.12]
  regular_mode_grind_1_stop_grinds_futures = -0.20
  regular_mode_grind_1_profit_threshold_futures = 0.018
  regular_mode_grind_2_stakes_futures = [0.14, 0.20, 0.26]
  regular_mode_grind_2_thresholds_futures = [-0.04, -0.10, -0.12]
  regular_mode_grind_2_stop_grinds_futures = -0.20
  regular_mode_grind_2_profit_threshold_futures = 0.018
  regular_mode_grind_3_stakes_futures = [0.18, 0.20, 0.22]
  regular_mode_grind_3_thresholds_futures = [-0.03, -0.10, -0.12]
  regular_mode_grind_3_stop_grinds_futures = -0.20
  regular_mode_grind_3_profit_threshold_futures = 0.018
  regular_mode_grind_4_stakes_futures = [0.18, 0.20, 0.22]
  regular_mode_grind_4_thresholds_futures = [-0.03, -0.10, -0.12]
  regular_mode_grind_4_stop_grinds_futures = -0.20
  regular_mode_grind_4_profit_threshold_futures = 0.018
  regular_mode_grind_5_stakes_futures = [0.18, 0.20, 0.22]
  regular_mode_grind_5_thresholds_futures = [-0.03, -0.10, -0.12]
  regular_mode_grind_5_stop_grinds_futures = -0.20
  regular_mode_grind_5_profit_threshold_futures = 0.048
  regular_mode_grind_6_stakes_futures = [0.05, 0.057, 0.065, 0.074, 0.084, 0.095, 0.107, 0.121, 0.137]
  regular_mode_grind_6_thresholds_futures = [-0.025, -0.05, -0.06, -0.07, -0.08, -0.09, -0.10, -0.11, -0.12]
  regular_mode_grind_6_stop_grinds_futures = -0.20
  regular_mode_grind_6_profit_threshold_futures = 0.018
  regular_mode_derisk_1_futures = -0.60
  regular_mode_derisk_1_futures_old = -0.80
  regular_mode_derisk_1_reentry_futures = -0.08  # without leverage
  regular_mode_derisk_futures = -0.60
  regular_mode_derisk_futures_old = -1.20
  regular_mode_derisk_1_scalp_mode_futures = -0.05

  # Grinding v2
  grinding_v2_max_stake = 1.0  # ratio of first entry
  grinding_v2_max_grinds_and_buybacks = 20  # current open

  grinding_v2_derisk_level_1_enable = True
  grinding_v2_derisk_level_1_spot = [-0.06, -0.15]
  grinding_v2_derisk_level_1_futures = [-0.18, -0.35]
  grinding_v2_derisk_level_2_enable = True
  grinding_v2_derisk_level_2_spot = [-0.08, -0.18]
  grinding_v2_derisk_level_2_futures = [-0.16, -0.54]
  grinding_v2_derisk_level_3_enable = True
  grinding_v2_derisk_level_3_spot = [-0.10, -0.20]
  grinding_v2_derisk_level_3_futures = [-0.30, -0.60]
  grinding_v2_derisk_level_1_stake_spot = 0.20
  grinding_v2_derisk_level_1_stake_futures = 0.20
  grinding_v2_derisk_level_2_stake_spot = 0.30
  grinding_v2_derisk_level_2_stake_futures = 0.30
  grinding_v2_derisk_level_3_stake_spot = 0.50
  grinding_v2_derisk_level_3_stake_futures = 0.50
  grinding_v2_derisk_global_enable = False
  grinding_v2_derisk_global_spot = -0.10
  grinding_v2_derisk_global_futures = -0.30

  grinding_v2_grind_1_enable = True
  grinding_v2_grind_1_stakes_spot = [0.20, 0.22, 0.24, 0.26, 0.28]
  grinding_v2_grind_1_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  grinding_v2_grind_1_stakes_futures = [0.20, 0.22, 0.24, 0.26, 0.28]
  grinding_v2_grind_1_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  grinding_v2_grind_1_profit_threshold_spot = 0.02
  grinding_v2_grind_1_profit_threshold_futures = 0.02
  grinding_v2_grind_1_use_derisk = True
  grinding_v2_grind_1_derisk_spot = -0.26
  grinding_v2_grind_1_derisk_futures = -0.26

  grinding_v2_grind_2_enable = True
  grinding_v2_grind_2_stakes_spot = [0.10, 0.12, 0.14, 0.16, 0.18]
  grinding_v2_grind_2_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  grinding_v2_grind_2_stakes_futures = [0.10, 0.12, 0.14, 0.16, 0.18]
  grinding_v2_grind_2_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  grinding_v2_grind_2_profit_threshold_spot = 0.02
  grinding_v2_grind_2_profit_threshold_futures = 0.02
  grinding_v2_grind_2_use_derisk = True
  grinding_v2_grind_2_derisk_spot = -0.26
  grinding_v2_grind_2_derisk_futures = -0.26

  grinding_v2_grind_3_enable = True
  grinding_v2_grind_3_stakes_spot = [0.10, 0.12, 0.14, 0.16, 0.18]
  grinding_v2_grind_3_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  grinding_v2_grind_3_stakes_futures = [0.10, 0.12, 0.14, 0.16, 0.18]
  grinding_v2_grind_3_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  grinding_v2_grind_3_profit_threshold_spot = 0.02
  grinding_v2_grind_3_profit_threshold_futures = 0.02
  grinding_v2_grind_3_use_derisk = True
  grinding_v2_grind_3_derisk_spot = -0.26
  grinding_v2_grind_3_derisk_futures = -0.26

  grinding_v2_grind_4_enable = True
  grinding_v2_grind_4_stakes_spot = [0.05, 0.06, 0.07, 0.08, 0.09, 0.10, 0.11]
  grinding_v2_grind_4_thresholds_spot = [-0.06, -0.07, -0.09, -0.12, -0.16, -0.21, -0.27]
  grinding_v2_grind_4_stakes_futures = [0.05, 0.06, 0.07, 0.08, 0.09, 0.10, 0.11]
  grinding_v2_grind_4_thresholds_futures = [-0.06, -0.07, -0.09, -0.12, -0.16, -0.21, -0.27]
  grinding_v2_grind_4_profit_threshold_spot = 0.10
  grinding_v2_grind_4_profit_threshold_futures = 0.10
  grinding_v2_grind_4_use_derisk = True
  grinding_v2_grind_4_derisk_spot = -0.26
  grinding_v2_grind_4_derisk_futures = -0.26

  grinding_v2_grind_5_enable = True
  grinding_v2_grind_5_stakes_spot = [0.05, 0.06, 0.07, 0.08, 0.09, 0.10, 0.11]
  grinding_v2_grind_5_thresholds_spot = [-0.06, -0.07, -0.09, -0.12, -0.16, -0.21, -0.27]
  grinding_v2_grind_5_stakes_futures = [0.05, 0.06, 0.07, 0.08, 0.09, 0.10, 0.11]
  grinding_v2_grind_5_thresholds_futures = [-0.06, -0.07, -0.09, -0.12, -0.16, -0.21, -0.27]
  grinding_v2_grind_5_profit_threshold_spot = 0.10
  grinding_v2_grind_5_profit_threshold_futures = 0.10
  grinding_v2_grind_5_use_derisk = True
  grinding_v2_grind_5_derisk_spot = -0.26
  grinding_v2_grind_5_derisk_futures = -0.26

  grinding_v2_buyback_1_enable = True
  grinding_v2_buyback_1_stake_spot = 0.10
  grinding_v2_buyback_1_stake_futures = 0.10
  grinding_v2_buyback_1_distance_ratio_spot = -0.06
  grinding_v2_buyback_1_distance_ratio_futures = -0.06
  grinding_v2_buyback_1_profit_threshold_spot = 0.05
  grinding_v2_buyback_1_profit_threshold_futures = 0.05
  grinding_v2_buyback_1_use_derisk = True
  grinding_v2_buyback_1_derisk_spot = -0.26
  grinding_v2_buyback_1_derisk_futures = -0.26

  grinding_v2_buyback_2_enable = True
  grinding_v2_buyback_2_stake_spot = 0.10
  grinding_v2_buyback_2_stake_futures = 0.10
  grinding_v2_buyback_2_distance_ratio_spot = -0.12
  grinding_v2_buyback_2_distance_ratio_futures = -0.12
  grinding_v2_buyback_2_profit_threshold_spot = 0.05
  grinding_v2_buyback_2_profit_threshold_futures = 0.05
  grinding_v2_buyback_2_use_derisk = True
  grinding_v2_buyback_2_derisk_spot = -0.26
  grinding_v2_buyback_2_derisk_futures = -0.26

  grinding_v2_buyback_3_enable = True
  grinding_v2_buyback_3_stake_spot = 0.10
  grinding_v2_buyback_3_stake_futures = 0.10
  grinding_v2_buyback_3_distance_ratio_spot = -0.16
  grinding_v2_buyback_3_distance_ratio_futures = -0.16
  grinding_v2_buyback_3_profit_threshold_spot = 0.05
  grinding_v2_buyback_3_profit_threshold_futures = 0.05
  grinding_v2_buyback_3_use_derisk = True
  grinding_v2_buyback_3_derisk_spot = -0.26
  grinding_v2_buyback_3_derisk_futures = -0.26

  # System v3
  system_v3_name = "system_v3"
  system_v3_1_name = "system_v3_1"
  system_v3_2_name = "system_v3_2"
  system_name_use = system_v3_2_name

  system_v3_max_stake = 1.0  # ratio of first entry
  system_v3_1_max_stake = 3.0  # ratio of first entry

  system_v3_stop_threshold_doom_spot = 0.14
  system_v3_stop_threshold_doom_futures = 0.35
  system_v3_stop_threshold_spot_rebuy = 0.70
  system_v3_stop_threshold_futures_rebuy = 1.75
  system_v3_stop_threshold_rapid_spot = 0.14
  system_v3_stop_threshold_rapid_futures = 0.35
  system_v3_stop_threshold_scalp_spot = 0.14
  system_v3_stop_threshold_scalp_futures = 0.35

  system_v3_1_stop_threshold_doom_spot = 0.24
  system_v3_1_stop_threshold_doom_futures = 0.70
  system_v3_1_stop_threshold_spot_rebuy = 0.47
  system_v3_1_stop_threshold_futures_rebuy = 1.40
  system_v3_1_stop_threshold_rapid_spot = 0.24
  system_v3_1_stop_threshold_rapid_futures = 0.70
  system_v3_1_stop_threshold_scalp_spot = 0.24
  system_v3_1_stop_threshold_scalp_futures = 0.70

  system_v3_2_stops_enable = False
  system_v3_2_stop_threshold_doom_spot = 0.12
  system_v3_2_stop_threshold_doom_futures = 0.35
  system_v3_2_stop_threshold_spot_rebuy = 0.48
  system_v3_2_stop_threshold_futures_rebuy = 1.40
  system_v3_2_stop_threshold_rapid_spot = 0.12
  system_v3_2_stop_threshold_rapid_futures = 0.35
  system_v3_2_stop_threshold_scalp_spot = 0.12
  system_v3_2_stop_threshold_scalp_futures = 0.35

  system_v3_1_stake_multiplier = 0.50
  system_v3_1_rebuy_stakes_spot = [0.5, 0.5]
  system_v3_1_rebuy_stakes_futures = [0.5, 0.5]
  system_v3_1_rebuy_thresholds_spot = [-0.25, -0.16, -0.16, -0.20]
  system_v3_1_rebuy_thresholds_futures = [-0.25, -0.16, -0.16, -0.20]

  system_v3_derisk_level_1_enable = True
  system_v3_derisk_level_1_spot = [-0.04, -0.06]
  system_v3_derisk_level_1_futures = [-0.12, -0.18]
  system_v3_derisk_level_1_stake_spot = 0.10
  system_v3_derisk_level_1_stake_futures = 0.10
  system_v3_derisk_level_2_enable = True
  system_v3_derisk_level_2_spot = [-0.06, -0.08]
  system_v3_derisk_level_2_futures = [-0.18, -0.24]
  system_v3_derisk_level_2_stake_spot = 0.10
  system_v3_derisk_level_2_stake_futures = 0.10
  system_v3_derisk_level_3_enable = True
  system_v3_derisk_level_3_spot = [-0.08, -0.10]
  system_v3_derisk_level_3_futures = [-0.24, -0.30]
  system_v3_derisk_level_3_stake_spot = 0.10
  system_v3_derisk_level_3_stake_futures = 0.10

  system_v3_2_stake_multiplier = 1.0
  system_v3_2_derisk_level_1_enable = True
  system_v3_2_derisk_level_1_spot = [-0.06, -0.12]
  system_v3_2_derisk_level_1_futures = [-0.18, -0.35]
  system_v3_2_derisk_level_1_stake_spot = 0.20
  system_v3_2_derisk_level_1_stake_futures = 0.20
  system_v3_2_derisk_level_2_enable = True
  system_v3_2_derisk_level_2_spot = [-0.08, -0.18]
  system_v3_2_derisk_level_2_futures = [-0.24, -0.54]
  system_v3_2_derisk_level_2_stake_spot = 0.30
  system_v3_2_derisk_level_2_stake_futures = 0.30
  system_v3_2_derisk_level_3_enable = True
  system_v3_2_derisk_level_3_spot = [-0.10, -0.20]
  system_v3_2_derisk_level_3_futures = [-0.30, -0.60]
  system_v3_2_derisk_level_3_stake_spot = 0.50
  system_v3_2_derisk_level_3_stake_futures = 0.50
  system_v3_2_derisk_level_4_enable = False
  system_v3_2_derisk_level_4_spot = [-0.02, -0.08]
  system_v3_2_derisk_level_4_futures = [-0.06, -0.24]
  system_v3_2_derisk_level_4_stake_spot = 1.0
  system_v3_2_derisk_level_4_stake_futures = 1.0

  system_v3_grind_1_enable = True
  system_v3_grind_1_stakes_spot = [0.20, 0.20, 0.20, 0.20, 0.20]
  system_v3_grind_1_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_1_stakes_futures = [0.20, 0.20, 0.20, 0.20, 0.20]
  system_v3_grind_1_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_1_profit_threshold_spot = 0.025
  system_v3_grind_1_profit_threshold_futures = 0.025
  system_v3_grind_1_use_derisk = True
  system_v3_grind_1_derisk_spot = -0.22
  system_v3_grind_1_derisk_futures = -0.22

  system_v3_grind_2_enable = True
  system_v3_grind_2_stakes_spot = [0.10, 0.12, 0.14, 0.16, 0.18]
  system_v3_grind_2_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_2_stakes_futures = [0.10, 0.12, 0.14, 0.16, 0.18]
  system_v3_grind_2_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_2_profit_threshold_spot = 0.035
  system_v3_grind_2_profit_threshold_futures = 0.035
  system_v3_grind_2_use_derisk = True
  system_v3_grind_2_derisk_spot = -0.22
  system_v3_grind_2_derisk_futures = -0.22

  system_v3_grind_3_enable = True
  system_v3_grind_3_stakes_spot = [0.10, 0.12, 0.14, 0.16, 0.18]
  system_v3_grind_3_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_3_stakes_futures = [0.10, 0.12, 0.14, 0.16, 0.18]
  system_v3_grind_3_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_3_profit_threshold_spot = 0.04
  system_v3_grind_3_profit_threshold_futures = 0.04
  system_v3_grind_3_use_derisk = True
  system_v3_grind_3_derisk_spot = -0.22
  system_v3_grind_3_derisk_futures = -0.22

  system_v3_grind_4_enable = True
  system_v3_grind_4_stakes_spot = [0.05, 0.06, 0.07, 0.08, 0.09]
  system_v3_grind_4_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_4_stakes_futures = [0.05, 0.06, 0.07, 0.08, 0.09]
  system_v3_grind_4_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_4_profit_threshold_spot = 0.05
  system_v3_grind_4_profit_threshold_futures = 0.05
  system_v3_grind_4_use_derisk = True
  system_v3_grind_4_derisk_spot = -0.22
  system_v3_grind_4_derisk_futures = -0.22

  system_v3_grind_5_enable = True
  system_v3_grind_5_stakes_spot = [0.05, 0.06, 0.07, 0.08, 0.09]
  system_v3_grind_5_thresholds_spot = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_5_stakes_futures = [0.05, 0.06, 0.07, 0.08, 0.09]
  system_v3_grind_5_thresholds_futures = [-0.06, -0.07, -0.08, -0.09, -0.10]
  system_v3_grind_5_profit_threshold_spot = 0.06
  system_v3_grind_5_profit_threshold_futures = 0.06
  system_v3_grind_5_use_derisk = True
  system_v3_grind_5_derisk_spot = -0.22
  system_v3_grind_5_derisk_futures = -0.22

  system_v3_buyback_1_enable = False
  system_v3_buyback_1_stake_spot = 1.00
  system_v3_buyback_1_stake_futures = 1.00
  system_v3_buyback_1_distance_ratio_negative_spot = -0.04
  system_v3_buyback_1_distance_ratio_negative_futures = -0.04
  system_v3_buyback_1_distance_ratio_positive_spot = 0.02
  system_v3_buyback_1_distance_ratio_positive_futures = 0.02
  # system_v3_buyback_1_profit_threshold_spot = 0.05
  # system_v3_buyback_1_profit_threshold_futures = 0.05
  system_v3_buyback_1_use_derisk = True
  system_v3_buyback_1_derisk_spot = -0.08
  system_v3_buyback_1_derisk_futures = -0.08

  # Rebuy mode
  rebuy_mode_stake_multiplier = 0.35
  rebuy_mode_derisk_spot = -0.60
  rebuy_mode_derisk_futures = -0.60
  rebuy_mode_stakes_spot = [1.0, 1.0]
  rebuy_mode_stakes_futures = [1.0, 1.0]
  rebuy_mode_thresholds_spot = [-0.08, -0.10]
  rebuy_mode_thresholds_futures = [-0.08, -0.10]

  # Rebuy mode v3
  system_v3_rebuy_mode_stake_multiplier = 0.25
  system_v3_rebuy_mode_derisk_spot = -0.48
  system_v3_rebuy_mode_derisk_futures = -1.40
  system_v3_rebuy_mode_stakes_spot = [1.0, 1.0, 1.0, 1.0]
  system_v3_rebuy_mode_stakes_futures = [1.0, 1.0, 1.0, 1.0]
  system_v3_rebuy_mode_thresholds_spot = [-0.08, -0.12, -0.16, -0.20]
  system_v3_rebuy_mode_thresholds_futures = [-0.08, -0.12, -0.16, -0.20]

  # Rapid mode
  rapid_mode_stake_multiplier_spot = [0.75]
  rapid_mode_stake_multiplier_futures = [0.75]

  # Scalp mode
  min_free_slots_scalp_mode = 1

  # Grind mode
  grind_mode_stake_multiplier_spot = [0.20, 0.30, 0.40, 0.50, 0.60, 0.70]
  grind_mode_stake_multiplier_futures = [0.20, 0.30, 0.40, 0.50]
  grind_mode_first_entry_profit_threshold_spot = 0.018
  grind_mode_first_entry_profit_threshold_futures = 0.018
  grind_mode_first_entry_stop_threshold_spot = -0.20
  grind_mode_first_entry_stop_threshold_futures = -0.20
  grind_mode_max_slots = 1
  grind_mode_coins = [
    "AAVE",
    "ADA",
    "ALGO",
    "APE",
    "APT",
    "ARB",
    "ATOM",
    "AVAX",
    "BCH",
    "BNB",
    "BTC",
    "CAKE",
    "CRV",
    "DOGE",
    "DOT",
    "DYDX",
    "ETC",
    "ETH",
    "FIL",
    "GALA",
    "HBAR",
    "HYPE",
    "ICP",
    "INJ",
    "IOTA",
    "JUP",
    "KAS",
    "LDO",
    "LINK",
    "LTC",
    "NEAR",
    "NEO",
    "OP",
    "POL",
    "RENDER",
    "RUNE",
    "SAND",
    "SEI",
    "SOL",
    "SUI",
    "THETA",
    "TIA",
    "TON",
    "TRX",
    "UNI",
    "VET",
    "XLM",
    "XMR",
    "XRP",
    "XTZ",
    "ZEC",
  ]

  btc_mode_max_slots = 0
  btc_mode_coins = [
    "BTC",
  ]

  # Top coins mode coins
  top_coins_mode_coins = [
    "1INCH",
    "AAVE",
    "ADA",
    "ALGO",
    "APE",
    "APT",
    "ARB",
    "ATOM",
    "AVAX",
    "BCH",
    "BNB",
    "BTC",
    "CAKE",
    "CRV",
    "DASH",
    "DOGE",
    "DOT",
    "DYDX",
    "ETC",
    "ETH",
    "FIL",
    "GALA",
    "HBAR",
    "HYPE",
    "ICP",
    "INJ",
    "IOTA",
    "JUP",
    "KAS",
    "LDO",
    "LINK",
    "LTC",
    "NEAR",
    "NEO",
    "ONDO",
    "OP",
    "POL",
    "RENDER",
    "RUNE",
    "SAND",
    "SEI",
    "SOL",
    "SUI",
    "THETA",
    "TIA",
    "TON",
    "TRX",
    "UNI",
    "VET",
    "WLD",
    "XLM",
    "XMR",
    "XRP",
    "XTZ",
    "ZEC",
  ]

  # Profit max thresholds
  profit_max_thresholds = [0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.01, 0.05, 0.05]

  # Max allowed buy "slippage", how high to buy on the candle
  max_slippage = 0.02

  # BTC/ETH stakes
  btc_stakes = ["BTC", "ETH"]

  #############################################################
  # Buy side configuration

  long_entry_signal_params = {
    # Enable/Disable conditions
    # -------------------------------------------------------
    "long_entry_condition_1_enable": True,
    "long_entry_condition_2_enable": True,
    "long_entry_condition_3_enable": True,
    "long_entry_condition_4_enable": True,
    "long_entry_condition_5_enable": True,
    "long_entry_condition_6_enable": True,
    "long_entry_condition_21_enable": True,
    "long_entry_condition_41_enable": True,
    "long_entry_condition_42_enable": True,
    "long_entry_condition_43_enable": True,
    "long_entry_condition_44_enable": True,
    "long_entry_condition_45_enable": True,
    "long_entry_condition_46_enable": True,
    "long_entry_condition_61_enable": True,
    "long_entry_condition_62_enable": True,
    "long_entry_condition_63_enable": True,
    "long_entry_condition_101_enable": True,
    "long_entry_condition_102_enable": True,
    "long_entry_condition_103_enable": True,
    "long_entry_condition_104_enable": True,
    "long_entry_condition_120_enable": True,
    "long_entry_condition_121_enable": False,
    "long_entry_condition_141_enable": True,
    "long_entry_condition_142_enable": True,
    "long_entry_condition_143_enable": True,
    "long_entry_condition_144_enable": True,
    "long_entry_condition_145_enable": True,
    "long_entry_condition_161_enable": True,
    "long_entry_condition_162_enable": True,
    "long_entry_condition_163_enable": True,
  }

  short_entry_signal_params = {
    # Enable/Disable conditions
    # -------------------------------------------------------
    "short_entry_condition_501_enable": True,
    "short_entry_condition_502_enable": True,
    # "short_entry_condition_503_enable": True,
    # "short_entry_condition_504_enable": True,
    # "short_entry_condition_541_enable": True,
    "short_entry_condition_542_enable": True,
    # "short_entry_condition_543_enable": True,
    # "short_entry_condition_603_enable": True,
    # "short_entry_condition_641_enable": True,
    # "short_entry_condition_642_enable": True,
    # "short_entry_condition_661_enable": True,
  }

  #############################################################
  # CACHES

  hold_trades_cache = None
  target_profit_cache = None
  #############################################################
  #
  #
  #  $$$$$$\   $$$$$$\  $$\      $$\ $$\      $$\  $$$$$$\  $$\   $$\
  # $$  __$$\ $$  __$$\ $$$\    $$$ |$$$\    $$$ |$$  __$$\ $$$\  $$ |
  # $$ /  \__|$$ /  $$ |$$$$\  $$$$ |$$$$\  $$$$ |$$ /  $$ |$$$$\ $$ |
  # $$ |      $$ |  $$ |$$\$$\$$ $$ |$$\$$\$$ $$ |$$ |  $$ |$$ $$\$$ |
  # $$ |      $$ |  $$ |$$ \$$$  $$ |$$ \$$$  $$ |$$ |  $$ |$$ \$$$$ |
  # $$ |  $$\ $$ |  $$ |$$ |\$  /$$ |$$ |\$  /$$ |$$ |  $$ |$$ |\$$$ |
  # \$$$$$$  | $$$$$$  |$$ | \_/ $$ |$$ | \_/ $$ | $$$$$$  |$$ | \$$ |
  #  \______/  \______/ \__|     \__|\__|     \__| \______/ \__|  \__|
  #
  #
  #
  # $$$$$$$$\ $$\   $$\ $$\   $$\  $$$$$$\ $$$$$$$$\ $$$$$$\  $$$$$$\  $$\   $$\  $$$$$$\
  # $$  _____|$$ |  $$ |$$$\  $$ |$$  __$$\\__$$  __|\_$$  _|$$  __$$\ $$$\  $$ |$$  __$$\
  # $$ |      $$ |  $$ |$$$$\ $$ |$$ /  \__|  $$ |     $$ |  $$ /  $$ |$$$$\ $$ |$$ /  \__|
  # $$$$$\    $$ |  $$ |$$ $$\$$ |$$ |        $$ |     $$ |  $$ |  $$ |$$ $$\$$ |\$$$$$$\
  # $$  __|   $$ |  $$ |$$ \$$$$ |$$ |        $$ |     $$ |  $$ |  $$ |$$ \$$$$ | \____$$\
  # $$ |      $$ |  $$ |$$ |\$$$ |$$ |  $$\   $$ |     $$ |  $$ |  $$ |$$ |\$$$ |$$\   $$ |
  # $$ |      \$$$$$$  |$$ | \$$ |\$$$$$$  |  $$ |   $$$$$$\  $$$$$$  |$$ | \$$ |\$$$$$$  |
  # \__|       \______/ \__|  \__| \______/   \__|   \______| \______/ \__|  \__| \______/
  #
  #

  ###############################################################################################
  # COMMON FUNCTIONS FOR BOTH LONG AND SHORT SIDE STARTS HERE
  ###############################################################################################

  def __init__(self, config: dict) -> None:
    # A list of parameters that can be changed through the config.
    NFI_SAFE_PARAMETERS = [
      "num_cores_indicators_calc",
      "custom_fee_open_rate",
      "custom_fee_close_rate",
      "futures_mode_leverage",
      "futures_mode_leverage_rebuy_mode",
      "futures_mode_leverage_grind_mode",
      "futures_max_open_trades_long",
      "futures_max_open_trades_short",
      "stop_threshold_doom_spot",
      "stop_threshold_doom_futures",
      "stop_threshold_rapid_spot",
      "stop_threshold_rapid_futures",
      "stop_threshold_scalp_spot",
      "stop_threshold_scalp_futures",
      "derisk_enable",
      "stops_enable",
      "regular_mode_derisk_1_spot",
      "regular_mode_derisk_spot",
      "regular_mode_derisk_1_futures",
      "regular_mode_derisk_futures",
      "grind_mode_max_slots",
      "grind_mode_coins",
      "max_slippage",
    ]

    exchange_config = config["exchange"]
    if "ccxt_config" not in exchange_config:
      exchange_config["ccxt_config"] = {}
    if "ccxt_async_config" not in exchange_config:
      exchange_config["ccxt_async_config"] = {}

    options = {
      "brokerId": None,
      "broker": {"spot": None, "margin": None, "future": None, "delivery": None},
      "partner": {
        "spot": {"id": None, "key": None},
        "future": {"id": None, "key": None},
        "id": None,
        "key": None,
      },
    }

    exchange_config["ccxt_config"]["options"] = options
    exchange_config["ccxt_async_config"]["options"] = options
    super().__init__(config)

    strategy_config = self.config
    if ("exit_profit_only" in strategy_config and strategy_config["exit_profit_only"]) or (
      "sell_profit_only" in strategy_config and strategy_config["sell_profit_only"]
    ):
      self.exit_profit_only = True

    # Advanced configuration mode. Allows to change any parameter.
    is_config_advanced_mode = "nfi_advanced_mode" in strategy_config and strategy_config["nfi_advanced_mode"] == True
    if is_config_advanced_mode:
      log.warning("The advanced configuration mode is enabled. I hope you know what you are doing.")

    # Configuration from the nfi_parameters block. New config style.
    nfi_parameters = strategy_config.get("nfi_parameters")
    if type(nfi_parameters) is dict:
      for nfi_param in nfi_parameters:
        if nfi_param in ["long_entry_signal_params", "short_entry_signal_params"]:
          continue
        if (nfi_param in NFI_SAFE_PARAMETERS or is_config_advanced_mode) and hasattr(self, nfi_param):
          log.info(
            f'Parameter {nfi_param} changed from "{getattr(self, nfi_param)}" to "{nfi_parameters[nfi_param]}".'
          )
          setattr(self, nfi_param, nfi_parameters[nfi_param])
        else:
          log.warning(f"Invalid or unsafe parameter: {nfi_param}.")

      self.update_signals_from_config(nfi_parameters)

    # Parameter settings. Backward compatibility with the old configuration style.
    for nfi_param in NFI_SAFE_PARAMETERS:
      if (nfi_param in strategy_config) and hasattr(self, nfi_param):
        setattr(self, nfi_param, strategy_config[nfi_param])

    if self.target_profit_cache is None:
      bot_name = ""
      if "bot_name" in strategy_config:
        bot_name = strategy_config["bot_name"] + "-"
      exchange_name = strategy_config["exchange"]["name"]
      runmode_value = strategy_config["runmode"].value
      self.target_profit_cache = Cache(
        strategy_config["user_data_dir"]
        / (
          "nfix7-profit_max-"
          + bot_name
          + exchange_name
          + "-"
          + strategy_config["stake_currency"]
          + ("-(backtest)" if (runmode_value == "backtest") else "")
          + ("-(hyperopt)" if (runmode_value == "hyperopt") else "")
          + ".json"
        )
      )
    else:
      exchange_name = strategy_config["exchange"]["name"]

    # OKX, Kraken provides a lower number of candle data per API call
    if exchange_name in ["okx", "okex"]:
      self.startup_candle_count = 480
    elif exchange_name == "kraken":
      self.startup_candle_count = 710
    elif exchange_name == "bybit":
      self.startup_candle_count = 199
    elif exchange_name == "bitget":
      self.startup_candle_count = 499
    elif exchange_name == "bingx":
      self.startup_candle_count = 499

    if ("trading_mode" in strategy_config) and (strategy_config["trading_mode"] in ["futures", "margin"]):
      self.is_futures_mode = True
      self.can_short = True

    # If the cached data hasn't changed, it's a no-op
    self.target_profit_cache.save()

    # Parameter settings. Backward compatibility with the old configuration style.
    self.update_signals_from_config(strategy_config)

  # Plot configuration for FreqUI
  # ---------------------------------------------------------------------------------------------
  @property
  def plot_config(self):
    plot_config = {}

    plot_config["main_plot"] = {
      "EMA_12": {"color": "LightGreen"},
      "EMA_26": {"color": "Yellow"},
      "EMA_50": {"color": "DodgerBlue"},
      "EMA_200": {"color": "DarkRed"},
    }

    plot_config["subplots"] = {
      "long_pump_protection": {"global_protections_long_pump": {"color": "green"}},
      "long_dump_protection": {"global_protections_long_dump": {"color": "red"}},
    }

    return plot_config

  # Get Ticker Indicator
  # ---------------------------------------------------------------------------------------------
  def get_ticker_indicator(self):
    return int(self.timeframe[:-1])

  # Mark Profit Target
  # ---------------------------------------------------------------------------------------------
  def mark_profit_target(
    self,
    mode_name: str,
    pair: str,
    sell: bool,
    signal_name: str,
    trade: Trade,
    current_time: datetime,
    current_rate: float,
    current_profit: float,
    last_candle,
    previous_candle_1,
  ) -> tuple:
    if sell and (signal_name is not None):
      return pair, signal_name

    return None, None

  # Exit Profit Target
  # ---------------------------------------------------------------------------------------------
  def exit_profit_target(
    self,
    mode_name: str,
    pair: str,
    trade: Trade,
    current_time: datetime,
    current_rate: float,
    profit_stake: float,
    profit_ratio: float,
    profit_current_stake_ratio: float,
    profit_init_ratio: float,
    last_candle,
    previous_candle_1,
    previous_rate,
    previous_profit,
    previous_sell_reason,
    previous_time_profit_reached,
    enter_tags,
  ) -> tuple:
    remove_profit_target = self._remove_profit_target
    derisk_enable = self.derisk_enable
    is_futures_mode = self.is_futures_mode
    long_rapid_mode_tags = self.long_rapid_mode_tags
    long_rebuy_mode_tags = self.long_rebuy_mode_tags
    long_rebuy_grind_mode_tags = self.long_rebuy_grind_mode_tags
    long_scalp_mode_tags = self.long_scalp_mode_tags
    long_scalp_rebuy_grind_mode_tags = self.long_scalp_rebuy_grind_mode_tags
    trade_leverage = trade.leverage
    select_filled_orders = trade.select_filled_orders

    is_backtest = self.is_backtest_mode()
    is_system_v3, is_system_v3_1, is_system_v3_2 = self.get_system_version_flags(trade)
    is_derisk = False
    if previous_sell_reason in [
      f"exit_{mode_name}_stoploss_doom",
      f"exit_{mode_name}_stoploss",
      f"exit_{mode_name}_stoploss_u_e",
    ]:
      filled_entries = select_filled_orders(trade.entry_side)
      filled_exits = select_filled_orders(trade.exit_side)
      first_filled_entry = filled_entries[0]
      has_order_tags = hasattr(first_filled_entry, "ft_order_tag")
      for order in filled_exits:
        order_tag = ""
        if has_order_tags:
          if order.ft_order_tag is not None:
            order_tag = order.ft_order_tag.partition(" ")[0]
        if order_tag in ["d", "d1", "derisk_level_1", "derisk_level_2", "derisk_level_3"]:
          is_derisk = True
          break
      if not is_derisk:
        is_derisk = trade.amount < (first_filled_entry.safe_filled * 0.95)
    if previous_sell_reason in [f"exit_{mode_name}_stoploss_doom", f"exit_{mode_name}_stoploss"]:
      # return right away for system v3
      if is_system_v3 or is_system_v3_1 or is_system_v3_2:
        return True, previous_sell_reason

      is_rapid_mode = all(c in long_rapid_mode_tags for c in enter_tags)
      is_rebuy_mode = all(c in long_rebuy_mode_tags for c in enter_tags) or (
        any(c in long_rebuy_mode_tags for c in enter_tags) and all(c in long_rebuy_grind_mode_tags for c in enter_tags)
      )
      is_scalp_mode = all(c in long_scalp_mode_tags for c in enter_tags) or (
        any(c in long_scalp_mode_tags for c in enter_tags)
        and all(c in long_scalp_rebuy_grind_mode_tags for c in enter_tags)
      )
      if profit_init_ratio > 0.0:
        # profit is over the threshold, don't exit
        remove_profit_target(pair)
        return False, None
      elif is_derisk:
        remove_profit_target(pair)
        return False, None
      elif derisk_enable and (current_time - timedelta(minutes=60) > previous_time_profit_reached):
        if profit_ratio < previous_profit:
          return True, previous_sell_reason
        elif profit_ratio > previous_profit:
          remove_profit_target(pair)
          return False, None
      elif (
        not derisk_enable
        and not is_rapid_mode
        and not is_rebuy_mode
        and not is_scalp_mode
        and (
          profit_init_ratio
          <= -(self.stop_threshold_doom_futures if is_futures_mode else self.stop_threshold_doom_spot)
        )
      ):
        return True, previous_sell_reason
      elif (
        not derisk_enable
        and is_rapid_mode
        and (
          profit_init_ratio
          <= -(self.stop_threshold_rapid_futures if is_futures_mode else self.stop_threshold_rapid_spot)
        )
      ):
        return True, previous_sell_reason
      elif (
        not derisk_enable
        and is_rebuy_mode
        and (
          profit_init_ratio
          <= -(self.stop_threshold_futures_rebuy if is_futures_mode else self.stop_threshold_spot_rebuy)
        )
      ):
        return True, previous_sell_reason
      elif (
        not derisk_enable
        and is_scalp_mode
        and (
          profit_init_ratio
          <= -(self.stop_threshold_scalp_futures if is_futures_mode else self.stop_threshold_scalp_spot)
        )
      ):
        return True, previous_sell_reason
    elif previous_sell_reason == f"exit_{mode_name}_stoploss_u_e":
      if profit_init_ratio > 0.0:
        # profit is over the threshold, don't exit
        remove_profit_target(pair)
        return False, None
      elif is_derisk:
        remove_profit_target(pair)
        return False, None
      elif profit_ratio < (previous_profit - (0.04 / trade_leverage)):
        return True, previous_sell_reason
    elif previous_sell_reason == f"exit_profit_{mode_name}_max":
      if profit_init_ratio < -0.08:
        # profit is under the threshold, cancel it
        remove_profit_target(pair)
        return False, None

      last_rsi_14 = last_candle["RSI_14"]
      previous_rsi_14 = previous_candle_1["RSI_14"]
      last_cmf_20 = last_candle["CMF_20"]
      last_cmf_20_1h = last_candle["CMF_20_1h"]
      last_cmf_20_4h = last_candle["CMF_20_4h"]
      last_roc_9_4h = last_candle["ROC_9_4h"]
      last_cmf_20_gt_0 = last_cmf_20 > 0.0
      last_cmf_20_1h_gt_0 = last_cmf_20_1h > 0.0
      last_cmf_20_4h_gt_0 = last_cmf_20_4h > 0.0
      last_rsi_14_gt_50 = last_rsi_14 > 50.0
      last_rsi_14_lt_50 = last_rsi_14 < 50.0
      last_roc_9_4h_gt_40 = last_roc_9_4h > 40.0
      last_roc_9_4h_lt_neg_40 = last_roc_9_4h < -40.0
      if trade.is_short:
        is_scalp_mode = all(c in self.short_scalp_mode_tags for c in enter_tags)
        if is_scalp_mode:
          if 0.001 <= profit_init_ratio < 0.01:
            if profit_init_ratio < (previous_profit - 0.008):
              return True, f"exit_profit_{mode_name}_t_0_1"
          elif 0.01 <= profit_init_ratio < 0.02:
            if profit_init_ratio < (previous_profit - 0.01):
              return True, f"exit_profit_{mode_name}_t_1_1"
          elif 0.02 <= profit_init_ratio < 0.03:
            if profit_init_ratio < (previous_profit - 0.01):
              return True, f"exit_profit_{mode_name}_t_2_1"
          elif 0.03 <= profit_init_ratio < 0.04:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_3_1"
          elif 0.04 <= profit_init_ratio < 0.05:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_4_1"
          elif 0.05 <= profit_init_ratio < 0.06:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_5_1"
          elif 0.06 <= profit_init_ratio < 0.07:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_6_1"
          elif 0.07 <= profit_init_ratio < 0.08:
            if profit_init_ratio < (previous_profit - 0.02):
              return True, f"exit_profit_{mode_name}_t_7_1"
          elif 0.08 <= profit_init_ratio < 0.09:
            if profit_init_ratio < (previous_profit - 0.02):
              return True, f"exit_profit_{mode_name}_t_8_1"
          elif 0.09 <= profit_init_ratio < 0.10:
            if profit_init_ratio < (previous_profit - 0.02):
              return True, f"exit_profit_{mode_name}_t_9_1"
          elif 0.10 <= profit_init_ratio < 0.11:
            if profit_init_ratio < (previous_profit - 0.025):
              return True, f"exit_profit_{mode_name}_t_10_1"
          elif 0.11 <= profit_init_ratio < 0.12:
            if profit_init_ratio < (previous_profit - 0.025):
              return True, f"exit_profit_{mode_name}_t_11_1"
          elif 0.12 <= profit_init_ratio:
            if profit_init_ratio < (previous_profit - 0.025):
              return True, f"exit_profit_{mode_name}_t_12_1"
        elif 0.001 <= profit_init_ratio < 0.01:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_0_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_0_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_0_3"
        elif 0.01 <= profit_init_ratio < 0.02:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_1_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_1_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_1_3"
        elif 0.02 <= profit_init_ratio < 0.03:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_2_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_2_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_2_3"
        elif 0.03 <= profit_init_ratio < 0.04:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_3_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_3_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_3_3"
        elif 0.04 <= profit_init_ratio < 0.05:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_4_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_4_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_4_3"
        elif 0.05 <= profit_init_ratio < 0.06:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_5_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_5_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_5_3"
        elif 0.06 <= profit_init_ratio < 0.07:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_6_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_6_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_6_3"
        elif 0.07 <= profit_init_ratio < 0.08:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_7_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_7_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_7_3"
        elif 0.08 <= profit_init_ratio < 0.09:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_8_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_8_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_8_3"
        elif 0.09 <= profit_init_ratio < 0.10:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_9_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_9_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_9_3"
        elif 0.10 <= profit_init_ratio < 0.11:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_10_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_10_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_10_3"
        elif 0.11 <= profit_init_ratio < 0.12:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_11_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_11_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_11_3"
        elif 0.12 <= profit_init_ratio:
          if (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_rsi_14_gt_50)
            and (last_rsi_14 > previous_rsi_14)
            and (last_cmf_20_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_12_1"
          elif (
            profit_init_ratio < (previous_profit - 0.03)
            and (last_cmf_20_gt_0)
            and (last_cmf_20_1h_gt_0)
            and (last_cmf_20_4h_gt_0)
          ):
            return True, f"exit_profit_{mode_name}_t_12_2"
          elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_lt_neg_40):
            return True, f"exit_profit_{mode_name}_t_12_3"
      else:
        is_scalp_mode = all(c in long_scalp_mode_tags for c in enter_tags)
        if is_scalp_mode:
          if 0.001 <= profit_init_ratio < 0.01:
            if profit_init_ratio < (previous_profit - 0.008):
              return True, f"exit_profit_{mode_name}_t_0_1"
          elif 0.01 <= profit_init_ratio < 0.02:
            if profit_init_ratio < (previous_profit - 0.01):
              return True, f"exit_profit_{mode_name}_t_1_1"
          elif 0.02 <= profit_init_ratio < 0.03:
            if profit_init_ratio < (previous_profit - 0.01):
              return True, f"exit_profit_{mode_name}_t_2_1"
          elif 0.03 <= profit_init_ratio < 0.04:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_3_1"
          elif 0.04 <= profit_init_ratio < 0.05:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_4_1"
          elif 0.05 <= profit_init_ratio < 0.06:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_5_1"
          elif 0.06 <= profit_init_ratio < 0.07:
            if profit_init_ratio < (previous_profit - 0.015):
              return True, f"exit_profit_{mode_name}_t_6_1"
          elif 0.07 <= profit_init_ratio < 0.08:
            if profit_init_ratio < (previous_profit - 0.02):
              return True, f"exit_profit_{mode_name}_t_7_1"
          elif 0.08 <= profit_init_ratio < 0.09:
            if profit_init_ratio < (previous_profit - 0.02):
              return True, f"exit_profit_{mode_name}_t_8_1"
          elif 0.09 <= profit_init_ratio < 0.10:
            if profit_init_ratio < (previous_profit - 0.02):
              return True, f"exit_profit_{mode_name}_t_9_1"
          elif 0.10 <= profit_init_ratio < 0.11:
            if profit_init_ratio < (previous_profit - 0.025):
              return True, f"exit_profit_{mode_name}_t_10_1"
          elif 0.11 <= profit_init_ratio < 0.12:
            if profit_init_ratio < (previous_profit - 0.025):
              return True, f"exit_profit_{mode_name}_t_11_1"
          elif 0.12 <= profit_init_ratio:
            if profit_init_ratio < (previous_profit - 0.025):
              return True, f"exit_profit_{mode_name}_t_12_1"
        else:
          if 0.001 <= profit_init_ratio < 0.01:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_0_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_0_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_0_3"
          elif 0.01 <= profit_init_ratio < 0.02:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_1_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_1_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_1_3"
          elif 0.02 <= profit_init_ratio < 0.03:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_2_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_2_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_2_3"
          elif 0.03 <= profit_init_ratio < 0.04:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_3_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_3_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_3_3"
          elif 0.04 <= profit_init_ratio < 0.05:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_4_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_4_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_4_3"
          elif 0.05 <= profit_init_ratio < 0.06:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_5_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_5_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_5_3"
          elif 0.06 <= profit_init_ratio < 0.07:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_6_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_6_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_6_3"
          elif 0.07 <= profit_init_ratio < 0.08:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_7_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_7_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_7_3"
          elif 0.08 <= profit_init_ratio < 0.09:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_8_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_8_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_8_3"
          elif 0.09 <= profit_init_ratio < 0.10:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_9_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_9_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_9_3"
          elif 0.10 <= profit_init_ratio < 0.11:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_10_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_10_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_10_3"
          elif 0.11 <= profit_init_ratio < 0.12:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_11_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_11_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_11_3"
          elif 0.12 <= profit_init_ratio:
            if (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_rsi_14_lt_50)
              and (last_rsi_14 < previous_rsi_14)
              and (last_cmf_20 < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_12_1"
            elif (
              profit_init_ratio < (previous_profit - 0.03)
              and (last_cmf_20 < -0.0)
              and (last_cmf_20_1h < -0.0)
              and (last_cmf_20_4h < -0.0)
            ):
              return True, f"exit_profit_{mode_name}_t_12_2"
            elif profit_init_ratio < (previous_profit - 0.05) and (last_roc_9_4h_gt_40):
              return True, f"exit_profit_{mode_name}_t_12_3"
    else:
      return False, None

    return False, None

  # Filled Order Snapshot
  # ---------------------------------------------------------------------------------------------
  def filled_order_snapshot(self, trade: "Trade") -> tuple:
    filled_orders = trade.select_filled_orders()
    filled_entries = []
    filled_exits = []
    append_entry = filled_entries.append
    append_exit = filled_exits.append
    entry_side = trade.entry_side
    exit_side = trade.exit_side
    for order in filled_orders:
      order_side = order.ft_order_side
      if order_side == entry_side:
        append_entry(order)
      elif order_side == exit_side:
        append_exit(order)
    return filled_orders, filled_entries, filled_exits

  def trade_order_state(self, trade: "Trade") -> tuple:
    orders = trade.orders

    last_order = orders[-1] if orders else None
    return (
      len(orders),
      getattr(last_order, "id", None),
      getattr(last_order, "status", None),
      getattr(last_order, "filled", None),
    )

  def cache_backtest_profit_snapshot(
    self,
    trade: "Trade",
    current_time: "datetime",
    exit_rate: float,
    filled_orders: "Orders",
    filled_entries: "Orders",
    filled_exits: "Orders",
    profit_values: tuple,
  ) -> None:
    if not self.is_backtest_mode():
      return

    trade_key = trade.id if trade.id is not None else id(trade)
    self._backtest_profit_snapshot = (
      trade_key,
      current_time,
      exit_rate,
      self.trade_order_state(trade),
      filled_orders,
      filled_entries,
      filled_exits,
      profit_values,
    )

  def backtest_profit_snapshot(self, trade: "Trade", current_time: "datetime", exit_rate: float) -> tuple | None:
    if not self.is_backtest_mode():
      return None

    snapshot = getattr(self, "_backtest_profit_snapshot", None)
    if snapshot is None:
      return None

    (
      snapshot_trade_id,
      snapshot_time,
      snapshot_exit_rate,
      snapshot_order_state,
      filled_orders,
      filled_entries,
      filled_exits,
      profit_values,
    ) = snapshot
    trade_key = trade.id if trade.id is not None else id(trade)
    if (
      snapshot_trade_id == trade_key
      and snapshot_time == current_time
      and snapshot_exit_rate == exit_rate
      and snapshot_order_state == self.trade_order_state(trade)
    ):
      return filled_orders, filled_entries, filled_exits, profit_values

    return None

  def profit_or_order_snapshot(self, trade: "Trade", current_time: "datetime", exit_rate: float) -> tuple:
    profit_snapshot = self.backtest_profit_snapshot(trade, current_time, exit_rate)
    if profit_snapshot is not None:
      return profit_snapshot

    filled_orders, filled_entries, filled_exits = self.filled_order_snapshot(trade)
    return filled_orders, filled_entries, filled_exits, None

  # Calc Total Profit
  # ---------------------------------------------------------------------------------------------
  def calc_total_profit(
    self, trade: "Trade", filled_entries: "Orders", filled_exits: "Orders", exit_rate: float
  ) -> tuple:
    """
    Calculates the absolute profit for open trades.

    :param trade: trade object.
    :param filled_entries: Filled entries list.
    :param filled_exits: Filled exits list.
    :param exit_rate: The exit rate.
    :return tuple: The total profit in stake, ratio, ratio based on current stake, and ratio based on the first entry stake.
    """
    custom_fee_open_rate = self.custom_fee_open_rate
    custom_fee_close_rate = self.custom_fee_close_rate
    is_futures_mode = self.is_futures_mode

    fee_open_rate = trade.fee_open if custom_fee_open_rate is None else custom_fee_open_rate
    fee_close_rate = trade.fee_close if custom_fee_close_rate is None else custom_fee_close_rate

    total_amount = 0.0
    total_stake = 0.0
    total_profit = 0.0
    if trade.is_short:
      fee_open_multiplier = 1 - fee_open_rate
      fee_close_multiplier = 1 + fee_close_rate
      for entry_order in filled_entries:
        filled = entry_order.safe_filled
        entry_stake = filled * entry_order.safe_price * fee_open_multiplier
        total_amount += filled
        total_stake += entry_stake
        total_profit += entry_stake
      for exit_order in filled_exits:
        filled = exit_order.safe_filled
        exit_stake = filled * exit_order.safe_price * fee_close_multiplier
        total_amount -= filled
        total_profit -= exit_stake
      current_stake = total_amount * exit_rate * fee_close_multiplier
      total_profit -= current_stake
    else:
      fee_open_multiplier = 1 + fee_open_rate
      fee_close_multiplier = 1 - fee_close_rate
      for entry_order in filled_entries:
        filled = entry_order.safe_filled
        entry_stake = filled * entry_order.safe_price * fee_open_multiplier
        total_amount += filled
        total_stake += entry_stake
        total_profit -= entry_stake
      for exit_order in filled_exits:
        filled = exit_order.safe_filled
        exit_stake = filled * exit_order.safe_price * fee_close_multiplier
        total_amount -= filled
        total_profit += exit_stake
      current_stake = total_amount * exit_rate * fee_close_multiplier
      total_profit += current_stake
    if is_futures_mode:
      total_profit += trade.funding_fees
    total_profit_ratio = total_profit / total_stake
    current_profit_ratio = total_profit / current_stake
    init_profit_ratio = total_profit / filled_entries[0].cost
    return total_profit, total_profit_ratio, current_profit_ratio, init_profit_ratio

  @staticmethod
  def scale_stakes_for_min_stake(stakes, slice_amount, min_stake, stake_leverage, trade_leverage):
    if (slice_amount * stakes[0] / stake_leverage) >= min_stake:
      return stakes

    multi = min_stake / slice_amount / stakes[0] * trade_leverage
    return [stake * multi for stake in stakes]

  # Custom Exit
  # ---------------------------------------------------------------------------------------------
  def custom_exit(
    self, pair: str, trade: "Trade", current_time: "datetime", current_rate: float, current_profit: float, **kwargs
  ):
    trade_is_short = trade.is_short
    long_rapid_mode_tags = self.long_rapid_mode_tags

    calc_total_profit = self.calc_total_profit
    cache_backtest_profit_snapshot = self.cache_backtest_profit_snapshot
    filled_order_snapshot = self.filled_order_snapshot
    long_normal_mode_tags = self.long_normal_mode_tags
    long_pump_mode_tags = self.long_pump_mode_tags
    long_quick_mode_tags = self.long_quick_mode_tags
    long_rebuy_mode_tags = self.long_rebuy_mode_tags
    long_exit_normal = self.long_exit_normal
    long_exit_pump = self.long_exit_pump
    long_exit_quick = self.long_exit_quick
    short_exit_normal = self.short_exit_normal
    short_scalp_mode_tags = self.short_scalp_mode_tags
    long_scalp_mode_tags = self.long_scalp_mode_tags

    df, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe)
    if len(df) < 6:
      return None
    last_candle = df.iloc[-1]
    previous_candle_1 = df.iloc[-2]
    previous_candle_2 = df.iloc[-3]
    previous_candle_3 = df.iloc[-4]
    previous_candle_4 = df.iloc[-5]
    previous_candle_5 = df.iloc[-6]

    enter_tag = "empty"
    if hasattr(trade, "enter_tag"):
      trade_enter_tag = trade.enter_tag
      if trade_enter_tag is not None:
        enter_tag = trade_enter_tag
    enter_tags = enter_tag.split()

    filled_orders, filled_entries, filled_exits = filled_order_snapshot(trade)

    profit_stake = 0.0
    profit_ratio = 0.0
    profit_current_stake_ratio = 0.0
    profit_init_ratio = 0.0
    profit_values = calc_total_profit(trade, filled_entries, filled_exits, current_rate)
    profit_stake, profit_ratio, profit_current_stake_ratio, profit_init_ratio = profit_values
    cache_backtest_profit_snapshot(
      trade, current_time, current_rate, filled_orders, filled_entries, filled_exits, profit_values
    )

    max_profit = 0.0
    max_loss = 0.0

    # Long Normal mode
    if any(c in long_normal_mode_tags for c in enter_tags):
      sell, signal_name = long_exit_normal(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long Pump mode
    if any(c in long_pump_mode_tags for c in enter_tags):
      sell, signal_name = long_exit_pump(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long Quick mode
    if any(c in long_quick_mode_tags for c in enter_tags):
      sell, signal_name = long_exit_quick(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long Rebuy mode
    if all(c in long_rebuy_mode_tags for c in enter_tags) or (
      any(c in long_rebuy_mode_tags for c in enter_tags)
      and all(c in self.long_rebuy_grind_mode_tags for c in enter_tags)
    ):
      sell, signal_name = self.long_exit_rebuy(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long high profit mode
    if any(c in self.long_high_profit_mode_tags for c in enter_tags):
      sell, signal_name = self.long_exit_high_profit(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long rapid mode
    if all(c in long_rapid_mode_tags for c in enter_tags) or (
      any(c in long_rapid_mode_tags for c in enter_tags)
      and all(c in self.long_rapid_rebuy_grind_scalp_mode_tags for c in enter_tags)
    ):
      sell, signal_name = self.long_exit_rapid(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long grind mode
    if all(c in self.long_grind_mode_tags for c in enter_tags):
      sell, signal_name = self.long_exit_grind(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long btc mode
    if all(c in self.long_btc_mode_tags for c in enter_tags):
      sell, signal_name = self.long_exit_btc(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long Top Coins mode
    if any(c in self.long_top_coins_mode_tags for c in enter_tags):
      sell, signal_name = self.long_exit_top_coins(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Long scalp mode
    if all(c in long_scalp_mode_tags for c in enter_tags) or (
      any(c in long_scalp_mode_tags for c in enter_tags)
      and all(c in self.long_scalp_rebuy_grind_mode_tags for c in enter_tags)
    ):
      sell, signal_name = self.long_exit_scalp(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short normal mode
    if any(c in self.short_normal_mode_tags for c in enter_tags):
      sell, signal_name = short_exit_normal(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short Pump mode
    if any(c in self.short_pump_mode_tags for c in enter_tags):
      sell, signal_name = self.short_exit_pump(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short Quick mode
    if any(c in self.short_quick_mode_tags for c in enter_tags):
      sell, signal_name = self.short_exit_quick(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short Rebuy mode
    if all(c in self.short_rebuy_mode_tags for c in enter_tags):
      sell, signal_name = self.short_exit_rebuy(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short high profit mode
    if any(c in self.short_high_profit_mode_tags for c in enter_tags):
      sell, signal_name = self.short_exit_high_profit(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short rapid mode
    if any(c in self.short_rapid_mode_tags for c in enter_tags):
      sell, signal_name = self.short_exit_rapid(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Short scalp mode
    if all(c in short_scalp_mode_tags for c in enter_tags) or (
      any(c in short_scalp_mode_tags for c in enter_tags)
      and all(c in self.short_scalp_rebuy_grind_mode_tags for c in enter_tags)
    ):
      sell, signal_name = self.short_exit_scalp(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Trades not opened by X7
    if not trade_is_short and (not any(c in self.long_known_mode_tags for c in enter_tags)):
      # use normal mode for such trades
      sell, signal_name = long_exit_normal(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    # Trades not opened by X7
    if trade_is_short and (not any(c in self.short_exit_known_mode_tags for c in enter_tags)):
      # use normal mode for such trades
      sell, signal_name = short_exit_normal(
        pair,
        current_rate,
        profit_stake,
        profit_ratio,
        profit_current_stake_ratio,
        profit_init_ratio,
        max_profit,
        max_loss,
        filled_orders,
        filled_entries,
        filled_exits,
        last_candle,
        previous_candle_1,
        previous_candle_2,
        previous_candle_3,
        previous_candle_4,
        previous_candle_5,
        trade,
        current_time,
        enter_tags,
      )
      if sell and (signal_name is not None):
        return f"{signal_name} ( {enter_tag})"

    return None

  # Custom Stake Amount
  # ---------------------------------------------------------------------------------------------
  def custom_stake_amount(
    self,
    pair: str,
    current_time: datetime,
    current_rate: float,
    proposed_stake: float,
    min_stake: Optional[float],
    max_stake: float,
    leverage: float,
    entry_tag: Optional[str],
    side: str,
    **kwargs,
  ) -> float:
    long_rebuy_mode_tags = self.long_rebuy_mode_tags
    long_rebuy_grind_mode_tags = self.long_rebuy_grind_mode_tags
    system_v3_rebuy_mode_stake_multiplier = self.system_v3_rebuy_mode_stake_multiplier
    system_v3_name = self.system_v3_name
    system_v3_2_name = self.system_v3_2_name
    system_v3_2_stake_multiplier = self.system_v3_2_stake_multiplier
    system_v3_1_name = self.system_v3_1_name
    system_v3_1_stake_multiplier = self.system_v3_1_stake_multiplier
    long_rapid_mode_tags = self.long_rapid_mode_tags
    short_rebuy_mode_tags = self.short_rebuy_mode_tags
    short_rebuy_grind_mode_tags = self.short_rebuy_grind_mode_tags
    short_rapid_mode_tags = self.short_rapid_mode_tags
    long_rapid_rebuy_grind_mode_tags = self.long_rapid_rebuy_grind_mode_tags
    long_grind_mode_tags = self.long_grind_mode_tags
    long_btc_mode_tags = self.long_btc_mode_tags
    short_rapid_rebuy_grind_mode_tags = self.short_rapid_rebuy_grind_mode_tags
    short_grind_mode_tags = self.short_grind_mode_tags

    enter_tags = entry_tag.split()
    is_futures_mode = self.is_futures_mode
    system_name_use = self.system_name_use
    system_name_is_v3 = system_name_use == system_v3_name
    system_name_is_v3_1 = system_name_use == system_v3_1_name
    system_name_is_v3_2 = system_name_use == system_v3_2_name
    grind_mode_stake_multiplier_futures = self.grind_mode_stake_multiplier_futures
    grind_mode_stake_multiplier_spot = self.grind_mode_stake_multiplier_spot
    rapid_mode_stake_multiplier_futures = self.rapid_mode_stake_multiplier_futures
    rapid_mode_stake_multiplier_spot = self.rapid_mode_stake_multiplier_spot
    regular_mode_stake_multiplier_futures = self.regular_mode_stake_multiplier_futures
    regular_mode_stake_multiplier_spot = self.regular_mode_stake_multiplier_spot
    grind_mode_stake_multipliers = (
      grind_mode_stake_multiplier_futures if is_futures_mode else grind_mode_stake_multiplier_spot
    )
    rapid_mode_stake_multipliers = (
      rapid_mode_stake_multiplier_futures if is_futures_mode else rapid_mode_stake_multiplier_spot
    )
    regular_mode_stake_multipliers = (
      regular_mode_stake_multiplier_futures if is_futures_mode else regular_mode_stake_multiplier_spot
    )

    def scaled_stake(stake_multiplier: float) -> float:
      stake = proposed_stake * stake_multiplier
      return stake if stake > min_stake else min_stake

    if side == "long":
      # Rebuy mode
      if all(c in long_rebuy_mode_tags for c in enter_tags) or (
        any(c in long_rebuy_mode_tags for c in enter_tags) and all(c in long_rebuy_grind_mode_tags for c in enter_tags)
      ):
        return scaled_stake(system_v3_rebuy_mode_stake_multiplier)
      # Rapid mode
      if system_name_is_v3 and (
        all(c in long_rapid_mode_tags for c in enter_tags)
        or (
          any(c in long_rapid_mode_tags for c in enter_tags)
          and all(c in long_rapid_rebuy_grind_mode_tags for c in enter_tags)
        )
      ):
        return scaled_stake(rapid_mode_stake_multipliers[0])
      # Grind mode
      elif all(c in long_grind_mode_tags for c in enter_tags):
        for item in grind_mode_stake_multipliers:
          stake = proposed_stake * item
          if stake > min_stake:
            return stake
      # Btc mode
      elif all(c in long_btc_mode_tags for c in enter_tags):
        return proposed_stake * grind_mode_stake_multipliers[0]
      else:
        if system_name_is_v3_2:
          return scaled_stake(system_v3_2_stake_multiplier)
        elif system_name_is_v3_1:
          return scaled_stake(system_v3_1_stake_multiplier)
        else:
          return scaled_stake(regular_mode_stake_multipliers[0])
    else:
      # Rebuy mode
      if all(c in short_rebuy_mode_tags for c in enter_tags) or (
        any(c in short_rebuy_mode_tags for c in enter_tags)
        and all(c in short_rebuy_grind_mode_tags for c in enter_tags)
      ):
        return scaled_stake(system_v3_rebuy_mode_stake_multiplier)
      # Grind mode
      elif all(c in short_grind_mode_tags for c in enter_tags):
        for item in grind_mode_stake_multipliers:
          stake = proposed_stake * item
          if stake > min_stake:
            return stake
      # Rapid mode
      if system_name_is_v3 and (
        all(c in short_rapid_mode_tags for c in enter_tags)
        or (
          any(c in short_rapid_mode_tags for c in enter_tags)
          and all(c in short_rapid_rebuy_grind_mode_tags for c in enter_tags)
        )
      ):
        return scaled_stake(rapid_mode_stake_multipliers[0])
      else:
        if system_name_is_v3_2:
          return scaled_stake(system_v3_2_stake_multiplier)
        elif system_name_is_v3_1:
          return scaled_stake(system_v3_1_stake_multiplier)
        else:
          return scaled_stake(regular_mode_stake_multipliers[0])

    return proposed_stake

  # Order filled Callback
  # ---------------------------------------------------------------------------------------------
  def order_filled(self, pair: str, trade: Trade, order: Order, current_time: datetime, **kwargs) -> None:
    # Check if it's the first entry
    system_name_use = self.system_name_use
    system_v3_2_name = self.system_v3_2_name
    system_v3_1_name = self.system_v3_1_name
    system_v3_name = self.system_v3_name
    set_custom_data = trade.set_custom_data

    if trade.nr_of_successful_entries == 1:
      if system_name_use == system_v3_2_name:
        set_custom_data(key="system_version", value=system_v3_2_name)
      elif system_name_use == system_v3_1_name:
        set_custom_data(key="system_version", value=system_v3_1_name)
      elif system_name_use == system_v3_name:
        set_custom_data(key="system_version", value=system_v3_name)
        # set initial data for the trade
        trade.set_custom_data(key="grind_1_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_1_cluster_max_profit_rate", value=0.0)

        trade.set_custom_data(key="grind_2_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_2_cluster_max_profit_rate", value=0.0)

        trade.set_custom_data(key="grind_3_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_3_cluster_max_profit_rate", value=0.0)

        trade.set_custom_data(key="grind_4_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_4_cluster_max_profit_rate", value=0.0)

        trade.set_custom_data(key="grind_5_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_5_cluster_max_profit_rate", value=0.0)

    if system_name_use == system_v3_2_name:
      filled_entries = trade.select_filled_orders(trade.entry_side)

      order_tag = order.ft_order_tag
      order_mode = order_tag.split(" ", 1)
      order_tags = []
      if len(order_mode) > 0:
        order_mode = order_mode[0]
      order_tags = order_tag.split(" ")
      if len(order_tags) > 1:
        order_tags = order_tags[1:]
      if order_mode in ["derisk_level_1"]:
        trade.set_custom_data(key="derisk_level_1", value=True)
      elif order_mode in ["derisk_level_2"]:
        trade.set_custom_data(key="derisk_level_2", value=True)
      elif order_mode in ["derisk_level_3"]:
        trade.set_custom_data(key="derisk_level_3", value=True)

      # elif order_mode in ["grind_1_entry"]:
      elif order_mode in ["grind_1_exit"]:
        trade.set_custom_data(key="grind_1_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_1_cluster_max_profit_rate", value=0.0)
      elif order_mode in ["grind_1_derisk"]:
        trade.set_custom_data(key="grind_1_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_1_cluster_max_profit_rate", value=0.0)

      elif order_mode in ["grind_2_exit"]:
        trade.set_custom_data(key="grind_2_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_2_cluster_max_profit_rate", value=0.0)
      elif order_mode in ["grind_2_derisk"]:
        trade.set_custom_data(key="grind_2_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_2_cluster_max_profit_rate", value=0.0)

      elif order_mode in ["grind_3_exit"]:
        trade.set_custom_data(key="grind_3_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_3_cluster_max_profit_rate", value=0.0)
      elif order_mode in ["grind_3_derisk"]:
        trade.set_custom_data(key="grind_3_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_3_cluster_max_profit_rate", value=0.0)

      elif order_mode in ["grind_4_exit"]:
        trade.set_custom_data(key="grind_4_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_4_cluster_max_profit_rate", value=0.0)
      elif order_mode in ["grind_4_derisk"]:
        trade.set_custom_data(key="grind_4_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_4_cluster_max_profit_rate", value=0.0)

      elif order_mode in ["grind_5_exit"]:
        trade.set_custom_data(key="grind_5_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_5_cluster_max_profit_rate", value=0.0)
      elif order_mode in ["grind_5_derisk"]:
        trade.set_custom_data(key="grind_5_cluster_max_profit_stake", value=0.0)
        trade.set_custom_data(key="grind_5_cluster_max_profit_rate", value=0.0)

    return None

  # Adjust Trade Position
  # ---------------------------------------------------------------------------------------------
  def adjust_trade_position(
    self,
    trade: Trade,
    current_time: datetime,
    current_rate: float,
    current_profit: float,
    min_stake: Optional[float],
    max_stake: float,
    current_entry_rate: float,
    current_exit_rate: float,
    current_entry_profit: float,
    current_exit_profit: float,
    **kwargs,
  ):
    long_adjust_mode_tags = self.long_adjust_mode_tags
    long_known_mode_tags = self.long_known_mode_tags
    short_adjust_mode_tags = self.short_adjust_mode_tags
    short_known_mode_tags = self.short_known_mode_tags

    trade_is_short = trade.is_short
    long_grind_mode_tags = self.long_grind_mode_tags
    long_btc_mode_tags = self.long_btc_mode_tags
    short_grind_mode_tags = self.short_grind_mode_tags
    long_rebuy_mode_tags = self.long_rebuy_mode_tags
    long_rebuy_grind_mode_tags = self.long_rebuy_grind_mode_tags
    short_rebuy_mode_tags = self.short_rebuy_mode_tags
    short_rebuy_grind_mode_tags = self.short_rebuy_grind_mode_tags
    long_rebuy_adjust_trade_position_v3 = self.long_rebuy_adjust_trade_position_v3
    short_rebuy_adjust_trade_position_v3 = self.short_rebuy_adjust_trade_position_v3

    if self.position_adjustment_enable == False:
      return None

    enter_tag = "empty"
    if hasattr(trade, "enter_tag"):
      trade_enter_tag = trade.enter_tag
      if trade_enter_tag is not None:
        enter_tag = trade_enter_tag
    enter_tags = enter_tag.split()

    is_backtest = self.is_backtest_mode()
    is_long_grind_mode = all(c in long_grind_mode_tags for c in enter_tags)
    is_long_btc_mode = all(c in long_btc_mode_tags for c in enter_tags)
    is_short_grind_mode = all(c in short_grind_mode_tags for c in enter_tags)
    is_v2_date = is_backtest or trade.open_date_utc.replace(tzinfo=None) >= datetime(2025, 2, 13)
    is_system_v3, is_system_v3_1, is_system_v3_2 = self.get_system_version_flags(trade)
    is_system_v3_family = is_system_v3 or is_system_v3_1 or is_system_v3_2

    # Rebuy mode
    if not trade_is_short and (
      all(c in long_rebuy_mode_tags for c in enter_tags)
      or (
        any(c in long_rebuy_mode_tags for c in enter_tags) and all(c in long_rebuy_grind_mode_tags for c in enter_tags)
      )
    ):
      if is_system_v3_family:
        return long_rebuy_adjust_trade_position_v3(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )
      else:
        return self.long_rebuy_adjust_trade_position(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )
    elif trade_is_short and (
      all(c in short_rebuy_mode_tags for c in enter_tags)
      or (
        any(c in short_rebuy_mode_tags for c in enter_tags)
        and all(c in short_rebuy_grind_mode_tags for c in enter_tags)
      )
    ):
      if is_system_v3_family:
        return short_rebuy_adjust_trade_position_v3(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )
      else:
        return self.short_rebuy_adjust_trade_position(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )

    # Grinding
    elif not trade_is_short:
      if not is_long_grind_mode and not is_long_btc_mode and (is_system_v3_family):
        if any(c in long_adjust_mode_tags for c in enter_tags) or not any(
          c in long_known_mode_tags for c in enter_tags
        ):
          return self.long_grind_adjust_trade_position_v3(
            trade,
            enter_tags,
            current_time,
            current_rate,
            current_profit,
            min_stake,
            max_stake,
            current_entry_rate,
            current_exit_rate,
            current_entry_profit,
            current_exit_profit,
          )
      elif is_long_grind_mode or is_long_btc_mode or not is_v2_date:
        return self.long_grind_adjust_trade_position(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )
      elif any(c in long_adjust_mode_tags for c in enter_tags) or not any(
        c in long_known_mode_tags for c in enter_tags
      ):
        return self.long_grind_adjust_trade_position_v2(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )

    elif trade_is_short:
      if not is_short_grind_mode and (is_system_v3_family):
        if any(c in short_adjust_mode_tags for c in enter_tags) or not any(
          c in short_known_mode_tags for c in enter_tags
        ):
          return self.short_grind_adjust_trade_position_v3(
            trade,
            enter_tags,
            current_time,
            current_rate,
            current_profit,
            min_stake,
            max_stake,
            current_entry_rate,
            current_exit_rate,
            current_entry_profit,
            current_exit_profit,
          )
      elif is_short_grind_mode or not is_v2_date:
        return self.short_grind_adjust_trade_position(
          trade,
          enter_tags,
          current_time,
          current_rate,
          current_profit,
          min_stake,
          max_stake,
          current_entry_rate,
          current_exit_rate,
          current_entry_profit,
          current_exit_profit,
        )
      else:
        if any(c in short_adjust_mode_tags for c in enter_tags) or not any(
          c in short_known_mode_tags for c in enter_tags
        ):
          return self.short_grind_adjust_trade_position_v2(
            trade,
            enter_tags,
            current_time,
            current_rate,
            current_profit,
            min_stake,
            max_stake,
            current_entry_rate,
            current_exit_rate,
            current_entry_profit,
            current_exit_profit,
          )

    return None

  def notification_msg(
    self,
    msg_type: str,
    tag: str,
    pair: str,
    rate: float,
    stake_amount: float,
    profit_stake: float,
    profit_ratio: float,
    grind_profit_stake: float = None,
    grind_profit_pct: float = None,
    stake_currency: str = None,
    coin_amount: float = None,
  ) -> str:
    """
    Generate a formatted notification message for trade events.

    This function is designed to standardize trade-related notifications
    such as grinding entries, exits, stop-losses, buybacks, and re-entries.
    It builds a Markdown-formatted message with emojis for readability.

    Parameters
    ----------
    msg_type : str
        Type of notification. Must be one of:
        - "grinding-entry"
        - "grinding-exit"
        - "grinding-derisk"
        - "grinding-stop"
        - "buyback-entry"
        - "buyback-exit"
        - "buyback-derisk"
        - "re-entry"
        - "de-risk"
        - "rebuy-derisk"
        - "rebuy"
    tag : str
        Identifier or label for the trade step (e.g., "g1", "dl1").
    pair : str
        Pair (e.g., "BTC/USDT").
    rate : float
        Entry or exit rate for the trade.
    stake_amount : float
        Amount of stake used in the trade.
    profit_stake : float
        Profit expressed in stake currency.
    profit_ratio : float
        Profit ratio (decimal form, e.g. 0.05 = 5%).
    grind_profit_stake : float, optional
        Grind profit expressed in stake currency (default: None).
    grind_profit_pct : float, optional
        Grind profit ratio (decimal form, e.g. 0.02 = 2%) (default: None).
    stake_currency : str, optional
        Symbol of the stake currency (e.g., "USDT"). If None, only numeric values are shown.
    coin_amount : float, optional
        Amount of base coins involved in the trade (e.g., exit/stop cases).

    Returns
    -------
    str
        A formatted multi-line string with trade details.
        Example:
        ```
        ✅ **Grinding entry:** `(dl1)`
        🏦 **Exchange:** `Binance`
        🪙 **Pair:** `BTC/USDT`
        〽️ **Rate:** `20000.0`
        💰 **Stake amount:** `100.00 USDT`
        💵 **Profit (stake):** `5.00 USDT`
        💸 **Profit (percent):** `5.00%`
        💶 **Grind profit (stake):** `2.00 USDT`
        💸 **Grind profit (percent):** `2.00%`
        ```

    Notes
    -----
    - The function uses Markdown formatting (e.g., **bold**, `inline code`)
      for compatibility with Discord, Telegram, etc.
    - If `grind_profit_stake` or `grind_profit_pct` are not provided,
      the related fields are omitted.
    - If `stake_currency` is provided, it will be appended to amounts.
    """

    # Headers for different message types
    header_labels = {
      "grinding-entry": "✅ ​**Grinding entry:** ",
      "grinding-exit": "❎​ ​**Grinding exit:** ",
      "grinding-derisk": "❌​​ ​**Grinding de-risk:** ",
      "grinding-stop": "❌ ​**Grinding stop exit:** ",
      "buyback-entry": "✅ ​**Buyback entry:** ",
      "buyback-exit": "❎​​ ​**Buyback exit:** ",
      "buyback-derisk": "❌​​ ​**Buyback de-risk:** ",
      "re-entry": "✅ ​**Re-entry:** ",
      "de-risk": "❌​​ ​**De-risk:** ",
      "rebuy-derisk": "❌​​ ​**Rebuy de-risk:** ",
      "rebuy": "✅ ​**Rebuy:** ",
    }

    # Start with the header
    header_label = header_labels.get(msg_type, None)
    msg = None if header_label is None else f"{header_label}`({tag})`\n"

    # Add exchange information
    exchange_name = getattr(self, "config", {}).get("exchange", {}).get("name", "Unknown").capitalize()
    msg += f"🏦 **Exchange:** `{exchange_name}`\n"

    # Common fields
    msg += (
      f"🪙 **Pair:** `{pair}`\n"
      f"〽️ **Rate:** `{rate}`\n"
      f"💰 **Stake amount:** `{stake_amount:.2f}{'' if stake_currency is None else ' ' + stake_currency}`\n"
    )

    # Add coin amount if available (exit/stop cases)
    if coin_amount is not None:
      msg += f"🪙 **Coin amount:** `{coin_amount}`\n"

    # Profit section
    profit_pct = profit_ratio * 100
    msg += (
      f"💵 **Profit (stake):** `{profit_stake:.2f}{'' if stake_currency is None else ' ' + stake_currency}`\n"
      f"💸 **Profit (percent):** `{profit_pct:.2f}%`\n"
    )

    # Grind profit calculation
    if grind_profit_stake is not None and grind_profit_stake != 0:
      msg += f"💶 **Grind profit (stake):** `{grind_profit_stake:.2f}{'' if stake_currency is None else ' ' + stake_currency}`\n"
    if grind_profit_pct is not None and grind_profit_pct != 0:
      msg += f"💸 **Grind profit (percent):** `{(grind_profit_pct * 100.0):.2f}%`"

    return msg

  def btc_informative_pair(self) -> str:
    stake_currency = self.config["stake_currency"]
    is_futures = self.config.get("trading_mode") in ("futures", "margin")

    if stake_currency in self.stable_stake_currencies:
      return f"BTC/{stake_currency}:{stake_currency}" if is_futures else f"BTC/{stake_currency}"

    return "BTC/USDT:USDT" if is_futures else "BTC/USDT"

  def prepare_informative_merge(self, informative: DataFrame, keep_ohlcv=None) -> DataFrame:
    if informative.empty:
      return informative

    keep_ohlcv = keep_ohlcv or ()
    keep_cols = [
      column
      for column in informative.columns
      if column == "date" or column not in self.informative_ohlcv_columns or column in keep_ohlcv
    ]

    return informative[keep_cols]

  # Informative Pairs
  # ---------------------------------------------------------------------------------------------
  def informative_pairs(self):
    # get access to all pairs available in whitelist.
    pairs = self.dp.current_whitelist()

    # Use set to automatically avoid duplicates
    informative_pairs = set()

    # Assign tf to each pair so they can be downloaded and cached for strategy.
    for info_timeframe in self.info_timeframes:
      informative_pairs.update((pair, info_timeframe) for pair in pairs)

    btc_info_pair = self.btc_informative_pair()

    informative_pairs.update((btc_info_pair, btc_info_timeframe) for btc_info_timeframe in self.btc_info_timeframes)

    return list(informative_pairs)

  @staticmethod
  def rolling_sum(arr: np.ndarray, timeperiod: int) -> np.ndarray:
    arr = np.asarray(arr, dtype=np.float64)
    out = np.full(arr.shape, np.nan, dtype=np.float64)
    if arr.size < timeperiod:
      return out

    out[timeperiod - 1 :] = np.convolve(arr, np.ones(timeperiod, dtype=np.float64), mode="valid")
    return out

  @staticmethod
  def chaikin_money_flow(high, low, close, volume, timeperiod=20):
    hl_range = high - low
    mfm = np.divide(
      ((close - low) - (high - close)),
      hl_range,
      out=np.full_like(close, np.nan, dtype=np.float64),
      where=hl_range != 0,
    )

    mfv = mfm * volume
    mfv_sum = __class__.rolling_sum(mfv, timeperiod)
    vol_sum = ta.SUM(volume, timeperiod=timeperiod)

    return mfv_sum / vol_sum

  @staticmethod
  def stoch_k(high, low, close):
    stoch_k = ta.STOCHF(high, low, close, fastk_period=14, fastd_period=3, fastd_matype=0)[1]
    stoch_k[:17] = np.nan
    return stoch_k

  @staticmethod
  def fast_pct_change(arr: np.ndarray) -> np.ndarray:
    out = np.empty_like(arr)
    out[0] = np.nan
    prev = arr[:-1]
    np.divide((arr[1:] - prev), prev, out=out[1:], where=prev != 0)
    out[1:] *= 100.0
    return out

  @staticmethod
  def stochrsi_k(rsi_14: np.ndarray) -> np.ndarray:
    rsi_min = ta.MIN(rsi_14, timeperiod=14)
    rsi_max = ta.MAX(rsi_14, timeperiod=14)
    denom = rsi_max - rsi_min
    denom = np.where(denom == 0, np.nan, denom)
    stochrsi = ((rsi_14 - rsi_min) / denom) * 100.0
    return ta.SMA(stochrsi, timeperiod=3)

  @staticmethod
  def validate_indicators(df: pd.DataFrame, columns: list[str], pair: str, timeframe: str) -> None:
    expected_len = len(df)
    for col in columns:
      # Missing column
      if col not in df.columns:
        log.warning(f"[{pair}] [{timeframe}] Missing column: {col}")
        continue

      series = df[col]

      # Length check
      if len(series) != expected_len:
        log.warning(f"[{pair}] [{timeframe}] {col} length mismatch: {len(series)} != {expected_len}")

      # Dtype check
      if not pd.api.types.is_numeric_dtype(series):
        log.warning(f"[{pair}] [{timeframe}] {col} non-numeric dtype: {series.dtype}")
        continue

      arr = series.to_numpy(copy=False)

      # Empty array protection
      if arr.size == 0:
        log.warning(f"[{pair}] [{timeframe}] {col} empty array")
        continue

      # Inf check
      inf_count = np.isinf(arr).sum()

      if inf_count:
        log.warning(f"[{pair}] [{timeframe}] {col} contains {inf_count} inf values")

      # NaN diagnostics
      nan_count = np.isnan(arr).sum()

      if nan_count == expected_len:
        log.warning(f"[{pair}] [{timeframe}] {col} is ALL NaN")

      elif nan_count:
        nan_pct = (nan_count / expected_len) * 100.0

        if nan_pct > 50.0:
          log.warning(f"[{pair}] [{timeframe}] {col} has {nan_pct:.1f}% NaN")
        else:
          log.debug("[%s] [%s] %s NaNs: %s (%.1f%%)", pair, timeframe, col, nan_count, nan_pct)

  # Informative 1d Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def informative_1d_indicators(self, metadata: dict, info_timeframe) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    fast_pct_change = self.fast_pct_change
    stoch_k_func = self.stoch_k
    stochrsi_k_func = self.stochrsi_k
    chaikin_money_flow = self.chaikin_money_flow
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # Get dataframe
    metadata_pair = metadata["pair"]
    informative_1d = dp.get_pair_dataframe(pair=metadata_pair, timeframe=info_timeframe)

    # Empty dataframe protection
    if informative_1d.empty:
      return informative_1d

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = informative_1d["close"].to_numpy(copy=False)
    high_np = informative_1d["high"].to_numpy(copy=False)
    low_np = informative_1d["low"].to_numpy(copy=False)
    open_np = informative_1d["open"].to_numpy(copy=False)
    volume_np = informative_1d["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_3 = ta.RSI(close_np, timeperiod=3)
    rsi_14 = ta.RSI(close_np, timeperiod=14)
    # bb_upper, bb_middle, bb_lower = ta.BBANDS(close_np, timeperiod=20, nbdevup=2.0, nbdevdn=2.0, matype=0)
    # bb_middle_safe = np.where(bb_middle == 0, np.nan, bb_middle)
    aroon_down, aroon_up = ta.AROON(high_np, low_np, timeperiod=14)

    # =========================================================================
    # STOCH
    # =========================================================================
    stoch_k = stoch_k_func(high_np, low_np, close_np)

    # =========================================================================
    # STOCH RSI
    # =========================================================================
    stochrsi_k = stochrsi_k_func(rsi_14)

    # =========================================================================
    # MONEY FLOW
    # =========================================================================

    mfi_14 = ta.MFI(high_np, low_np, close_np, volume_np, timeperiod=14)
    cmf_20 = chaikin_money_flow(high_np, low_np, close_np, volume_np, timeperiod=20)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    willr_14 = ta.WILLR(high_np, low_np, close_np, timeperiod=14)
    roc_2 = ta.ROC(close_np, timeperiod=2)
    roc_9 = ta.ROC(close_np, timeperiod=9)

    # =========================================================================
    # RSI CHANGE %
    # =========================================================================
    rsi3_change = fast_pct_change(rsi_3)
    # rsi14_change = self.fast_pct_change(rsi_14)

    # =========================================================================
    # CANDLE %
    # =========================================================================
    open_safe = np.where(open_np == 0, np.nan, open_np)
    change_pct = ((close_np - open_np) / open_safe) * 100.0

    # =========================================================================
    # WICK %
    # =========================================================================
    max_oc = np.maximum(open_np, close_np)
    min_oc = np.minimum(open_np, close_np)
    max_oc_calc = np.where(max_oc == 0, np.nan, max_oc)
    min_oc_calc = np.where(min_oc == 0, np.nan, min_oc)
    top_wick_pct = ((high_np - max_oc) / max_oc_calc) * 100.0
    bot_wick_pct = np.abs(((low_np - min_oc) / min_oc_calc) * 100.0)

    # =========================================================================
    # HIGH / LOW ROLLING
    # =========================================================================
    high_max_6 = ta.MAX(high_np, timeperiod=6)
    high_max_12 = ta.MAX(high_np, timeperiod=12)
    high_max_20 = ta.MAX(high_np, timeperiod=20)
    high_max_30 = ta.MAX(high_np, timeperiod=30)
    low_min_6 = ta.MIN(low_np, timeperiod=6)
    low_min_12 = ta.MIN(low_np, timeperiod=12)
    low_min_20 = ta.MIN(low_np, timeperiod=20)
    low_min_30 = ta.MIN(low_np, timeperiod=30)

    # =========================================================================
    # ASSIGN DATAFRAME
    # =========================================================================
    new_cols = pd.DataFrame(
      {
        # Core indicators
        "RSI_3": rsi_3,
        "RSI_14": rsi_14,
        # "BBL_20_2.0": bb_lower,
        # "BBU_20_2.0": bb_upper,
        # "BBB_20_2.0": ((bb_upper - bb_lower) / bb_middle_safe) * 100.0,
        # Stoch
        "STOCHk_14_3_3": stoch_k,
        # Stoch RSI
        "STOCHRSIk_14_14_3_3": stochrsi_k,
        # Money Flow
        "MFI_14": mfi_14,
        "CMF_20": cmf_20,
        # Momentum
        "WILLR_14": willr_14,
        "AROONU_14": aroon_up,
        "AROOND_14": aroon_down,
        "ROC_2": roc_2,
        "ROC_9": roc_9,
        # Change %
        "RSI_3_change_pct": rsi3_change,
        # "RSI_14_change_pct": rsi14_change,
        # Candle %
        "change_pct": change_pct,
        # Wick %
        "top_wick_pct": top_wick_pct,
        "bot_wick_pct": bot_wick_pct,
        # Rolling
        "high_max_6": high_max_6,
        "high_max_12": high_max_12,
        "high_max_20": high_max_20,
        "high_max_30": high_max_30,
        "low_min_6": low_min_6,
        "low_min_12": low_min_12,
        "low_min_20": low_min_20,
        "low_min_30": low_min_30,
      },
      index=informative_1d.index,
    )

    informative_1d = pd.concat([informative_1d, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        # Core indicators
        "RSI_3",
        "RSI_14",
        # "BBL_20_2.0",
        # "BBU_20_2.0",
        # "BBB_20_2.0",
        # Stoch
        "STOCHk_14_3_3",
        # Stoch RSI
        "STOCHRSIk_14_14_3_3",
        # Money Flow
        "MFI_14",
        "CMF_20",
        # Momentum
        "WILLR_14",
        "AROONU_14",
        "AROOND_14",
        "ROC_2",
        "ROC_9",
        # Change %
        "RSI_3_change_pct",
        # "RSI_14_change_pct",
        # Candle %
        "change_pct",
        # Wick %
        "top_wick_pct",
        "bot_wick_pct",
        # Rolling
        "high_max_6",
        "high_max_12",
        "high_max_20",
        "high_max_30",
        "low_min_6",
        "low_min_12",
        "low_min_20",
        "low_min_30",
      ]

      validate_indicators(df=informative_1d, columns=debug_cols, pair=metadata_pair, timeframe=info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] informative_1d_indicators took: %.4f seconds.", metadata_pair, tok - tik)

    return informative_1d

  # Informative 4h Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def informative_4h_indicators(self, metadata: dict, info_timeframe) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    fast_pct_change = self.fast_pct_change
    stoch_k_func = self.stoch_k
    stochrsi_k_func = self.stochrsi_k
    chaikin_money_flow = self.chaikin_money_flow
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # Get dataframe
    metadata_pair = metadata["pair"]
    informative_4h = dp.get_pair_dataframe(pair=metadata_pair, timeframe=info_timeframe)

    # Empty dataframe protection
    if informative_4h.empty:
      return informative_4h

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = informative_4h["close"].to_numpy(copy=False)
    high_np = informative_4h["high"].to_numpy(copy=False)
    low_np = informative_4h["low"].to_numpy(copy=False)
    open_np = informative_4h["open"].to_numpy(copy=False)
    volume_np = informative_4h["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_3 = ta.RSI(close_np, timeperiod=3)
    rsi_14 = ta.RSI(close_np, timeperiod=14)
    # bb_upper, bb_middle, bb_lower = ta.BBANDS(close_np, timeperiod=20, nbdevup=2.0, nbdevdn=2.0, matype=0)
    # bb_middle_safe = np.where(bb_middle == 0, np.nan, bb_middle)
    aroon_down, aroon_up = ta.AROON(high_np, low_np, timeperiod=14)

    # =========================================================================
    # STOCH
    # =========================================================================
    stoch_k = stoch_k_func(high_np, low_np, close_np)

    # =========================================================================
    # STOCH RSI
    # =========================================================================
    stochrsi_k = stochrsi_k_func(rsi_14)

    # =========================================================================
    # KST
    # =========================================================================
    kst1 = ta.SMA(ta.ROC(close_np, 10), 10)
    kst2 = ta.SMA(ta.ROC(close_np, 15), 10)
    kst3 = ta.SMA(ta.ROC(close_np, 20), 10)
    kst4 = ta.SMA(ta.ROC(close_np, 30), 15)
    kst_main = kst1 + (2.0 * kst2) + (3.0 * kst3) + (4.0 * kst4)
    kst_signal = ta.SMA(kst_main, 9)

    # =========================================================================
    # MONEY FLOW
    # =========================================================================
    mfi_14 = ta.MFI(high_np, low_np, close_np, volume_np, timeperiod=14)
    cmf_20 = chaikin_money_flow(high_np, low_np, close_np, volume_np, timeperiod=20)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_12 = ta.EMA(close_np, timeperiod=12)
    ema_50 = ta.EMA(close_np, timeperiod=50)
    ema_100 = ta.EMA(close_np, timeperiod=100)
    ema_200 = ta.EMA(close_np, timeperiod=200)
    willr_14 = ta.WILLR(high_np, low_np, close_np, timeperiod=14)
    uo = ta.ULTOSC(high_np, low_np, close_np)
    obv = ta.OBV(close_np, volume_np)
    roc_2 = ta.ROC(close_np, timeperiod=2)
    roc_9 = ta.ROC(close_np, timeperiod=9)
    cci_20 = ta.CCI(high_np, low_np, close_np, timeperiod=20)

    # =========================================================================
    # CHANGE %
    # =========================================================================
    rsi_3_change = fast_pct_change(rsi_3)
    rsi_14_change = fast_pct_change(rsi_14)
    stochrsi_change = fast_pct_change(stochrsi_k)
    # uo_change = self.fast_pct_change(uo)
    obv_change = fast_pct_change(obv)
    cci_change = fast_pct_change(cci_20)

    # =========================================================================
    # CANDLE %
    # =========================================================================
    open_safe = np.where(open_np == 0, np.nan, open_np)
    change_pct = ((close_np - open_np) / open_safe) * 100.0

    # =========================================================================
    # WICK %
    # =========================================================================
    max_oc = np.maximum(open_np, close_np)
    # min_oc = np.minimum(open_np, close_np)
    max_oc_calc = np.where(max_oc == 0, np.nan, max_oc)
    # min_oc_calc = np.where(min_oc == 0, np.nan, min_oc)
    top_wick_pct = ((high_np - max_oc) / max_oc_calc) * 100.0
    # bot_wick_pct = np.abs(((low_np - min_oc) / min_oc_calc) * 100.0)

    # =========================================================================
    # ROLLING
    # =========================================================================

    high_max_6 = ta.MAX(high_np, timeperiod=6)
    high_max_12 = ta.MAX(high_np, timeperiod=12)
    high_max_24 = ta.MAX(high_np, timeperiod=24)
    # low_min_6 = ta.MIN(low_np, timeperiod=6)
    low_min_12 = ta.MIN(low_np, timeperiod=12)
    low_min_24 = ta.MIN(low_np, timeperiod=24)
    # change_pct_min_3 = ta.MIN(change_pct, timeperiod=3)
    # change_pct_min_6 = ta.MIN(change_pct, timeperiod=6)
    # change_pct_max_3 = ta.MAX(change_pct, timeperiod=3)
    # change_pct_max_6 = ta.MAX(change_pct, timeperiod=6)

    # =========================================================================
    # ASSIGN DATAFRAME
    # =========================================================================
    new_cols = pd.DataFrame(
      {
        # Core indicators
        "RSI_3": rsi_3,
        "RSI_14": rsi_14,
        # "BBL_20_2.0": bb_lower,
        # "BBU_20_2.0": bb_upper,
        # "BBB_20_2.0": ((bb_upper - bb_lower) / bb_middle_safe) * 100.0,
        "AROONU_14": aroon_up,
        "AROOND_14": aroon_down,
        # Stoch
        "STOCHk_14_3_3": stoch_k,
        # Stoch RSI
        "STOCHRSIk_14_14_3_3": stochrsi_k,
        # KST
        "KST_10_15_20_30_10_10_10_15": kst_main,
        "KSTs_9": kst_signal,
        # Money Flow
        "MFI_14": mfi_14,
        "CMF_20": cmf_20,
        # Momentum
        "EMA_12": ema_12,
        "EMA_50": ema_50,
        "EMA_100": ema_100,
        "EMA_200": ema_200,
        "WILLR_14": willr_14,
        "UO_7_14_28": uo,
        # "OBV": obv,
        "ROC_2": roc_2,
        "ROC_9": roc_9,
        "CCI_20": cci_20,
        # Change %
        "STOCHRSIk_14_14_3_3_change_pct": stochrsi_change,
        "CCI_20_change_pct": cci_change,
        "RSI_3_change_pct": rsi_3_change,
        "RSI_14_change_pct": rsi_14_change,
        # "UO_7_14_28_change_pct": uo_change,
        "OBV_change_pct": obv_change,
        # Candle %
        "change_pct": change_pct,
        # "change_pct_min_3": change_pct_min_3,
        # "change_pct_min_6": change_pct_min_6,
        # "change_pct_max_3": change_pct_max_3,
        # "change_pct_max_6": change_pct_max_6,
        #  Wicks %
        "top_wick_pct": top_wick_pct,
        # "bot_wick_pct": bot_wick_pct,
        # Rolling
        "high_max_6": high_max_6,
        "high_max_12": high_max_12,
        "high_max_24": high_max_24,
        # "low_min_6": low_min_6,
        "low_min_12": low_min_12,
        "low_min_24": low_min_24,
      },
      index=informative_4h.index,
    )

    informative_4h = pd.concat([informative_4h, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        # Core indicators
        "RSI_3",
        "RSI_14",
        # "BBL_20_2.0",
        # "BBU_20_2.0",
        # "BBB_20_2.0",
        "AROONU_14",
        "AROOND_14",
        # Stoch
        "STOCHk_14_3_3",
        # Stoch RSI
        "STOCHRSIk_14_14_3_3",
        # KST
        "KST_10_15_20_30_10_10_10_15",
        "KSTs_9",
        # Money Flow
        "MFI_14",
        "CMF_20",
        # Momentum
        "EMA_12",
        "EMA_50",
        "EMA_100",
        "EMA_200",
        "WILLR_14",
        "UO_7_14_28",
        # "OBV",
        "ROC_2",
        "ROC_9",
        "CCI_20",
        # Change %
        "STOCHRSIk_14_14_3_3_change_pct",
        "CCI_20_change_pct",
        "RSI_3_change_pct",
        "RSI_14_change_pct",
        # "UO_7_14_28_change_pct",
        "OBV_change_pct",
        # Candle %
        "change_pct",
        # "change_pct_min_3",
        # "change_pct_min_6",
        # "change_pct_max_3",
        # "change_pct_max_6",
        # Wicks %
        # "top_wick_pct",
        # "bot_wick_pct",
        # Rolling
        "high_max_6",
        "high_max_12",
        "high_max_24",
        # "low_min_6",
        "low_min_12",
        "low_min_24",
      ]

      validate_indicators(df=informative_4h, columns=debug_cols, pair=metadata_pair, timeframe=info_timeframe)
    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] informative_4h_indicators took: %.4f seconds.", metadata_pair, tok - tik)

    return informative_4h

  # Informative 1h Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def informative_1h_indicators(self, metadata: dict, info_timeframe) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    fast_pct_change = self.fast_pct_change
    stoch_k_func = self.stoch_k
    stochrsi_k_func = self.stochrsi_k
    chaikin_money_flow = self.chaikin_money_flow
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================

    metadata_pair = metadata["pair"]
    informative_1h = dp.get_pair_dataframe(pair=metadata_pair, timeframe=info_timeframe)

    # Empty dataframe protection
    if informative_1h.empty:
      return informative_1h

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = informative_1h["close"].to_numpy(copy=False)
    high_np = informative_1h["high"].to_numpy(copy=False)
    low_np = informative_1h["low"].to_numpy(copy=False)
    open_np = informative_1h["open"].to_numpy(copy=False)
    volume_np = informative_1h["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_3 = ta.RSI(close_np, timeperiod=3)
    rsi_14 = ta.RSI(close_np, timeperiod=14)
    bb_upper, bb_middle, bb_lower = ta.BBANDS(close_np, timeperiod=20, nbdevup=2.0, nbdevdn=2.0, matype=0)
    bb_middle_safe = np.where(bb_middle == 0, np.nan, bb_middle)
    aroon_down, aroon_up = ta.AROON(high_np, low_np, timeperiod=14)

    # =========================================================================
    # STOCH
    # =========================================================================
    stoch_k = stoch_k_func(high_np, low_np, close_np)

    # =========================================================================
    # STOCH RSI
    # =========================================================================
    stochrsi_k = stochrsi_k_func(rsi_14)

    # =========================================================================
    # KST
    # =========================================================================
    kst1 = ta.SMA(ta.ROC(close_np, 10), 10)
    kst2 = ta.SMA(ta.ROC(close_np, 15), 10)
    kst3 = ta.SMA(ta.ROC(close_np, 20), 10)
    kst4 = ta.SMA(ta.ROC(close_np, 30), 15)
    kst_main = kst1 + (2.0 * kst2) + (3.0 * kst3) + (4.0 * kst4)
    kst_signal = ta.SMA(kst_main, 9)

    # =========================================================================
    # MONEY FLOW
    # =========================================================================
    mfi_14 = ta.MFI(high_np, low_np, close_np, volume_np, timeperiod=14)
    cmf_20 = chaikin_money_flow(high_np, low_np, close_np, volume_np, timeperiod=20)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_12 = ta.EMA(close_np, timeperiod=12)
    ema_200 = ta.EMA(close_np, timeperiod=200)
    sma_16 = ta.SMA(close_np, timeperiod=16)
    willr_14 = ta.WILLR(high_np, low_np, close_np, timeperiod=14)
    willr_84 = ta.WILLR(high_np, low_np, close_np, timeperiod=84)
    uo = ta.ULTOSC(high_np, low_np, close_np)
    # obv = ta.OBV(close_np, volume_np)
    roc_2 = ta.ROC(close_np, timeperiod=2)
    roc_9 = ta.ROC(close_np, timeperiod=9)
    cci_20 = ta.CCI(high_np, low_np, close_np, timeperiod=20)

    # =========================================================================
    # CHANGE %
    # =========================================================================
    rsi_3_change = fast_pct_change(rsi_3)
    rsi_14_change = fast_pct_change(rsi_14)
    # stochrsi_change = self.fast_pct_change(stochrsi_k)
    # uo_change = self.fast_pct_change(uo)
    # obv_change = self.fast_pct_change(obv)
    cci_change = fast_pct_change(cci_20)

    # =========================================================================
    # CANDLE %
    # =========================================================================
    open_safe = np.where(open_np == 0, np.nan, open_np)
    change_pct = ((close_np - open_np) / open_safe) * 100.0

    # =========================================================================
    # WICK %
    # =========================================================================
    # max_oc = np.maximum(open_np, close_np)
    # min_oc = np.minimum(open_np, close_np)
    # max_oc_calc = np.where(max_oc == 0, np.nan, max_oc)
    # min_oc_calc = np.where(min_oc == 0, np.nan, min_oc)
    # top_wick_pct = ((high_np - max_oc) / max_oc_calc) * 100.0
    # bot_wick_pct = np.abs(((low_np - min_oc) / min_oc_calc) * 100.0)

    # =========================================================================
    # ROLLING
    # =========================================================================
    high_max_6 = ta.MAX(high_np, timeperiod=6)
    high_max_12 = ta.MAX(high_np, timeperiod=12)
    high_max_24 = ta.MAX(high_np, timeperiod=24)
    low_min_6 = ta.MIN(low_np, timeperiod=6)
    low_min_12 = ta.MIN(low_np, timeperiod=12)
    low_min_24 = ta.MIN(low_np, timeperiod=24)

    new_cols = pd.DataFrame(
      {
        "RSI_3": rsi_3,
        "RSI_14": rsi_14,
        "RSI_3_change_pct": rsi_3_change,
        "RSI_14_change_pct": rsi_14_change,
        "EMA_12": ema_12,
        "EMA_200": ema_200,
        "SMA_16": sma_16,
        "BBL_20_2.0": bb_lower,
        "BBU_20_2.0": bb_upper,
        "BBB_20_2.0": ((bb_upper - bb_lower) / bb_middle_safe) * 100.0,
        "MFI_14": mfi_14,
        "CMF_20": cmf_20,
        "WILLR_14": willr_14,
        "WILLR_84": willr_84,
        "AROONU_14": aroon_up,
        "AROOND_14": aroon_down,
        "STOCHk_14_3_3": stoch_k,
        "STOCHRSIk_14_14_3_3": stochrsi_k,
        # "STOCHRSIk_14_14_3_3_change_pct": stochrsi_change,
        "KST_10_15_20_30_10_10_10_15": kst_main,
        "KSTs_9": kst_signal,
        "UO_7_14_28": uo,
        # "UO_7_14_28_change_pct": uo_change,
        # "OBV": obv,
        # "OBV_change_pct": obv_change,
        "ROC_2": roc_2,
        "ROC_9": roc_9,
        "CCI_20": cci_20,
        "CCI_20_change_pct": cci_change,
        "change_pct": change_pct,
        # "top_wick_pct": top_wick_pct,
        # "bot_wick_pct": bot_wick_pct,
        "high_max_6": high_max_6,
        "high_max_12": high_max_12,
        "high_max_24": high_max_24,
        "low_min_6": low_min_6,
        "low_min_12": low_min_12,
        "low_min_24": low_min_24,
      },
      index=informative_1h.index,
    )

    informative_1h = pd.concat([informative_1h, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "RSI_3",
        "RSI_14",
        "RSI_3_change_pct",
        "RSI_14_change_pct",
        "EMA_12",
        "EMA_200",
        "SMA_16",
        "BBL_20_2.0",
        "BBU_20_2.0",
        "BBB_20_2.0",
        "MFI_14",
        "CMF_20",
        "WILLR_14",
        "WILLR_84",
        "AROONU_14",
        "AROOND_14",
        "STOCHk_14_3_3",
        "STOCHRSIk_14_14_3_3",
        # "STOCHRSIk_14_14_3_3_change_pct",
        "KST_10_15_20_30_10_10_10_15",
        "KSTs_9",
        "UO_7_14_28",
        # "UO_7_14_28_change_pct",
        # "OBV",
        # "OBV_change_pct",
        "ROC_2",
        "ROC_9",
        "CCI_20",
        "CCI_20_change_pct",
        "change_pct",
        # "top_wick_pct",
        # "bot_wick_pct",
        "high_max_6",
        "high_max_12",
        "high_max_24",
        "low_min_6",
        "low_min_12",
        "low_min_24",
      ]

      validate_indicators(df=informative_1h, columns=debug_cols, pair=metadata_pair, timeframe=info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] informative_1h_indicators took: %.4f seconds.", metadata_pair, tok - tik)

    return informative_1h

  # Informative 15m Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def informative_15m_indicators(self, metadata: dict, info_timeframe) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    fast_pct_change = self.fast_pct_change
    stoch_k_func = self.stoch_k
    stochrsi_k_func = self.stochrsi_k
    chaikin_money_flow = self.chaikin_money_flow
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================

    metadata_pair = metadata["pair"]
    informative_15m = dp.get_pair_dataframe(pair=metadata_pair, timeframe=info_timeframe)

    # Empty dataframe protection
    if informative_15m.empty:
      return informative_15m

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = informative_15m["close"].to_numpy(copy=False)
    high_np = informative_15m["high"].to_numpy(copy=False)
    low_np = informative_15m["low"].to_numpy(copy=False)
    open_np = informative_15m["open"].to_numpy(copy=False)
    volume_np = informative_15m["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_3 = ta.RSI(close_np, timeperiod=3)
    rsi_14 = ta.RSI(close_np, timeperiod=14)
    aroon_down, aroon_up = ta.AROON(high_np, low_np, timeperiod=14)

    # =========================================================================
    # STOCH
    # =========================================================================
    stoch_k = stoch_k_func(high_np, low_np, close_np)

    # =========================================================================
    # STOCH RSI
    # =========================================================================
    stochrsi_k = stochrsi_k_func(rsi_14)

    # =========================================================================
    # MONEY FLOW
    # =========================================================================
    mfi_14 = ta.MFI(high_np, low_np, close_np, volume_np, timeperiod=14)
    cmf_20 = chaikin_money_flow(high_np, low_np, close_np, volume_np, timeperiod=20)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_12 = ta.EMA(close_np, timeperiod=12)
    ema_20 = ta.EMA(close_np, timeperiod=20)
    ema_26 = ta.EMA(close_np, timeperiod=26)
    willr_14 = ta.WILLR(high_np, low_np, close_np, timeperiod=14)
    uo = ta.ULTOSC(high_np, low_np, close_np)
    obv = ta.OBV(close_np, volume_np)
    roc_9 = ta.ROC(close_np, timeperiod=9)
    cci_20 = ta.CCI(high_np, low_np, close_np, timeperiod=20)

    # =========================================================================
    # CHANGE %
    # =========================================================================
    rsi_3_change = fast_pct_change(rsi_3)
    rsi_14_change = fast_pct_change(rsi_14)
    # stochrsi_change = self.fast_pct_change(stochrsi_k)
    uo_change = fast_pct_change(uo)
    obv_change = fast_pct_change(obv)
    cci_change = fast_pct_change(cci_20)

    # =========================================================================
    # CANDLE %
    # =========================================================================
    open_safe = np.where(open_np == 0, np.nan, open_np)
    change_pct = ((close_np - open_np) / open_safe) * 100.0

    # =========================================================================
    # WICK %
    # =========================================================================
    # max_oc = np.maximum(open_np, close_np)
    # min_oc = np.minimum(open_np, close_np)
    # max_oc_calc = np.where(max_oc == 0, np.nan, max_oc)
    # min_oc_calc = np.where(min_oc == 0, np.nan, min_oc)
    # top_wick_pct = ((high_np - max_oc) / max_oc_calc) * 100.0
    # bot_wick_pct = np.abs(((low_np - min_oc) / min_oc_calc) * 100.0)

    new_cols = pd.DataFrame(
      {
        "RSI_3": rsi_3,
        "RSI_14": rsi_14,
        "RSI_3_change_pct": rsi_3_change,
        "RSI_14_change_pct": rsi_14_change,
        "EMA_12": ema_12,
        "EMA_20": ema_20,
        "EMA_26": ema_26,
        "MFI_14": mfi_14,
        "CMF_20": cmf_20,
        "WILLR_14": willr_14,
        "AROONU_14": aroon_up,
        "AROOND_14": aroon_down,
        "STOCHk_14_3_3": stoch_k,
        "STOCHRSIk_14_14_3_3": stochrsi_k,
        # "STOCHRSIk_14_14_3_3_change_pct": stochrsi_change,
        "UO_7_14_28": uo,
        "UO_7_14_28_change_pct": uo_change,
        # "OBV": obv,
        "OBV_change_pct": obv_change,
        "ROC_9": roc_9,
        "CCI_20": cci_20,
        "CCI_20_change_pct": cci_change,
        "change_pct": change_pct,
        # "top_wick_pct": top_wick_pct,
        # "bot_wick_pct": bot_wick_pct,
      },
      index=informative_15m.index,
    )

    informative_15m = pd.concat([informative_15m, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "RSI_3",
        "RSI_14",
        "RSI_3_change_pct",
        "RSI_14_change_pct",
        "EMA_12",
        "EMA_20",
        "EMA_26",
        "MFI_14",
        "CMF_20",
        "WILLR_14",
        "AROONU_14",
        "AROOND_14",
        "STOCHk_14_3_3",
        "STOCHRSIk_14_14_3_3",
        # "STOCHRSIk_14_14_3_3_change_pct",
        "UO_7_14_28",
        "UO_7_14_28_change_pct",
        # "OBV",
        "OBV_change_pct",
        "ROC_9",
        "CCI_20",
        "CCI_20_change_pct",
        "change_pct",
        # "top_wick_pct",
        # "bot_wick_pct",
      ]

      validate_indicators(df=informative_15m, columns=debug_cols, pair=metadata_pair, timeframe=info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] informative_15m_indicators took: %.4f seconds.", metadata_pair, tok - tik)

    return informative_15m

  # Coin Pair Base Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def base_tf_5m_indicators(self, metadata: dict, df: DataFrame) -> DataFrame:
    tik = time.perf_counter()
    metadata_pair = metadata["pair"]
    fast_pct_change = self.fast_pct_change
    stochrsi_k_func = self.stochrsi_k
    chaikin_money_flow = self.chaikin_money_flow
    validate_indicators = self.validate_indicators

    # =========================================================================
    # BASE DATA
    # =========================================================================
    close_np = df["close"].to_numpy(copy=False)
    high_np = df["high"].to_numpy(copy=False)
    low_np = df["low"].to_numpy(copy=False)
    open_np = df["open"].to_numpy(copy=False)
    volume_np = df["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_3 = ta.RSI(close_np, timeperiod=3)
    rsi_4 = ta.RSI(close_np, timeperiod=4)
    rsi_14 = ta.RSI(close_np, timeperiod=14)
    rsi_20 = ta.RSI(close_np, timeperiod=20)
    bb_upper_20, bb_middle_20, bb_lower_20 = ta.BBANDS(close_np, timeperiod=20, nbdevup=2.0, nbdevdn=2.0, matype=0)
    bb_middle_20_safe = np.where(bb_middle_20 == 0, np.nan, bb_middle_20)
    bb_upper_40, bb_middle_40, bb_lower_40 = ta.BBANDS(close_np, timeperiod=40, nbdevup=2.0, nbdevdn=2.0, matype=0)
    # bb_middle_40_safe = np.where(bb_middle_40 == 0, np.nan, bb_middle_40)
    # bb_range_40 = np.where((bb_upper_40 - bb_lower_40) == 0, np.nan, (bb_upper_40 - bb_lower_40))
    aroon_down, aroon_up = ta.AROON(high_np, low_np, timeperiod=14)

    # =========================================================================
    # STOCH RSI
    # =========================================================================
    stochrsi_k = stochrsi_k_func(rsi_14)

    # =========================================================================
    # KST
    # =========================================================================
    kst1 = ta.SMA(ta.ROC(close_np, 10), 10)
    kst2 = ta.SMA(ta.ROC(close_np, 15), 10)
    kst3 = ta.SMA(ta.ROC(close_np, 20), 10)
    kst4 = ta.SMA(ta.ROC(close_np, 30), 15)
    kst_main = kst1 + (2.0 * kst2) + (3.0 * kst3) + (4.0 * kst4)
    kst_signal = ta.SMA(kst_main, 9)

    # =========================================================================
    # MONEY FLOW
    # =========================================================================
    mfi_14 = ta.MFI(high_np, low_np, close_np, volume_np, timeperiod=14)
    cmf_20 = chaikin_money_flow(high_np, low_np, close_np, volume_np, timeperiod=20)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    # ema_3 = ta.EMA(close_np, timeperiod=3)
    ema_9 = ta.EMA(close_np, timeperiod=9)
    ema_12 = ta.EMA(close_np, timeperiod=12)
    ema_16 = ta.EMA(close_np, timeperiod=16)
    ema_20 = ta.EMA(close_np, timeperiod=20)
    ema_26 = ta.EMA(close_np, timeperiod=26)
    ema_50 = ta.EMA(close_np, timeperiod=50)
    ema_100 = ta.EMA(close_np, timeperiod=100)
    ema_200 = ta.EMA(close_np, timeperiod=200)
    sma_9 = ta.SMA(close_np, timeperiod=9)
    sma_16 = ta.SMA(close_np, timeperiod=16)
    sma_21 = ta.SMA(close_np, timeperiod=21)
    sma_30 = ta.SMA(close_np, timeperiod=30)
    sma_200 = ta.SMA(close_np, timeperiod=200)
    willr_14 = ta.WILLR(high_np, low_np, close_np, timeperiod=14)
    willr_480 = ta.WILLR(high_np, low_np, close_np, timeperiod=480)
    # obv = ta.OBV(close_np, volume_np)
    roc_2 = ta.ROC(close_np, timeperiod=2)
    roc_9 = ta.ROC(close_np, timeperiod=9)

    # =========================================================================
    # CHANGE %
    # =========================================================================

    # rsi_3_change = self.fast_pct_change(rsi_3)
    rsi_14_change = fast_pct_change(rsi_14)
    # obv_change = self.fast_pct_change(obv)

    # =========================================================================
    # CANDLE %
    # =========================================================================

    open_safe = np.where(open_np == 0, np.nan, open_np)
    change_pct = ((close_np - open_np) / open_safe) * 100.0

    # =========================================================================
    # Close delta
    # =========================================================================

    # close_delta = (close - close.shift()).abs().to_numpy()
    close_delta = np.empty_like(close_np)
    close_delta[0] = np.nan
    close_delta[1:] = np.abs(close_np[1:] - close_np[:-1])

    # =========================================================================
    # Rolling values
    # =========================================================================

    close_max_6 = ta.MAX(close_np, timeperiod=6)
    close_max_12 = ta.MAX(close_np, timeperiod=12)
    close_max_48 = ta.MAX(close_np, timeperiod=48)
    close_min_6 = ta.MIN(close_np, timeperiod=6)
    close_min_12 = ta.MIN(close_np, timeperiod=12)
    close_min_48 = ta.MIN(close_np, timeperiod=48)
    num_empty_288 = ta.SUM((volume_np <= 0).astype(np.float64), timeperiod=288)

    new_cols = pd.DataFrame(
      {
        "RSI_3": rsi_3,
        "RSI_4": rsi_4,
        "RSI_14": rsi_14,
        "RSI_20": rsi_20,
        # "RSI_3_change_pct": rsi_3_change,
        "RSI_14_change_pct": rsi_14_change,
        # "EMA_3": ema_3,
        "EMA_9": ema_9,
        "EMA_12": ema_12,
        "EMA_16": ema_16,
        "EMA_20": ema_20,
        "EMA_26": ema_26,
        "EMA_50": ema_50,
        "EMA_100": ema_100,
        "EMA_200": ema_200,
        "SMA_9": sma_9,
        "SMA_16": sma_16,
        "SMA_21": sma_21,
        "SMA_30": sma_30,
        "SMA_200": sma_200,
        "BBL_20_2.0": bb_lower_20,
        "BBU_20_2.0": bb_upper_20,
        "BBB_20_2.0": ((bb_upper_20 - bb_lower_20) / bb_middle_20_safe) * 100.0,
        "BBL_40_2.0": bb_lower_40,
        # "BBM_40_2.0": bb_middle_40,
        # "BBU_40_2.0": bb_upper_40,
        # "BBB_40_2.0": ((bb_upper_40 - bb_lower_40) / bb_middle_40_safe) * 100.0,
        # "BBP_40_2.0": (close_np - bb_lower_40) / bb_range_40,
        "BBD_40_2.0": np.abs(bb_middle_40 - bb_lower_40),
        "BBT_40_2.0": np.abs(close_np - bb_lower_40),
        "MFI_14": mfi_14,
        "CMF_20": cmf_20,
        "WILLR_14": willr_14,
        "WILLR_480": willr_480,
        "AROONU_14": aroon_up,
        "AROOND_14": aroon_down,
        "STOCHRSIk_14_14_3_3": stochrsi_k,
        "KST_10_15_20_30_10_10_10_15": kst_main,
        "KSTs_9": kst_signal,
        # "OBV": obv,
        # "OBV_change_pct": obv_change,
        "ROC_2": roc_2,
        "ROC_9": roc_9,
        "change_pct": change_pct,
        "close_delta": close_delta,
        "close_max_6": close_max_6,
        "close_max_12": close_max_12,
        "close_max_48": close_max_48,
        "close_min_6": close_min_6,
        "close_min_12": close_min_12,
        "close_min_48": close_min_48,
        "num_empty_288": num_empty_288,
      },
      index=df.index,
    )

    df = pd.concat([df, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "RSI_3",
        "RSI_4",
        "RSI_14",
        "RSI_20",
        # "RSI_3_change_pct",
        "RSI_14_change_pct",
        # "EMA_3",
        "EMA_9",
        "EMA_12",
        "EMA_16",
        "EMA_20",
        "EMA_26",
        "EMA_50",
        "EMA_100",
        "EMA_200",
        "SMA_9",
        "SMA_16",
        "SMA_21",
        "SMA_30",
        "SMA_200",
        "BBL_20_2.0",
        "BBU_20_2.0",
        "BBB_20_2.0",
        "BBL_40_2.0",
        # "BBM_40_2.0",
        # "BBU_40_2.0",
        # "BBB_40_2.0",
        # "BBP_40_2.0",
        "BBD_40_2.0",
        "BBT_40_2.0",
        "MFI_14",
        "CMF_20",
        "WILLR_14",
        "WILLR_480",
        "AROONU_14",
        "AROOND_14",
        "STOCHRSIk_14_14_3_3",
        "KST_10_15_20_30_10_10_10_15",
        "KSTs_9",
        # "OBV",
        # "OBV_change_pct",
        "ROC_2",
        "ROC_9",
        "change_pct",
        "close_delta",
        "close_max_6",
        "close_max_12",
        "close_max_48",
        "close_min_6",
        "close_min_12",
        "close_min_48",
        "num_empty_288",
      ]

      validate_indicators(df=df, columns=debug_cols, pair=metadata_pair, timeframe=self.timeframe)

    # =========================================================================
    # GLOBAL PROTECTIONS
    # =========================================================================

    if not self.config["runmode"].value in ("live", "dry_run"):
      df["bt_agefilter_ok"] = False
      df.loc[df.index > (12 * 24 * self.bt_min_age_days), "bt_agefilter_ok"] = True
    else:
      df["live_data_ok"] = ta.MIN(volume_np, timeperiod=72) > 0

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] base_tf_5m_indicators took: %.4f seconds.", metadata_pair, tok - tik)

    return df

  # BTC Informative 1d Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def btc_informative_1d_indicators(self, btc_pair: str, btc_info_timeframe: str) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================
    btc_informative_1d = dp.get_pair_dataframe(pair=btc_pair, timeframe=btc_info_timeframe)

    # Empty dataframe protection
    if btc_informative_1d.empty:
      return btc_informative_1d

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = btc_informative_1d["close"].to_numpy(copy=False)
    # high_np = btc_informative_1d["high"].to_numpy(copy=False)
    # low_np = btc_informative_1d["low"].to_numpy(copy=False)
    # open_np = btc_informative_1d["open"].to_numpy(copy=False)
    # volume_np = btc_informative_1d["volume"].to_numpy(copy=False)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_200 = ta.EMA(close_np, timeperiod=200)
    new_cols = pd.DataFrame(
      {
        "BTC_EMA_200": ema_200,
      },
      index=btc_informative_1d.index,
    )

    btc_informative_1d = pd.concat([btc_informative_1d, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "BTC_RSI_14",
        "BTC_EMA_200",
        "BTC_ROC_3",
      ]

      validate_indicators(df=btc_informative_1d, columns=debug_cols, pair=btc_pair, timeframe=btc_info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] btc_informative_1d_indicators took: %.4f seconds.", btc_pair, tok - tik)

    return btc_informative_1d

  # BTC Informative 4h Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def btc_informative_4h_indicators(self, btc_pair: str, btc_info_timeframe: str) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================
    btc_informative_4h = dp.get_pair_dataframe(pair=btc_pair, timeframe=btc_info_timeframe)

    # Empty dataframe protection
    if btc_informative_4h.empty:
      return btc_informative_4h

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = btc_informative_4h["close"].to_numpy(copy=False)
    # high_np = btc_informative_4h["high"].to_numpy(copy=False)
    # low_np = btc_informative_4h["low"].to_numpy(copy=False)
    # open_np = btc_informative_4h["open"].to_numpy(copy=False)
    # volume_np = btc_informative_4h["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_14 = ta.RSI(close_np, timeperiod=14)

    new_cols = pd.DataFrame(
      {
        "BTC_RSI_14": rsi_14,
      },
      index=btc_informative_4h.index,
    )

    btc_informative_4h = pd.concat([btc_informative_4h, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "BTC_RSI_14",
      ]

      validate_indicators(df=btc_informative_4h, columns=debug_cols, pair=btc_pair, timeframe=btc_info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] btc_informative_4h_indicators took: %.4f seconds.", btc_pair, tok - tik)

    return btc_informative_4h

  # BTC Informative 1h Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def btc_informative_1h_indicators(self, btc_pair: str, btc_info_timeframe: str) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================
    btc_informative_1h = dp.get_pair_dataframe(pair=btc_pair, timeframe=btc_info_timeframe)

    # Empty dataframe protection
    if btc_informative_1h.empty:
      return btc_informative_1h

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = btc_informative_1h["close"].to_numpy(copy=False)
    # high_np = btc_informative_1h["high"].to_numpy(copy=False)
    # low_np = btc_informative_1h["low"].to_numpy(copy=False)
    # open_np = btc_informative_1h["open"].to_numpy(copy=False)
    # volume_np = btc_informative_1h["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_14 = ta.RSI(close_np, timeperiod=14)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_20 = ta.EMA(close_np, timeperiod=20)
    roc_3 = ta.ROC(close_np, timeperiod=3)

    new_cols = pd.DataFrame(
      {
        "BTC_RSI_14": rsi_14,
        "BTC_EMA_20": ema_20,
        "BTC_ROC_3": roc_3,
      },
      index=btc_informative_1h.index,
    )

    btc_informative_1h = pd.concat([btc_informative_1h, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "BTC_RSI_14",
        "BTC_EMA_20",
        "BTC_ROC_3",
      ]

      validate_indicators(df=btc_informative_1h, columns=debug_cols, pair=btc_pair, timeframe=btc_info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] btc_informative_1h_indicators took: %.4f seconds.", btc_pair, tok - tik)

    return btc_informative_1h

  # BTC Informative 15m Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def btc_informative_15m_indicators(self, btc_pair: str, btc_info_timeframe: str) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================
    btc_informative_15m = dp.get_pair_dataframe(pair=btc_pair, timeframe=btc_info_timeframe)

    # Empty dataframe protection
    if btc_informative_15m.empty:
      return btc_informative_15m

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = btc_informative_15m["close"].to_numpy(copy=False)
    # high_np = btc_informative_15m["high"].to_numpy(copy=False)
    # low_np = btc_informative_15m["low"].to_numpy(copy=False)
    # open_np = btc_informative_15m["open"].to_numpy(copy=False)
    # volume_np = btc_informative_15m["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_14 = ta.RSI(close_np, timeperiod=14)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_20 = ta.EMA(close_np, timeperiod=20)
    roc_3 = ta.ROC(close_np, timeperiod=3)

    new_cols = pd.DataFrame(
      {
        "BTC_RSI_14": rsi_14,
        "BTC_EMA_20": ema_20,
        "BTC_ROC_3": roc_3,
      },
      index=btc_informative_15m.index,
    )

    btc_informative_15m = pd.concat([btc_informative_15m, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "BTC_RSI_14",
        "BTC_EMA_20",
        "BTC_ROC_3",
      ]

      validate_indicators(df=btc_informative_15m, columns=debug_cols, pair=btc_pair, timeframe=btc_info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] btc_informative_15m_indicators took: %.4f seconds.", btc_pair, tok - tik)

    return btc_informative_15m

  # BTC Informative 5m Timeframe Indicators
  # ---------------------------------------------------------------------------------------------
  def btc_informative_5m_indicators(self, btc_pair: str, btc_info_timeframe: str) -> DataFrame:
    tik = time.perf_counter()
    dp = self.dp
    validate_indicators = self.validate_indicators

    assert dp, "DataProvider is required for multiple timeframes."

    # =========================================================================
    # GET DATAFRAME
    # =========================================================================
    btc_informative_5m = dp.get_pair_dataframe(pair=btc_pair, timeframe=btc_info_timeframe)

    # Empty dataframe protection
    if btc_informative_5m.empty:
      return btc_informative_5m

    # =========================================================================
    # BASE DATA
    # =========================================================================

    close_np = btc_informative_5m["close"].to_numpy(copy=False)
    # high_np = btc_informative_5m["high"].to_numpy(copy=False)
    # low_np = btc_informative_5m["low"].to_numpy(copy=False)
    # open_np = btc_informative_5m["open"].to_numpy(copy=False)
    # volume_np = btc_informative_5m["volume"].to_numpy(copy=False)

    # =========================================================================
    # CORE INDICATORS
    # =========================================================================
    rsi_14 = ta.RSI(close_np, timeperiod=14)

    # =========================================================================
    # MOMENTUM
    # =========================================================================
    ema_20 = ta.EMA(close_np, timeperiod=20)
    roc_3 = ta.ROC(close_np, timeperiod=3)

    new_cols = pd.DataFrame(
      {
        "BTC_RSI_14": rsi_14,
        "BTC_EMA_20": ema_20,
        "BTC_ROC_3": roc_3,
      },
      index=btc_informative_5m.index,
    )

    btc_informative_5m = pd.concat([btc_informative_5m, new_cols], axis=1, copy=False)

    # Enable ONLY during debugging
    debug = False
    if debug:
      debug_cols = [
        "BTC_RSI_14",
        "BTC_EMA_20",
        "BTC_ROC_3",
      ]

      validate_indicators(df=btc_informative_5m, columns=debug_cols, pair=btc_pair, timeframe=btc_info_timeframe)

    # =========================================================================
    # LOGGING
    # =========================================================================

    tok = time.perf_counter()

    log.debug("[%s] btc_informative_5m_indicators took: %.4f seconds.", btc_pair, tok - tik)

    return btc_informative_5m

  # Coin Pair Indicator Switch Case
  # ---------------------------------------------------------------------------------------------
  def info_switcher(self, metadata: dict, info_timeframe) -> DataFrame:
    if info_timeframe == "1d":
      return self.informative_1d_indicators(metadata, info_timeframe)
    elif info_timeframe == "4h":
      return self.informative_4h_indicators(metadata, info_timeframe)
    elif info_timeframe == "1h":
      return self.informative_1h_indicators(metadata, info_timeframe)
    elif info_timeframe == "15m":
      return self.informative_15m_indicators(metadata, info_timeframe)
    else:
      raise RuntimeError(f"{info_timeframe} not supported as informative timeframe for BTC pair.")

  # BTC Indicator Switch Case
  # ---------------------------------------------------------------------------------------------
  def btc_info_switcher(self, btc_pair: str, btc_info_timeframe) -> DataFrame:
    if btc_info_timeframe == "1d":
      return self.btc_informative_1d_indicators(btc_pair, btc_info_timeframe)
    elif btc_info_timeframe == "4h":
      return self.btc_informative_4h_indicators(btc_pair, btc_info_timeframe)
    elif btc_info_timeframe == "1h":
      return self.btc_informative_1h_indicators(btc_pair, btc_info_timeframe)
    # elif btc_info_timeframe == "15m":
    # return self.btc_informative_15m_indicators(btc_pair, btc_info_timeframe)
    # elif btc_info_timeframe == "5m":
    # return self.btc_informative_5m_indicators(btc_pair, btc_info_timeframe)
    else:
      raise RuntimeError(f"{btc_info_timeframe} not supported as informative timeframe for BTC pair.")

  # Populate Indicators
  # ---------------------------------------------------------------------------------------------
  def populate_indicators(self, df: DataFrame, metadata: dict) -> DataFrame:
    tik = time.perf_counter()
    prepare_informative_merge = self.prepare_informative_merge
    base_timeframe = self.timeframe
    metadata_pair = metadata["pair"]

    # =========================================================================
    # CONFIG
    # =========================================================================

    debug = False

    # =========================================================================
    # BTC INFORMATIVE PAIR
    # =========================================================================

    btc_info_pair = self.btc_informative_pair()

    # =========================================================================
    # BTC INFORMATIVE LOOP
    # =========================================================================

    for btc_tf in self.btc_info_timeframes:
      btc_informative = self.btc_info_switcher(btc_info_pair, btc_tf)

      # ---------------------------------------------------------------------
      # EMPTY CHECK
      # ---------------------------------------------------------------------

      if btc_informative.empty:
        log.warning(f"[{metadata_pair}] BTC informative {btc_tf} EMPTY!")

        continue

      # ---------------------------------------------------------------------
      # DEBUG
      # ---------------------------------------------------------------------

      if debug:
        if not btc_informative.index.is_monotonic_increasing:
          log.warning(f"[{metadata_pair}] BTC {btc_tf} index NOT monotonic!")

        if btc_informative.index.has_duplicates:
          log.warning(f"[{metadata_pair}] BTC {btc_tf} index has DUPLICATES!")

      # ---------------------------------------------------------------------
      # REMOVE UNUSED OHLCV BEFORE MERGE
      # ---------------------------------------------------------------------

      btc_informative = prepare_informative_merge(btc_informative)

      # ---------------------------------------------------------------------
      # MERGE
      # ---------------------------------------------------------------------

      df = merge_informative_pair(df, btc_informative, base_timeframe, btc_tf, ffill=False)
      # rsi_col = f"BTC_RSI_14_{btc_tf}"
      # if rsi_col in df.columns:
      # log.warning("MERGE CHECK | %s=%s", rsi_col, df[rsi_col].iloc[-1])

      # ---------------------------------------------------------------------
      # CLEANUP
      # ---------------------------------------------------------------------

      merge_date_col = f"date_{btc_tf}"
      if merge_date_col in df.columns:
        df.drop(columns=merge_date_col, inplace=True)

    # =========================================================================
    # INFORMATIVE TF LOOP
    # =========================================================================

    for info_tf in self.info_timeframes:
      info_indicators = self.info_switcher(metadata, info_tf)

      # ---------------------------------------------------------------------
      # EMPTY CHECK
      # ---------------------------------------------------------------------

      if info_indicators.empty:
        if debug:
          log.warning(f"[{metadata_pair}] {info_tf} informative EMPTY!")

        continue

      # ---------------------------------------------------------------------
      # DEBUG
      # ---------------------------------------------------------------------

      if debug:
        if not info_indicators.index.is_monotonic_increasing:
          log.warning(f"[{metadata_pair}] {info_tf} index NOT monotonic!")

        if info_indicators.index.has_duplicates:
          log.warning(f"[{metadata_pair}] {info_tf} index has DUPLICATES!")

        nan_cols = info_indicators.columns[info_indicators.isna().all()].tolist()
        if nan_cols:
          log.warning(f"[{metadata_pair}] {info_tf} FULL NaN cols: {nan_cols}")

      # ---------------------------------------------------------------------
      # KEEP ONLY REQUIRED OHLCV
      # ---------------------------------------------------------------------

      if info_tf == "15m":
        keep_ohlcv = {"open", "close"}
      else:
        keep_ohlcv = set()

      info_indicators = prepare_informative_merge(info_indicators, keep_ohlcv)

      # ---------------------------------------------------------------------
      # MERGE
      # ---------------------------------------------------------------------

      df = merge_informative_pair(df, info_indicators, base_timeframe, info_tf, ffill=False)

      # ---------------------------------------------------------------------
      # CLEANUP
      # ---------------------------------------------------------------------

      merge_date_col = f"date_{info_tf}"
      if merge_date_col in df.columns:
        df.drop(columns=merge_date_col, inplace=True)

    # =========================================================================
    # FINAL FORWARD FILL (ONCE)
    # =========================================================================
    df.ffill(inplace=True)
    # log.warning("FINAL BTC_RSI_14_4h=%s", df["BTC_RSI_14_4h"].iloc[-1])

    # =========================================================================
    # FINAL DEBUG VALIDATION
    # =========================================================================
    if debug:
      if not df.index.is_monotonic_increasing:
        log.warning(f"[{metadata_pair}] FINAL DF index NOT monotonic!")

      if df.index.has_duplicates:
        log.warning(f"[{metadata_pair}] FINAL DF index has DUPLICATES!")

      # ---------------------------------------------------------------------
      # FULL NaN COLUMNS
      # ---------------------------------------------------------------------
      full_nan_cols = df.columns[df.isna().all()].tolist()
      if full_nan_cols:
        log.warning(f"[{metadata_pair}] FINAL DF FULL NaN cols: {full_nan_cols}")

      # ---------------------------------------------------------------------
      # RECENT NaN CHECK
      # ---------------------------------------------------------------------
      recent_df = df.tail(50)

      recent_nan_cols = [col for col in recent_df.columns if recent_df[col].isna().any()]

      if recent_nan_cols:
        log.warning(f"[{metadata_pair}] FINAL DF recent NaNs: {recent_nan_cols}")

    # =========================================================================
    # BASE TF INDICATORS LAST
    # =========================================================================
    # Base TF indicators may depend on informative columns.
    # Therefore this MUST happen AFTER informative merges.

    df = self.base_tf_5m_indicators(metadata, df)

    # df["zlma_50_1h"] = df["zlma_50_1h"].astype(np.float64).replace(to_replace=[np.nan, None], value=(0.0))
    # df["CTI_20_1d"] = df["CTI_20_1d"].astype(np.float64).replace(to_replace=[np.nan, None], value=(0.0))
    # df["WILLR_480_1h"] = df["WILLR_480_1h"].astype(np.float64).replace(to_replace=[np.nan, None], value=(-50.0))
    # df["WILLR_480_4h"] = df["WILLR_480_4h"].astype(np.float64).replace(to_replace=[np.nan, None], value=(-50.0))
    # df["RSI_14_1d"] = df["RSI_14_1d"].astype(np.float64).replace(to_replace=[np.nan, None], value=(50.0))
    rsi_14_1h = df["RSI_14_1h"].fillna(50.0)
    df["RSI_14_1h"] = rsi_14_1h

    tok_before_protections = time.perf_counter()

    protection_rsi_3 = df["RSI_3"].to_numpy(copy=False)
    protection_rsi_3_15m = df["RSI_3_15m"].to_numpy(copy=False)
    protection_rsi_3_1h = df["RSI_3_1h"].to_numpy(copy=False)
    protection_rsi_3_4h = df["RSI_3_4h"].to_numpy(copy=False)
    protection_rsi_3_1d = df["RSI_3_1d"].to_numpy(copy=False)
    protection_rsi_14_1h = rsi_14_1h.to_numpy(copy=False)
    protection_rsi_14_4h = df["RSI_14_4h"].to_numpy(copy=False)
    protection_rsi_14_1d = df["RSI_14_1d"].to_numpy(copy=False)
    protection_cci_20_1h = df["CCI_20_1h"].to_numpy(copy=False)
    protection_cci_20_4h = df["CCI_20_4h"].to_numpy(copy=False)
    protection_rsi_14_15m = df["RSI_14_15m"].to_numpy(copy=False)
    protection_stochrsik_14_14_3_3_15m = df["STOCHRSIk_14_14_3_3_15m"].to_numpy(copy=False)
    protection_stochrsik_14_14_3_3_1d = df["STOCHRSIk_14_14_3_3_1d"].to_numpy(copy=False)
    protection_aroonu_14_15m = df["AROONU_14_15m"].to_numpy(copy=False)
    protection_cmf_20_15m = df["CMF_20_15m"].to_numpy(copy=False)
    protection_aroonu_14_4h = df["AROONU_14_4h"].to_numpy(copy=False)
    protection_roc_9_1d = df["ROC_9_1d"].to_numpy(copy=False)
    protection_aroonu_14_1h = df["AROONU_14_1h"].to_numpy(copy=False)
    protection_stochrsik_14_14_3_3_1h = df["STOCHRSIk_14_14_3_3_1h"].to_numpy(copy=False)
    protection_stochrsik_14_14_3_3_4h = df["STOCHRSIk_14_14_3_3_4h"].to_numpy(copy=False)
    protection_roc_9_4h = df["ROC_9_4h"].to_numpy(copy=False)
    protection_cmf_20_1d = df["CMF_20_1d"].to_numpy(copy=False)
    protection_roc_9_15m = df["ROC_9_15m"].to_numpy(copy=False)
    protection_roc_9_1h = df["ROC_9_1h"].to_numpy(copy=False)
    protection_cmf_20_1h = df["CMF_20_1h"].to_numpy(copy=False)
    protection_cmf_20_4h = df["CMF_20_4h"].to_numpy(copy=False)
    protection_aroonu_14_1d = df["AROONU_14_1d"].to_numpy(copy=False)
    protection_mfi_14_1d = df["MFI_14_1d"].to_numpy(copy=False)
    protection_roc_2_1d = df["ROC_2_1d"].to_numpy(copy=False)
    protection_mfi_14_1h = df["MFI_14_1h"].to_numpy(copy=False)
    protection_mfi_14_4h = df["MFI_14_4h"].to_numpy(copy=False)
    protection_stochk_14_3_3_1h = df["STOCHk_14_3_3_1h"].to_numpy(copy=False)
    protection_stochk_14_3_3_4h = df["STOCHk_14_3_3_4h"].to_numpy(copy=False)
    protection_cci_20_change_pct_4h = df["CCI_20_change_pct_4h"].to_numpy(copy=False)
    protection_change_pct_4h = df["change_pct_4h"]
    protection_top_wick_pct_4h = df["top_wick_pct_4h"].to_numpy(copy=False)
    protection_change_pct_1d = df["change_pct_1d"]
    protection_top_wick_pct_1d = df["top_wick_pct_1d"]
    protection_high_max_6_1d = df["high_max_6_1d"].to_numpy(copy=False)
    protection_low_min_6_1d = df["low_min_6_1d"].to_numpy(copy=False)
    protection_close = df["close"].to_numpy(copy=False)
    protection_high_max_6_4h = df["high_max_6_4h"].to_numpy(copy=False)
    protection_high_max_12_1d = df["high_max_12_1d"].to_numpy(copy=False)
    protection_low_min_12_1d = df["low_min_12_1d"].to_numpy(copy=False)
    protection_high_max_24_4h = df["high_max_24_4h"].to_numpy(copy=False)
    protection_high_max_30_1d = df["high_max_30_1d"].to_numpy(copy=False)
    protection_low_min_30_1d = df["low_min_30_1d"].to_numpy(copy=False)
    protection_close_max_48 = df["close_max_48"].to_numpy(copy=False)
    protection_high_max_12_1h = df["high_max_12_1h"].to_numpy(copy=False)
    protection_high_max_20_1d = df["high_max_20_1d"].to_numpy(copy=False)
    protection_cci_20_15m = df["CCI_20_15m"].to_numpy(copy=False)
    protection_aroond_14_4h = df["AROOND_14_4h"].to_numpy(copy=False)
    protection_aroond_14_1d = df["AROOND_14_1d"].to_numpy(copy=False)
    protection_willr_14_4h = df["WILLR_14_4h"].to_numpy(copy=False)
    protection_willr_14_15m = df["WILLR_14_15m"].to_numpy(copy=False)
    protection_stochk_14_3_3_15m = df["STOCHk_14_3_3_15m"].to_numpy(copy=False)
    protection_willr_14_1h = df["WILLR_14_1h"].to_numpy(copy=False)
    protection_mfi_14_15m = df["MFI_14_15m"].to_numpy(copy=False)
    protection_cci_20_change_pct_1h = df["CCI_20_change_pct_1h"].to_numpy(copy=False)
    protection_willr_14_1d = df["WILLR_14_1d"].to_numpy(copy=False)
    protection_aroond_14_1h = df["AROOND_14_1h"].to_numpy(copy=False)
    protection_stochk_14_3_3_1d = df["STOCHk_14_3_3_1d"].to_numpy(copy=False)
    protection_uo_7_14_28_15m = df["UO_7_14_28_15m"].to_numpy(copy=False)
    protection_uo_7_14_28_change_pct_15m = df["UO_7_14_28_change_pct_15m"].to_numpy(copy=False)
    protection_uo_7_14_28_1h = df["UO_7_14_28_1h"].to_numpy(copy=False)
    protection_uo_7_14_28_4h = df["UO_7_14_28_4h"].to_numpy(copy=False)
    protection_roc_2_4h = df["ROC_2_4h"].to_numpy(copy=False)
    protection_aroond_14_15m = df["AROOND_14_15m"].to_numpy(copy=False)

    # Reused protection comparison masks
    aroonu_14_15m_lt_30 = protection_aroonu_14_15m < 30.0
    aroonu_14_15m_lt_40 = protection_aroonu_14_15m < 40.0
    aroonu_14_15m_lt_50 = protection_aroonu_14_15m < 50.0
    aroonu_14_15m_lt_60 = protection_aroonu_14_15m < 60.0
    aroonu_14_15m_lt_70 = protection_aroonu_14_15m < 70.0
    aroonu_14_1h_lt_100 = protection_aroonu_14_1h < 100.0
    aroonu_14_1h_lt_20 = protection_aroonu_14_1h < 20.0
    aroonu_14_1h_lt_25 = protection_aroonu_14_1h < 25.0
    aroonu_14_1h_lt_30 = protection_aroonu_14_1h < 30.0
    aroonu_14_1h_lt_40 = protection_aroonu_14_1h < 40.0
    aroonu_14_1h_lt_50 = protection_aroonu_14_1h < 50.0
    aroonu_14_1h_lt_60 = protection_aroonu_14_1h < 60.0
    aroonu_14_1h_lt_70 = protection_aroonu_14_1h < 70.0
    aroonu_14_1h_lt_75 = protection_aroonu_14_1h < 75.0
    aroonu_14_1h_lt_80 = protection_aroonu_14_1h < 80.0
    aroonu_14_1h_lt_85 = protection_aroonu_14_1h < 85.0
    aroonu_14_1h_lt_90 = protection_aroonu_14_1h < 90.0
    aroonu_14_4h_lt_100 = protection_aroonu_14_4h < 100.0
    aroonu_14_4h_lt_20 = protection_aroonu_14_4h < 20.0
    aroonu_14_4h_lt_25 = protection_aroonu_14_4h < 25.0
    aroonu_14_4h_lt_30 = protection_aroonu_14_4h < 30.0
    aroonu_14_4h_lt_40 = protection_aroonu_14_4h < 40.0
    aroonu_14_4h_lt_50 = protection_aroonu_14_4h < 50.0
    aroonu_14_4h_lt_60 = protection_aroonu_14_4h < 60.0
    aroonu_14_4h_lt_70 = protection_aroonu_14_4h < 70.0
    aroonu_14_4h_lt_75 = protection_aroonu_14_4h < 75.0
    aroonu_14_4h_lt_80 = protection_aroonu_14_4h < 80.0
    aroonu_14_4h_lt_85 = protection_aroonu_14_4h < 85.0
    aroonu_14_4h_lt_90 = protection_aroonu_14_4h < 90.0
    cmf_20_15m_gt_neg_0 = protection_cmf_20_15m > -0.0
    cmf_20_15m_gt_neg_010 = protection_cmf_20_15m > -0.10
    cmf_20_15m_gt_neg_015 = protection_cmf_20_15m > -0.15
    cmf_20_15m_gt_neg_02 = protection_cmf_20_15m > -0.2
    cmf_20_15m_gt_neg_020 = protection_cmf_20_15m > -0.20
    cmf_20_15m_gt_neg_025 = protection_cmf_20_15m > -0.25
    cmf_20_15m_gt_neg_03 = protection_cmf_20_15m > -0.3
    cmf_20_15m_gt_neg_030 = protection_cmf_20_15m > -0.30
    cmf_20_15m_gt_neg_035 = protection_cmf_20_15m > -0.35
    cmf_20_15m_gt_neg_040 = protection_cmf_20_15m > -0.40
    cmf_20_15m_gt_neg_05 = protection_cmf_20_15m > -0.5
    cmf_20_15m_gt_neg_050 = protection_cmf_20_15m > -0.50
    cmf_20_1h_gt_neg_0 = protection_cmf_20_1h > -0.0
    cmf_20_1h_gt_neg_010 = protection_cmf_20_1h > -0.10
    cmf_20_1h_gt_neg_015 = protection_cmf_20_1h > -0.15
    cmf_20_1h_gt_neg_02 = protection_cmf_20_1h > -0.2
    cmf_20_1h_gt_neg_020 = protection_cmf_20_1h > -0.20
    cmf_20_1h_gt_neg_025 = protection_cmf_20_1h > -0.25
    cmf_20_1h_gt_neg_03 = protection_cmf_20_1h > -0.3
    cmf_20_1h_gt_neg_030 = protection_cmf_20_1h > -0.30
    cmf_20_1h_gt_neg_04 = protection_cmf_20_1h > -0.4
    cmf_20_1h_gt_neg_040 = protection_cmf_20_1h > -0.40
    cmf_20_1h_gt_neg_05 = protection_cmf_20_1h > -0.5
    cmf_20_4h_gt_neg_0 = protection_cmf_20_4h > -0.0
    cmf_20_4h_gt_neg_01 = protection_cmf_20_4h > -0.1
    cmf_20_4h_gt_neg_010 = protection_cmf_20_4h > -0.10
    cmf_20_4h_gt_neg_015 = protection_cmf_20_4h > -0.15
    cmf_20_4h_gt_neg_02 = protection_cmf_20_4h > -0.2
    cmf_20_4h_gt_neg_020 = protection_cmf_20_4h > -0.20
    cmf_20_4h_gt_neg_025 = protection_cmf_20_4h > -0.25
    cmf_20_4h_gt_neg_03 = protection_cmf_20_4h > -0.3
    cmf_20_4h_gt_neg_030 = protection_cmf_20_4h > -0.30
    cmf_20_4h_gt_neg_035 = protection_cmf_20_4h > -0.35
    cmf_20_4h_gt_neg_04 = protection_cmf_20_4h > -0.4
    cmf_20_4h_gt_neg_040 = protection_cmf_20_4h > -0.40
    cmf_20_4h_gt_neg_05 = protection_cmf_20_4h > -0.5
    roc_9_1d_lt_100 = protection_roc_9_1d < 100.0
    roc_9_1d_lt_15 = protection_roc_9_1d < 15.0
    roc_9_1d_lt_150 = protection_roc_9_1d < 150.0
    roc_9_1d_lt_20 = protection_roc_9_1d < 20.0
    roc_9_1d_lt_200 = protection_roc_9_1d < 200.0
    roc_9_1d_lt_25 = protection_roc_9_1d < 25.0
    roc_9_1d_lt_250 = protection_roc_9_1d < 250.0
    roc_9_1d_lt_30 = protection_roc_9_1d < 30.0
    roc_9_1d_lt_40 = protection_roc_9_1d < 40.0
    roc_9_1d_lt_50 = protection_roc_9_1d < 50.0
    roc_9_1d_lt_60 = protection_roc_9_1d < 60.0
    roc_9_1d_lt_70 = protection_roc_9_1d < 70.0
    roc_9_1d_lt_75 = protection_roc_9_1d < 75.0
    roc_9_1d_lt_80 = protection_roc_9_1d < 80.0
    roc_9_1h_gt_neg_10 = protection_roc_9_1h > -10.0
    roc_9_1h_gt_neg_15 = protection_roc_9_1h > -15.0
    roc_9_1h_gt_neg_20 = protection_roc_9_1h > -20.0
    roc_9_1h_gt_neg_25 = protection_roc_9_1h > -25.0
    roc_9_1h_gt_neg_30 = protection_roc_9_1h > -30.0
    roc_9_1h_gt_neg_50 = protection_roc_9_1h > -50.0
    roc_9_1h_gt_neg_60 = protection_roc_9_1h > -60.0
    roc_9_1h_lt_10 = protection_roc_9_1h < 10.0
    roc_9_1h_lt_15 = protection_roc_9_1h < 15.0
    roc_9_1h_lt_20 = protection_roc_9_1h < 20.0
    roc_9_1h_lt_30 = protection_roc_9_1h < 30.0
    roc_9_1h_lt_40 = protection_roc_9_1h < 40.0
    roc_9_1h_lt_50 = protection_roc_9_1h < 50.0
    roc_9_1h_lt_70 = protection_roc_9_1h < 70.0
    roc_9_1h_lt_80 = protection_roc_9_1h < 80.0
    roc_9_4h_gt_neg_10 = protection_roc_9_4h > -10.0
    roc_9_4h_gt_neg_15 = protection_roc_9_4h > -15.0
    roc_9_4h_gt_neg_20 = protection_roc_9_4h > -20.0
    roc_9_4h_gt_neg_25 = protection_roc_9_4h > -25.0
    roc_9_4h_gt_neg_30 = protection_roc_9_4h > -30.0
    roc_9_4h_gt_neg_35 = protection_roc_9_4h > -35.0
    roc_9_4h_gt_neg_40 = protection_roc_9_4h > -40.0
    roc_9_4h_gt_neg_50 = protection_roc_9_4h > -50.0
    roc_9_4h_gt_neg_60 = protection_roc_9_4h > -60.0
    roc_9_4h_gt_neg_70 = protection_roc_9_4h > -70.0
    roc_9_4h_lt_10 = protection_roc_9_4h < 10.0
    roc_9_4h_lt_100 = protection_roc_9_4h < 100.0
    roc_9_4h_lt_120 = protection_roc_9_4h < 120.0
    roc_9_4h_lt_130 = protection_roc_9_4h < 130.0
    roc_9_4h_lt_15 = protection_roc_9_4h < 15.0
    roc_9_4h_lt_20 = protection_roc_9_4h < 20.0
    roc_9_4h_lt_25 = protection_roc_9_4h < 25.0
    roc_9_4h_lt_250 = protection_roc_9_4h < 250.0
    roc_9_4h_lt_30 = protection_roc_9_4h < 30.0
    roc_9_4h_lt_300 = protection_roc_9_4h < 300.0
    roc_9_4h_lt_35 = protection_roc_9_4h < 35.0
    roc_9_4h_lt_40 = protection_roc_9_4h < 40.0
    roc_9_4h_lt_50 = protection_roc_9_4h < 50.0
    roc_9_4h_lt_60 = protection_roc_9_4h < 60.0
    roc_9_4h_lt_70 = protection_roc_9_4h < 70.0
    roc_9_4h_lt_75 = protection_roc_9_4h < 75.0
    roc_9_4h_lt_80 = protection_roc_9_4h < 80.0
    rsi_14_15m_gt_70 = protection_rsi_14_15m > 70.0
    rsi_14_15m_gt_80 = protection_rsi_14_15m > 80.0
    rsi_14_15m_gt_85 = protection_rsi_14_15m > 85.0
    rsi_14_15m_gt_90 = protection_rsi_14_15m > 90.0
    rsi_14_15m_gt_95 = protection_rsi_14_15m > 95.0
    rsi_14_1h_gt_70 = protection_rsi_14_1h > 70.0
    rsi_14_1h_gt_75 = protection_rsi_14_1h > 75.0
    rsi_14_1h_gt_80 = protection_rsi_14_1h > 80.0
    rsi_14_1h_gt_85 = protection_rsi_14_1h > 85.0
    rsi_14_1h_gt_90 = protection_rsi_14_1h > 90.0
    rsi_14_1h_gt_95 = protection_rsi_14_1h > 95.0
    rsi_14_4h_gt_60 = protection_rsi_14_4h > 60.0
    rsi_14_4h_gt_70 = protection_rsi_14_4h > 70.0
    rsi_14_4h_gt_80 = protection_rsi_14_4h > 80.0
    rsi_14_4h_gt_90 = protection_rsi_14_4h > 90.0
    rsi_14_4h_gt_95 = protection_rsi_14_4h > 95.0
    rsi_3_15m_lt_70 = protection_rsi_3_15m < 70.0
    rsi_3_15m_lt_75 = protection_rsi_3_15m < 75.0
    rsi_3_15m_lt_80 = protection_rsi_3_15m < 80.0
    rsi_3_15m_lt_85 = protection_rsi_3_15m < 85.0
    rsi_3_15m_lt_90 = protection_rsi_3_15m < 90.0
    rsi_3_1d_gt_10 = protection_rsi_3_1d > 10.0
    rsi_3_1d_gt_15 = protection_rsi_3_1d > 15.0
    rsi_3_1d_gt_20 = protection_rsi_3_1d > 20.0
    rsi_3_1d_gt_25 = protection_rsi_3_1d > 25.0
    rsi_3_1d_gt_3 = protection_rsi_3_1d > 3.0
    rsi_3_1d_gt_30 = protection_rsi_3_1d > 30.0
    rsi_3_1d_gt_35 = protection_rsi_3_1d > 35.0
    rsi_3_1d_gt_40 = protection_rsi_3_1d > 40.0
    rsi_3_1d_gt_45 = protection_rsi_3_1d > 45.0
    rsi_3_1d_gt_5 = protection_rsi_3_1d > 5.0
    rsi_3_1d_gt_50 = protection_rsi_3_1d > 50.0
    rsi_3_1d_gt_55 = protection_rsi_3_1d > 55.0
    rsi_3_1d_gt_60 = protection_rsi_3_1d > 60.0
    rsi_3_1d_gt_65 = protection_rsi_3_1d > 65.0
    rsi_3_1h_gt_20 = protection_rsi_3_1h > 20.0
    rsi_3_1h_gt_25 = protection_rsi_3_1h > 25.0
    rsi_3_1h_gt_35 = protection_rsi_3_1h > 35.0
    rsi_3_1h_gt_40 = protection_rsi_3_1h > 40.0
    rsi_3_1h_gt_45 = protection_rsi_3_1h > 45.0
    rsi_3_1h_gt_50 = protection_rsi_3_1h > 50.0
    rsi_3_1h_gt_55 = protection_rsi_3_1h > 55.0
    rsi_3_1h_lt_60 = protection_rsi_3_1h < 60.0
    rsi_3_1h_lt_70 = protection_rsi_3_1h < 70.0
    rsi_3_1h_lt_75 = protection_rsi_3_1h < 75.0
    rsi_3_1h_lt_80 = protection_rsi_3_1h < 80.0
    rsi_3_1h_lt_85 = protection_rsi_3_1h < 85.0
    rsi_3_1h_lt_90 = protection_rsi_3_1h < 90.0
    rsi_3_4h_gt_20 = protection_rsi_3_4h > 20.0
    rsi_3_4h_gt_25 = protection_rsi_3_4h > 25.0
    rsi_3_4h_gt_30 = protection_rsi_3_4h > 30.0
    rsi_3_4h_gt_35 = protection_rsi_3_4h > 35.0
    rsi_3_4h_gt_40 = protection_rsi_3_4h > 40.0
    rsi_3_4h_gt_45 = protection_rsi_3_4h > 45.0
    rsi_3_4h_gt_50 = protection_rsi_3_4h > 50.0
    rsi_3_4h_gt_55 = protection_rsi_3_4h > 55.0
    rsi_3_4h_gt_65 = protection_rsi_3_4h > 65.0
    stochrsi_k_15m_lt_10 = protection_stochrsik_14_14_3_3_15m < 10.0
    stochrsi_k_15m_lt_20 = protection_stochrsik_14_14_3_3_15m < 20.0
    stochrsi_k_15m_lt_30 = protection_stochrsik_14_14_3_3_15m < 30.0
    stochrsi_k_15m_lt_40 = protection_stochrsik_14_14_3_3_15m < 40.0
    stochrsi_k_15m_lt_50 = protection_stochrsik_14_14_3_3_15m < 50.0
    stochrsi_k_15m_lt_60 = protection_stochrsik_14_14_3_3_15m < 60.0
    stochrsi_k_15m_lt_70 = protection_stochrsik_14_14_3_3_15m < 70.0
    stochrsi_k_15m_lt_80 = protection_stochrsik_14_14_3_3_15m < 80.0
    stochrsi_k_15m_lt_90 = protection_stochrsik_14_14_3_3_15m < 90.0
    stochrsi_k_1h_lt_15 = protection_stochrsik_14_14_3_3_1h < 15.0
    stochrsi_k_1h_lt_20 = protection_stochrsik_14_14_3_3_1h < 20.0
    stochrsi_k_1h_lt_30 = protection_stochrsik_14_14_3_3_1h < 30.0
    stochrsi_k_1h_lt_40 = protection_stochrsik_14_14_3_3_1h < 40.0
    stochrsi_k_1h_lt_50 = protection_stochrsik_14_14_3_3_1h < 50.0
    stochrsi_k_1h_lt_60 = protection_stochrsik_14_14_3_3_1h < 60.0
    stochrsi_k_1h_lt_70 = protection_stochrsik_14_14_3_3_1h < 70.0
    stochrsi_k_1h_lt_80 = protection_stochrsik_14_14_3_3_1h < 80.0
    stochrsi_k_1h_lt_85 = protection_stochrsik_14_14_3_3_1h < 85.0
    stochrsi_k_1h_lt_90 = protection_stochrsik_14_14_3_3_1h < 90.0
    stochrsi_k_4h_lt_10 = protection_stochrsik_14_14_3_3_4h < 10.0
    stochrsi_k_4h_lt_15 = protection_stochrsik_14_14_3_3_4h < 15.0
    stochrsi_k_4h_lt_20 = protection_stochrsik_14_14_3_3_4h < 20.0
    stochrsi_k_4h_lt_30 = protection_stochrsik_14_14_3_3_4h < 30.0
    stochrsi_k_4h_lt_40 = protection_stochrsik_14_14_3_3_4h < 40.0
    stochrsi_k_4h_lt_50 = protection_stochrsik_14_14_3_3_4h < 50.0
    stochrsi_k_4h_lt_60 = protection_stochrsik_14_14_3_3_4h < 60.0
    stochrsi_k_4h_lt_70 = protection_stochrsik_14_14_3_3_4h < 70.0
    stochrsi_k_4h_lt_80 = protection_stochrsik_14_14_3_3_4h < 80.0
    stochrsi_k_4h_lt_85 = protection_stochrsik_14_14_3_3_4h < 85.0
    stochrsi_k_4h_lt_90 = protection_stochrsik_14_14_3_3_4h < 90.0

    # Reused long-global RSI comparison masks
    rsi_14_15m_lt_30 = protection_rsi_14_15m < 30.0
    rsi_14_1h_lt_40 = protection_rsi_14_1h < 40.0
    rsi_14_4h_lt_50 = protection_rsi_14_4h < 50.0
    rsi_14_15m_lt_40 = protection_rsi_14_15m < 40.0
    rsi_14_4h_lt_40 = protection_rsi_14_4h < 40.0
    rsi_14_1h_lt_30 = protection_rsi_14_1h < 30.0
    rsi_14_1h_lt_50 = protection_rsi_14_1h < 50.0
    rsi_3_15m_gt_20 = protection_rsi_3_15m > 20.0
    rsi_3_15m_gt_15 = protection_rsi_3_15m > 15.0
    rsi_3_15m_gt_10 = protection_rsi_3_15m > 10.0
    rsi_3_15m_gt_25 = protection_rsi_3_15m > 25.0
    rsi_14_4h_lt_30 = protection_rsi_14_4h < 30.0
    rsi_3_15m_gt_30 = protection_rsi_3_15m > 30.0
    rsi_3_1h_gt_30 = protection_rsi_3_1h > 30.0
    rsi_14_15m_lt_20 = protection_rsi_14_15m < 20.0
    rsi_3_4h_gt_60 = protection_rsi_3_4h > 60.0
    rsi_3_15m_gt_5 = protection_rsi_3_15m > 5.0
    rsi_3_15m_gt_35 = protection_rsi_3_15m > 35.0
    rsi_3_15m_gt_40 = protection_rsi_3_15m > 40.0
    rsi_3_15m_gt_45 = protection_rsi_3_15m > 45.0
    rsi_3_1h_gt_5 = protection_rsi_3_1h > 5.0
    rsi_3_1h_gt_10 = protection_rsi_3_1h > 10.0
    rsi_3_1h_gt_15 = protection_rsi_3_1h > 15.0
    rsi_3_1h_gt_60 = protection_rsi_3_1h > 60.0
    rsi_3_1h_gt_65 = protection_rsi_3_1h > 65.0
    rsi_3_4h_gt_3 = protection_rsi_3_4h > 3.0
    rsi_3_4h_gt_5 = protection_rsi_3_4h > 5.0
    rsi_3_4h_gt_10 = protection_rsi_3_4h > 10.0
    rsi_3_4h_gt_15 = protection_rsi_3_4h > 15.0
    rsi_14_4h_lt_20 = protection_rsi_14_4h < 20.0
    rsi_14_4h_lt_60 = protection_rsi_14_4h < 60.0
    rsi_14_4h_lt_70 = protection_rsi_14_4h < 70.0
    rsi_14_4h_lt_80 = protection_rsi_14_4h < 80.0
    rsi_14_1h_lt_20 = protection_rsi_14_1h < 20.0
    rsi_14_1h_lt_60 = protection_rsi_14_1h < 60.0
    rsi_14_1h_lt_70 = protection_rsi_14_1h < 70.0
    rsi_14_15m_lt_50 = protection_rsi_14_15m < 50.0

    # Global protections Long
    # Reused protection RSI and ROC masks
    rsi_3_15m_gt_3 = protection_rsi_3_15m > 3.0
    rsi_3_4h_lt_80 = protection_rsi_3_4h < 80.0
    rsi_3_4h_lt_90 = protection_rsi_3_4h < 90.0
    roc_9_1d_gt_neg_50 = protection_roc_9_1d > -50.0
    top_wick_pct_1d_lt_10 = protection_top_wick_pct_1d < 10.0
    rsi_3_4h_lt_70 = protection_rsi_3_4h < 70.0
    aroonu_14_15m_lt_20 = protection_aroonu_14_15m < 20.0
    aroonu_14_15m_lt_25 = protection_aroonu_14_15m < 25.0
    rsi_3_4h_lt_60 = protection_rsi_3_4h < 60.0
    rsi_3_gt_10 = protection_rsi_3 > 10.0
    rsi_14_15m_lt_10 = protection_rsi_14_15m < 10.0
    roc_9_1d_gt_neg_40 = protection_roc_9_1d > -40.0
    change_pct_1d_lt_10 = protection_change_pct_1d < 10.0
    top_wick_pct_1d_lt_20 = protection_top_wick_pct_1d < 20.0
    rsi_3_1h_gt_3 = protection_rsi_3_1h > 3.0
    rsi_3_gt_5 = protection_rsi_3 > 5.0
    roc_9_1d_gt_neg_30 = protection_roc_9_1d > -30.0
    change_pct_1d_gt_neg_10 = protection_change_pct_1d > -10.0
    change_pct_1d_lt_30 = protection_change_pct_1d < 30.0
    cci_20_4h_lt_neg_200 = protection_cci_20_4h < -200.0
    cci_20_1h_gt_250 = protection_cci_20_1h > 250.0
    top_wick_pct_1d_lt_25 = protection_top_wick_pct_1d < 25.0
    stochrsik_14_14_3_3_1h_gt_70 = protection_stochrsik_14_14_3_3_1h > 70.0
    roc_9_1d_gt_neg_15 = protection_roc_9_1d > -15.0
    change_pct_1d_lt_50 = protection_change_pct_1d < 50.0
    cci_20_4h_gt_200 = protection_cci_20_4h > 200.0
    cci_20_15m_gt_250 = protection_cci_20_15m > 250.0
    aroonu_14_15m_lt_80 = protection_aroonu_14_15m < 80.0
    rsi_3_15m_lt_95 = protection_rsi_3_15m < 95.0
    rsi_14_4h_lt_75 = protection_rsi_14_4h < 75.0
    rsi_14_4h_lt_45 = protection_rsi_14_4h < 45.0
    rsi_14_1h_lt_35 = protection_rsi_14_1h < 35.0
    rsi_14_1d_gt_50 = protection_rsi_14_1d > 50.0
    rsi_14_15m_lt_25 = protection_rsi_14_15m < 25.0
    roc_9_1d_gt_neg_25 = protection_roc_9_1d > -25.0
    roc_9_15m_lt_10 = protection_roc_9_15m < 10.0
    cmf_20_1d_gt_neg_0_20 = protection_cmf_20_1d > -0.20
    change_pct_1d_gt_neg_20 = protection_change_pct_1d > -20.0
    cci_20_1h_lt_neg_250 = protection_cci_20_1h < -250.0
    aroond_14_4h_lt_50 = protection_aroond_14_4h < 50.0
    willr_14_4h_gt_neg_10 = protection_willr_14_4h > -10.0
    top_wick_pct_4h_lt_10 = protection_top_wick_pct_4h < 10.0
    top_wick_pct_1d_lt_50 = protection_top_wick_pct_1d < 50.0
    stochrsik_14_14_3_3_4h_gt_80 = protection_stochrsik_14_14_3_3_4h > 80.0
    stochrsik_14_14_3_3_4h_gt_60 = protection_stochrsik_14_14_3_3_4h > 60.0

    df["protections_long_global"] = (
      # 5m & 15m & 1h & 4h & 1d down move, 1h & 4h & 1d still not low enough
      (
        (protection_rsi_3 > 1.0)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | rsi_3_1d_gt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (protection_rsi_14_1d < 30.0)
        | (cci_20_1h_lt_neg_250)
        | (cci_20_4h_lt_neg_200)
      )
      # 5m & 4h & 1d down move, 15m & 1h & 4h still not low enough, 1d still high
      & (
        (protection_rsi_3 > 1.0)
        | (rsi_3_4h_gt_10)
        | rsi_3_1d_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_15m_lt_20
        | (protection_stochrsik_14_14_3_3_1d < 50.0)
      )
      # 5m down move, 15m & 1h & 4h still high, 15m high
      & (
        (protection_rsi_3 > 3.0)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_70
        | stochrsi_k_15m_lt_70
      )
      # 1h & 4h down move, 15m & 1h & 4h downtrend, 1h still high
      & (
        (rsi_3_gt_5)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_55
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_4h_lt_60
        | roc_9_1d_lt_80
      )
      # 5m & 15m & 1h down move, 1h & 4h still high, 15m still high, 1h high
      & (
        (rsi_3_gt_5)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_85
        | stochrsi_k_1h_lt_70
      )
      # 5m & 15m & 1h & 4h down move, 4h high
      & (
        (rsi_3_gt_5)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_55
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_70
      )
      # 5m & 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 4h high
      & (
        (rsi_3_gt_5)
        | rsi_3_15m_gt_30
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_80
      )
      # 5m & 15m & 4h down move, 15m & 1h & 4h still high, 15m & 1h still high
      & (
        (rsi_3_gt_5)
        | rsi_3_15m_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_50
      )
      # 5m & 4h & 1d down move, 15m high
      & ((rsi_3_gt_5) | (rsi_3_4h_gt_10) | rsi_3_1d_gt_15 | aroonu_14_15m_lt_60 | stochrsi_k_15m_lt_70)
      # 5m & 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h stil high, 15m & 4h high
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | stochrsi_k_15m_lt_60
        | stochrsi_k_4h_lt_70
      )
      # 5m & 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h high
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | stochrsi_k_15m_lt_50
      )
      # 5m & 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m high
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_60
      )
      # 5m & 15m & 1h down move, 15m & 1h still high, 4h high, 15m still not low enough, 5h overbought
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_25
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_80
        | stochrsi_k_15m_lt_20
        | roc_9_4h_lt_80
      )
      # 5m & 15m & 1h & 1d down move, 1h & 4h still high, 1d downtrend
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_25
        | (rsi_3_1h_gt_65)
        | rsi_3_1d_gt_25
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_1d_gt_neg_0_20)
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_15)
      )
      # 5m & 15m & 4h down move, 15m & 1h still not low enough, 4h still high, 15m & 4h high
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
        | stochrsi_k_15m_lt_60
      )
      # 5m & 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 15m & 4h high
      & (
        (rsi_3_gt_10)
        | rsi_3_15m_gt_30
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
        | stochrsi_k_15m_lt_30
        | stochrsi_k_4h_lt_50
      )
      # 5m & 15m & 1h down move, 15m still high, 1h & 4h high, 4h high & overbought
      & (
        (protection_rsi_3 > 15.0)
        | rsi_3_15m_gt_30
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_40
        | aroonu_14_4h_lt_80
        | stochrsi_k_15m_lt_20
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h down move, 1h still high, 15m & 1h downtrend
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_3)
        | rsi_3_4h_gt_20
        | aroonu_14_1h_lt_50
        | (protection_roc_9_15m > -10.0)
        | roc_9_1h_gt_neg_15
      )
      # 15m & 1h & 4h down move, 15m downtrend, 1h still high, 4h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_30
        | (cmf_20_15m_gt_neg_020)
        | aroonu_14_1h_lt_50
        | stochrsi_k_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m downtrend, 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m downtrend, 15m & 1h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | (cmf_20_15m_gt_neg_030)
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_20
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 15m downtrend, 4h overbought
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_35
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_020)
        | roc_9_4h_lt_15
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_40
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_30
      )
      # 15m & 1h & 4h down move, 4h still high, 1h downtrend, 4h still high
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_45
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_030)
        | aroonu_14_4h_lt_40
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m downtrend
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_25
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_4h_lt_25
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m still not low enough
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_45
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (aroonu_14_15m_lt_25)
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m & 1h & 4h downtrend, 1h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_025)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_1h_lt_30
      )
      # 15m & 1h & 4h & 1d down move, 1h still high, 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_50
        | aroonu_14_1h_lt_50
        | (cci_20_1h_lt_neg_250)
        | (protection_cci_20_4h < -250.0)
      )
      # 15m & 1h & 4h down move, 4h downtrend, 15m & 1h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | (cmf_20_4h_gt_neg_030)
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_30
      )
      # 15m & 4h down move, 15m & 1h & 4h still not low enough, 1h still not low enough
      & (
        (rsi_3_15m_gt_3)
        | (rsi_3_4h_gt_10)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | stochrsi_k_1h_lt_30
      )
      # 15m & 4h down move, 1h & 4h still high, 15m still not low enough, 1h still high
      & (
        (rsi_3_15m_gt_3)
        | rsi_3_4h_gt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (aroonu_14_15m_lt_25)
        | stochrsi_k_1h_lt_50
      )
      # 15m down move, 15m & 1h high
      & ((rsi_3_15m_gt_3) | aroonu_14_15m_lt_70 | aroonu_14_1h_lt_90 | stochrsi_k_15m_lt_50 | stochrsi_k_1h_lt_90)
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 1h & 4h still not low enough, 4h downtrend
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_20
        | cmf_20_15m_gt_neg_015
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_015)
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_20
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 1h still high, 15m still not low enough, 15m & 1h downtrend
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_20
        | (cmf_20_15m_gt_neg_020)
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_40
        | stochrsi_k_15m_lt_30
        | (protection_roc_9_15m > -15.0)
        | roc_9_1h_gt_neg_15
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 15m & 4h still not low enough
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_20
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_025)
        | stochrsi_k_15m_lt_20
        | stochrsi_k_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 15m still not low enough
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_20
        | cmf_20_15m_gt_neg_040
        | (cmf_20_1h_gt_neg_040)
        | stochrsi_k_15m_lt_20
      )
      # 5m & 1h & 4h down move, 1h & 4h downtrend, 15m still high, 4h still not low enough
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_20
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_10
      )
      # 15m & 1h & 4h & 1d down move, 15m downtrend, 15m still not low enough, 1h downtrend
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_30
        | (cmf_20_15m_gt_neg_020)
        | stochrsi_k_15m_lt_10
        | roc_9_1h_gt_neg_10
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 15m still not low enough
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_25
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_030)
        | (cmf_20_4h_gt_neg_030)
        | stochrsi_k_15m_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 15m still high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_25
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | aroonu_14_15m_lt_50
      )
      # 15m & 1h & 4h & 1d down move, 15m downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_40
        | (cmf_20_15m_gt_neg_030)
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 15m & 4h still not low enough
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_30
        | cmf_20_15m_gt_neg_015
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_020)
        | stochrsi_k_15m_lt_10
        | stochrsi_k_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 1h still not low enugh, 4h still high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_40
        | cmf_20_15m_gt_neg_010
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 4h still high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_5)
        | (rsi_14_1h_lt_20)
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_040)
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 1h still high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_30
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_030)
        | stochrsi_k_1h_lt_50
      )
      # 15m & 1h & 4h & 1d down move, 15m downtrend, 1h still high, 1h & 4h still not low enough, 4h overbought
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_55
        | rsi_3_1d_gt_55
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_1h_lt_40
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_20
        | roc_9_4h_lt_10
      )
      # 15m & 1h down move, 1h & 4h still not low enough, 4h high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_10)
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_20
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_90
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m & 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_25
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_025)
        | (cmf_20_4h_gt_neg_015)
      )
      # 15m & 1h & 4h down move, 1h & 4h stil not low enough, 15m & 1h & 4h downtrend, 1h still high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_1h_lt_50
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m & 4h still not low enough, 15m & 4h still not low
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_35
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_010
        | (cmf_20_4h_gt_neg_020)
        | stochrsi_k_15m_lt_20
        | stochrsi_k_4h_lt_30
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m still high
      & (
        (rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | rsi_3_4h_gt_55 | rsi_14_1h_lt_30 | rsi_14_4h_lt_40 | aroonu_14_15m_lt_50
      )
      # 15m & 1h down move, 1h high, 4h high
      & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | aroonu_14_1h_lt_80 | stochrsi_k_4h_lt_80)
      # 15m & 1h & 4h down move, 1h still not low enough, 4h still high, 15m still not low enough, 1d high & overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_35
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | stochrsi_k_15m_lt_20
        | (protection_stochrsik_14_14_3_3_1d < 90.0)
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m downtrend, 1h still high, 15m still not low enough
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_40
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_20
      )
      # 15m & 1h down move, 1h & 4h high
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_20
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h & 1d down move, 15m downtrend
      & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_20 | rsi_3_4h_gt_25 | rsi_3_1d_gt_5 | cmf_20_15m_gt_neg_040)
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 15m still high, 4h overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_20
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_50
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 15m downtrend, 4h high
      & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_25 | rsi_3_4h_gt_25 | (cmf_20_15m_gt_neg_030) | aroonu_14_4h_lt_80)
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 4h downtrend, 4h high
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_4h_gt_neg_020)
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 1h high, 4h downtrend
      & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_30 | rsi_3_4h_gt_40 | aroonu_14_1h_lt_70 | roc_9_4h_gt_neg_40)
      # 15m & 1h & 4h down move, 1h & 4h still high, 15m downtrend
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_50
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_4h_lt_50
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high, 1h high, 4h overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_80
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h & 4h still high, 15m still high
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_50
        | stochrsi_k_15m_lt_50
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 4h high
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_60
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_80
      )
      # 15m & 1h & 3h down move, 1h & 4h still not low enough, 15m downtrend, 1h still high
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_030)
        | stochrsi_k_1h_lt_50
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_1d_lt_70
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | stochrsi_k_1h_lt_70
        | roc_9_1d_lt_60
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m still not low enough
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | (rsi_14_15m_lt_10)
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_30
        | stochrsi_k_15m_lt_20
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_75
        | aroonu_14_4h_lt_90
        | roc_9_1h_lt_10
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 15m downtrend, 1h still high
      & (
        (rsi_3_15m_gt_5)
        | (rsi_3_1h_gt_65)
        | rsi_3_4h_gt_65
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | cmf_20_15m_gt_neg_040
        | aroonu_14_1h_lt_50
      )
      # 15m & 4h down move, 15m & 1h still not low enough, 4h still high, 1h & 4h still not low enough, 1d overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_3_4h_gt_20
        | (rsi_14_15m_lt_10)
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_20
        | roc_9_1d_lt_20
      )
      # 15m down move, 15m still not low enough, 1h & 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_10
      )
      # 15m down move, 15m still not low enough, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_5)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_70
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m & 1h & 4h downtrend, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_10)
        | (protection_rsi_14_1h < 10.0)
        | (rsi_14_4h_lt_20)
        | cmf_20_15m_gt_neg_015
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_015)
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 4h still high, 15m & 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 4h still high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | (cmf_20_15m_gt_neg_025)
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_015)
        | aroonu_14_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h downtrend, 15m still high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_040)
        | stochrsi_k_15m_lt_50
      )
      # 15m & 1h & 4h down move, 1h & 4h downtrend, 1h still high, 1h downtrend
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | (cmf_20_1h_gt_neg_030)
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_1h_lt_50
        | roc_9_1h_gt_neg_15
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m still high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | (rsi_3_4h_gt_15)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_30
        | stochrsi_k_15m_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 15m still high, 4h still not low enough
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_20
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_025)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_20
      )
      # 15m & 1h & 4h down move, 1h & 15m still high, 1h downtrend
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_20
        | aroonu_14_1h_lt_40
        | stochrsi_k_15m_lt_50
        | roc_9_1h_gt_neg_10
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 4h high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_25
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_4h_lt_70
      )
      # 15m & 1h & 4h down move, 4h still not low enough, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_25
        | rsi_14_4h_lt_30
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h downtrend, 15m still not low enough
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_30
        | (rsi_14_15m_lt_10)
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_020)
        | cmf_20_1h_gt_neg_015
        | stochrsi_k_15m_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h downtrend, 4h still high, 4h downtrend
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_015
        | (cmf_20_1h_gt_neg_025)
        | aroonu_14_4h_lt_40
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 15m & 1h downtrend
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (protection_roc_9_15m > -10.0)
        | roc_9_1h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | roc_9_1d_lt_200
      )
      # 15m & 1h down move, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_10)
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_80)
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_20
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h downtrend, 15m still not low enough
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_025)
        | stochrsi_k_15m_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h & 4h downtrend, 1h still not low enough
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_025)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_1h_lt_30
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 4h high, 1d overbought
      & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | rsi_3_4h_gt_45 | rsi_14_1h_lt_30 | (rsi_14_4h_lt_60) | roc_9_1d_lt_200)
      # 15m & 1h & 4h down move, 1h downtrend, 4h high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_55
        | rsi_14_4h_lt_50
        | cmf_20_1h_gt_neg_04
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 1h & 4h downtrend, 15m & 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_020)
        | (aroonu_14_15m_lt_25)
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 15m still high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_030)
        | (cmf_20_4h_gt_neg_030)
        | stochrsi_k_15m_lt_50
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 4h still high, 1h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_025)
        | aroonu_14_4h_lt_50
        | (protection_cci_20_1h < -200.0)
        | (protection_cci_20_4h < -0.0)
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_25
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h & 1d down move, 1h still not low enough, 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_45
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_80
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h stil high, 1h & 4h downtrend, 1h & 4h still not low
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_45
        | (rsi_14_15m_lt_10)
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | stochrsi_k_1h_lt_40
        | roc_9_1d_lt_100
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_90
        | roc_9_4h_lt_25
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high, 1h & 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_20
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_10
        | roc_9_1d_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 1h & 4h still high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_020)
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low, 4h still high, 15m & 1h downtrend, 4h not low, 4h downtrend
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | cmf_20_15m_gt_neg_010
        | (cmf_20_1h_gt_neg_020)
        | aroonu_14_4h_lt_20
        | roc_9_4h_gt_neg_10
      )
      # 15m & 1h & 4h down move, 1h & 4h not low enouhg, 15m downtrend, 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_4h_lt_60
        | roc_9_1d_lt_25
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h still not low enough, 4h still high. 1d high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (protection_aroonu_14_1d < 70.0)
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 1h & 4h still not low enough, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_1h_lt_25
        | aroonu_14_4h_lt_25
        | roc_9_1h_gt_neg_10
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 1d down move, 1h still not low enough, 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_1d_gt_25
        | rsi_14_1h_lt_30
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_90
        | roc_9_1h_gt_neg_20
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 1d down move, 15m still not low enough, 1h & 4h still high, 1h high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_25
        | rsi_3_1d_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_70
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 15m & 1h downtrend
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_025)
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_45
        | (protection_rsi_14_1h < 45.0)
        | (protection_rsi_14_4h < 55.0)
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_25
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 15m downtrend, 4h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_60
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_4h_lt_80
      )
      # 15m & 1h down move, 4h high, 1d downtrend, 1h still not low enough, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_30
        | (rsi_14_4h_lt_70)
        | (protection_cmf_20_1d > -0.3)
        | aroonu_14_1h_lt_30
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h not low enough, 4h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_15
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_35)
        | stochrsi_k_15m_lt_30
        | stochrsi_k_4h_lt_85
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1 & 4h still not low enough, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_60
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h & 4h downtrend, 1h still high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_030)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | stochrsi_k_1h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h still high, 1d downtrend
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (protection_aroonu_14_15m < 10.0)
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h down move, 4h still high, 15m downtrend, 1h & 1d high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_40
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_03
        | aroonu_14_1h_lt_60
        | (protection_aroonu_14_1d < 90.0)
        | (protection_stochrsik_14_14_3_3_1d < 80.0)
      )
      # 15m & 1h down move, 15m & 1h still high, 1h & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 1h & 4h sitll high, 15m & 1h & 4h downtrend, 1h & 4h still high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_65
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m stil not low enough, 1h & 4h still high, 15m & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_1d_lt_200
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h downtrend, 1h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_1h_lt_70
      )
      # 15m & 1h & 4h down move, 1h & 4h still not low enough, 15m & 4h downtrend, 1h & 4h still high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_040
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_1h_lt_40
        | stochrsi_k_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 14h & 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | roc_9_4h_lt_20
        | roc_9_1d_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | (rsi_14_4h_lt_70)
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_30
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_20
        | roc_9_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h downtrend, 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_4h_lt_80
        | roc_9_1h_lt_10
      )
      # 15m & 1h & 4h down move, 1h & 4h downtrend, 15m still high, 1h high
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | cmf_20_1h_gt_neg_0
        | cmf_20_4h_gt_neg_04
        | aroonu_14_15m_lt_50
        | stochrsi_k_1h_lt_90
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_40
        | roc_9_1d_lt_200
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_10
        | roc_9_1d_lt_50
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 15m still not low enough, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | (protection_aroonu_14_15m < 10.0)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 15m & 1h high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_1h_gt_neg_0
        | cmf_20_4h_gt_neg_0
        | aroonu_14_15m_lt_50
        | stochrsi_k_1h_lt_80
      )
      # 15m & 1h down move, 15m & 4h high, 4h overbought
      & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_65) | (aroonu_14_15m_lt_80) | aroonu_14_4h_lt_85 | roc_9_4h_lt_100)
      # 15m & 1h down move, 15m & 1h & 4h still high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_20
        | roc_9_4h_lt_30
      )
      # 15m & 4h & 1d down move, 15m high, 15m & 4h still high
      & (
        (rsi_3_15m_gt_10)
        | (rsi_3_4h_gt_15)
        | rsi_3_1d_gt_20
        | aroonu_14_15m_lt_70
        | stochrsi_k_15m_lt_40
        | stochrsi_k_4h_lt_50
      )
      # 15m & 4h & 1d down move, 15m & 1h still not low enough, 1h still high, 4h & 1d downtrend
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_4h_gt_20
        | rsi_3_1d_gt_20
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | stochrsi_k_1h_lt_40
        | roc_9_4h_gt_neg_25
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 4h down move, 1h & 4h stil high, 15m high, 4h overbought
      & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_60 | rsi_14_1h_lt_50 | rsi_14_4h_lt_50 | aroonu_14_15m_lt_70 | roc_9_4h_lt_30)
      # 15m down move, 15m still not low enough, 1h & 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_30
        | roc_9_4h_lt_80
      )
      # 15m down move, 15m & 1h & 4h still high, 15m still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_80
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_15)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_35
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h high, 15m still not low enough
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_15)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | aroonu_14_1h_lt_70
        | stochrsi_k_15m_lt_30
      )
      # 15m & 1h & 4h & 1d down move, 1h & 4h still not low enough, 1h & 4h downtrend, 4h still high
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_25
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_4h_lt_40
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h & 1d down move, 1h still not low enough, 4h still high, 4h downtrend, 1h still not low enough
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_50
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_40
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_1h_lt_20
      )
      # 15m & 1h & 4h & 1d down move, 15m downtrend, 15m & 4h high, 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_50
        | (cmf_20_15m_gt_neg_020)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | (roc_9_1d_gt_neg_40)
      )
      # 15m & 1h & 4h & 1d down move, 4h still not low enough, 15m & 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_40
        | rsi_3_1d_gt_40
        | (protection_rsi_14_15m > 20.0)
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_020)
        | cmf_20_4h_gt_neg_0
        | aroonu_14_4h_lt_20
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 4h high, 1h downtrend
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_45
        | rsi_14_1h_lt_30
        | (rsi_14_4h_lt_45)
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_90
        | roc_9_1h_gt_neg_30
      )
      # 15m & 1h & 4h down move, 4h high, 1d overbought
      & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | rsi_3_4h_gt_45 | aroonu_14_4h_lt_80 | roc_9_1d_lt_150)
      # 15m & 1h down move, 15m & 1h still not low enough, 4h still high, 4h high
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_60
        | stochrsi_k_4h_lt_90
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high. 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_15)
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 15m downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_050)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m high, 1h still high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_60
        | stochrsi_k_1h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 15m downtrend, 4h high, 1h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_4h_lt_60
        | roc_9_1h_gt_neg_10
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_85
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h & 4h downtrend, 1h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_040)
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_70
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_20
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
        | stochrsi_k_4h_lt_90
      )
      # 15m & 1h & 4h & 1d down move, 15m still not low enough, 1h & 4h still high, 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_60
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_50
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | stochrsi_k_1h_lt_50
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 1d down move, 15m & 1h still not low enough, 4h high, 1d downtrend, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_25
        | rsi_3_1d_gt_25
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | (rsi_14_4h_lt_60)
        | aroonu_14_4h_lt_85
        | roc_9_1h_gt_neg_10
        | roc_9_4h_lt_30
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_25
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 15m still high 4h & 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_30
        | (rsi_14_15m_lt_25)
        | (protection_rsi_14_1h < 25.0)
        | (protection_rsi_14_4h < 25.0)
        | aroonu_14_15m_lt_50
        | roc_9_4h_gt_neg_15
        | (roc_9_1d_gt_neg_15)
      )
      # 15m & 1h & 4h down move, 15m downtrend, 15m & 1h still not low enough, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | (cmf_20_15m_gt_neg_020)
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_20
        | roc_9_1h_gt_neg_10
        | roc_9_4h_gt_neg_15
      )
      # 15m & 1h & 4h down move, 1h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_45
        | (rsi_14_1h_lt_35)
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_25
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 4h still high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_25
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_45)
        | roc_9_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high, 4h high & overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_15
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 1d downtrend, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | (protection_cmf_20_1d > -0.10)
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_20
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h down move, 15m still high, 1h & dh high, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_40
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 1d high, 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_40
        | rsi_3_1d_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (protection_rsi_14_1d < 40.0)
        | (protection_aroonu_14_1d < 70.0)
        | roc_9_4h_gt_neg_40
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h high, 1d downtrend, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_1h_gt_neg_20
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h high & overbought, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_20
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h high, 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_70
        | (protection_roc_9_1d > -20.0)
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_20
        | roc_9_4h_lt_40
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 1d downtrend, 1h & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (protection_cmf_20_1d > -0.1)
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_90
        | roc_9_1d_lt_20
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_85
        | stochrsi_k_4h_lt_85
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h & 1d down move, 1h still high, 4h still not low enough, 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_20
        | rsi_3_1d_gt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_1h_lt_50
        | (cci_20_1h_lt_neg_250)
        | (protection_cci_20_4h < -250.0)
        | roc_9_4h_gt_neg_15
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h downtrend, 1h & 4h still not low enough, 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_30
        | (rsi_14_1h_lt_35)
        | (protection_rsi_14_4h < 35.0)
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_030)
        | (cmf_20_4h_gt_neg_030)
        | (protection_cci_20_1h < -200.0)
        | (cci_20_4h_lt_neg_200)
        | (roc_9_1d_gt_neg_25)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h overbought, 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_30
        | roc_9_1h_lt_10
        | roc_9_4h_gt_neg_10
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h still high, 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_80
      )
      # 15m & 1h & 4h down move, 4h downtrend, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | (cmf_20_4h_gt_neg_010)
        | stochrsi_k_1h_lt_70
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h & 1d still high, 1h downtrend, 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (protection_rsi_14_1d < 40.0)
        | cmf_20_1h_gt_neg_015
        | stochrsi_k_15m_lt_10
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_40
        | (roc_9_1d_gt_neg_25)
      )
      # 15m down move, 15m still not low enough, 1h & 4h still high, 15m still high, 1h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_85
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h downtrend, 15m & 4h still not low, 1h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_1h_gt_neg_025)
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_30
        | stochrsi_k_1h_lt_70
      )
      # 15m ^ 1h down move, 15m & 1h & 4h still not low enough, 1h & 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_1h_lt_70
        | stochrsi_k_4h_lt_80
        | roc_9_1h_lt_10
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 15m still high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_85
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_70
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m still high, 1h & 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_85
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_60
        | stochrsi_k_1h_lt_70
        | stochrsi_k_4h_lt_70
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 1d down move, 15m still not low enough, 1h & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_55
        | rsi_3_1d_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1d_lt_50
      )
      # 14m & 1h down move, 15m & 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (protection_rsi_14_4h < 65.0)
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_35
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 5h still high, 15m still high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_50
        | roc_9_4h_lt_20
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 1d down move, 15m still not low enough, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_60)
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_70
        | roc_9_1d_lt_80
      )
      # 15m & 1h down move, 15m & 1h stil high, 4h high, 15m & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_70
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_100
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 15m downtrend, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_25
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 1h & 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_90
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_15
      )
      # 15m & 4h down move, 15m high, 4h downtrend
      & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_3) | stochrsi_k_15m_lt_70 | roc_9_4h_gt_neg_15)
      # 15m & 4h down move, 15m & 1h & 4h still not low enough, 15m & 4h downtrend, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_4h_gt_5)
        | (rsi_14_15m_lt_10)
        | (protection_rsi_14_1h < 10.0)
        | (protection_rsi_14_4h < 10.0)
        | cmf_20_15m_gt_neg_010
        | (cmf_20_4h_gt_neg_020)
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_20
        | roc_9_1h_gt_neg_15
        | roc_9_4h_gt_neg_15
      )
      # 15m & 4h & 1d down move, 15m & 1h & 4h still not low enough, 15m & 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_4h_gt_15)
        | rsi_3_1d_gt_25
        | (protection_rsi_14_15m > 25.0)
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_03
        | (protection_cmf_20_1d > -0.3)
        | aroonu_14_15m_lt_30
      )
      # 15m & 4h down move, 15m & 1h still high, 1h high, 1h over
      & (
        (rsi_3_15m_gt_15)
        | (rsi_3_4h_gt_15)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | aroonu_14_1h_lt_80
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_90
        | roc_9_1h_lt_10
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h downtrend
      & (
        (rsi_3_15m_gt_15)
        | (protection_rsi_3_4h > 20)
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_40
      )
      # 15m & 4h down move, 15m & 1h & 4h still not low enough, 15m & 4h high, 4h downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_80
        | roc_9_4h_gt_neg_20
      )
      # 15m & 4h down move, 1h high & overbought
      & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_45 | stochrsi_k_1h_lt_90 | roc_9_1h_lt_10)
      # 15m & 4h down move, 15m & 1h & 4h still high, 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_1h_lt_10
        | roc_9_4h_lt_10
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_4h_lt_70
        | stochrsi_k_15m_lt_50
        | roc_9_4h_lt_10
      )
      # 15m & 1d down move, 15m still not low enough, 1h & 4h high
      & ((rsi_3_15m_gt_15) | rsi_3_1d_gt_5 | rsi_14_15m_lt_30 | stochrsi_k_1h_lt_70 | stochrsi_k_4h_lt_70)
      # 15m & 1d down move, 15m still not low enough, 1h & 4h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_80
      )
      # 15m down move, 15m & 1h & 4h still not low enough, 15m & 1h downtrend, 15m & 1h high
      & (
        (rsi_3_15m_gt_15)
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
      )
      # 15m down move, 15m still not low enough, 1h & 4h high, 1d downtrend, 1h & 4h high
      & (
        (rsi_3_15m_gt_15)
        | (protection_rsi_14_15m < 35.0)
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_70)
        | (protection_cmf_20_1d > -0.1)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
      )
      # 15m down move, 15m still not low enough, 1h & 4h high, 1d overbought
      & ((rsi_3_15m_gt_15) | aroonu_14_15m_lt_30 | aroonu_14_1h_lt_85 | aroonu_14_4h_lt_100 | roc_9_1d_lt_250)
      # 15m down move, 15m & 1h still high, 1h high, 1h overbought, 4h & 1d downtrend
      & (
        (rsi_3_15m_gt_15)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_85
        | roc_9_1h_lt_40
        | roc_9_4h_gt_neg_50
        | (roc_9_1d_gt_neg_50)
      )
      # 15m down move, 15m still high, 1h & 4h high, 1h & 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | roc_9_1h_lt_40
        | roc_9_1d_lt_100
      )
      # 15m down move, 15m still not low enough, 1h & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_85
        | roc_9_4h_lt_20
        | roc_9_1d_lt_50
      )
      # 15m down move, 15m & 1h & 4h still high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_15)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_80
        | stochrsi_k_4h_lt_90
        | roc_9_1h_lt_20
        | roc_9_4h_lt_20
      )
      # 15m down move, 15m high, 1h & 4h overbought
      & ((rsi_3_15m_gt_15) | (protection_aroonu_14_15m < 75.0) | roc_9_1h_lt_50 | roc_9_4h_lt_80)
      # 15m & 1h & 4h down move, 1h still high, 15m still not low enough, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_5)
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_20
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 4h & 1d down move, 15m downtrend, 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_45
        | cmf_20_15m_gt_neg_040
        | aroonu_14_1h_lt_20
        | stochrsi_k_1h_lt_15
        | stochrsi_k_4h_lt_15
        | (protection_cci_20_1h < -350.0)
        | (cci_20_4h_lt_neg_200)
      )
      # 15m & 1h & 4h down move, 15m downtrend, 1h & 4h till high, 15m still high, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | cmf_20_15m_gt_neg_03
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_50
        | stochrsi_k_15m_lt_40
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h & 1d down move, 4h & 1d still not low enough, 1d downtrend, 1h & 4h still high, 1d downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_20
        | rsi_3_1d_gt_25
        | rsi_14_4h_lt_30
        | (protection_rsi_14_1d < 30.0)
        | (cmf_20_1d_gt_neg_0_20)
        | aroonu_14_1h_lt_40
        | stochrsi_k_4h_lt_40
        | (roc_9_1d_gt_neg_15)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 1h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_70
        | (protection_cci_20_1h < -200.0)
        | (cci_20_4h_lt_neg_200)
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 1d overbought
      & ((rsi_3_15m_gt_20) | rsi_3_1h_gt_20 | rsi_3_4h_gt_30 | aroonu_14_1h_lt_25 | roc_9_1d_lt_200)
      # 15m & 1h & 4h & 1d down move, 1h & 4h still not low enough, 1d still high, 1d downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_45
        | rsi_14_4h_lt_30
        | (protection_rsi_14_1d < 50.0)
        | (protection_cmf_20_1d > -0.0)
        | (protection_mfi_14_1d < 70.0)
        | (cci_20_1h_lt_neg_250)
        | (cci_20_4h_lt_neg_200)
        | roc_9_4h_gt_neg_10
        | roc_9_1d_lt_15
      )
      # 15m & 1h & 4h & 1d down move, 1h & 4h still not low enough, 15m & 1h downtrend, 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_50
        | rsi_3_1d_gt_50
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_040
        | (cmf_20_1h_gt_neg_025)
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_10
      )
      # 15m & 1h down move, 15m & 1h still not low enough, 4h still high, 15m still not low enough, 1h & 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_20
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h & 4h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_010
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 4h still high, 1h high, 1h & 4h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_70
        | roc_9_1h_gt_neg_10
        | roc_9_4h_gt_neg_10
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_010
        | cmf_20_1h_gt_neg_015
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h & 4h downtrend, 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_015
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_015)
        | stochrsi_k_4h_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m & 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (protection_aroonu_14_15m < 75.0)
        | stochrsi_k_4h_lt_90
      )
      # 15m & 1h down move, 1h still not low enough, 1h still high, 4h high & overbought, 1d downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_90
        | roc_9_4h_lt_40
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | stochrsi_k_1h_lt_50
        | roc_9_1d_lt_150
      )
      # 15m & 1h & 1d down move, 1h & 4h still high, 15m downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_25
        | rsi_3_1d_gt_55
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_03
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h still high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_30
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_50
        | roc_9_4h_gt_neg_70
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 4h still high, 1h & 4h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_40
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | aroonu_14_4h_lt_40
        | roc_9_1h_gt_neg_15
        | roc_9_4h_gt_neg_30
        | roc_9_1d_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m stil high, 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_70
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 4h downtrend, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_1h_lt_70
        | roc_9_4h_gt_neg_40
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 15m & 1h downtrend, 1h & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_20
        | roc_9_1d_lt_25
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_20
        | roc_9_1d_lt_50
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_20
        | roc_9_1d_lt_200
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_4h_lt_70
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_40
      )
      # 15m & 1h down move, 1h still high, 1h & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_20
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 4h still not low enough, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_30
        | roc_9_4h_gt_neg_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 4h still high, 15m still not low enough, 1h still high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_40
        | cmf_20_15m_gt_neg_010
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_4h_lt_40
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_40
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 4h & 1d down move, 1d still high, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_25
        | (protection_mfi_14_1d < 50.0)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
      )
      # 15m & 1h & 4h & 1d down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_55
        | rsi_3_1d_gt_55
        | (rsi_14_15m_lt_25)
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_010
        | aroonu_14_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_20
      )
      # 15m & 1h down move, 15m & 1h & 4h still not low enough, 15m still high, 1h high, 1h & 4h still high, 1d downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_90
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m still not lowenough, 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (aroonu_14_15m_lt_25)
        | aroonu_14_1h_lt_80
        | roc_9_1d_lt_80
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 15m & 1h high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
        | roc_9_4h_lt_10
      )
      # 15m & 1h down move, 15m & 1h sitll high, 4h high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_90
        | roc_9_1h_lt_20
        | roc_9_4h_lt_30
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 4h downtrend, 15m & 1h still high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_4h_gt_neg_025)
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_50
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 15m downtrend, 15m still high, 1h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | (cmf_20_15m_gt_neg_020)
        | aroonu_14_15m_lt_50
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_40
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 4d downtrend, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | (cmf_20_4h_gt_neg_040)
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 4h downtrend, 15m high, 4h & 1d downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_4h_gt_neg_040)
        | aroonu_14_15m_lt_60
        | roc_9_4h_gt_neg_20
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h down move, 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_50
        | (protection_cci_20_1h < 0.0)
        | (protection_cci_20_4h < 0.0)
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h still high, 4h high, 15m stil high, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_25
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_020)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 15m still high, 1h high, 4h & 1d downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_45
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | aroonu_14_15m_lt_40
        | stochrsi_k_1h_lt_70
        | roc_9_4h_gt_neg_25
        | (roc_9_1d_gt_neg_30)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m high, 1h still high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | stochrsi_k_1h_lt_40
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 1d down move, 15m still not low enough, 1h & 4h still high, 1h high, 4h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_45
        | rsi_3_1d_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_70
        | roc_9_4h_gt_neg_20
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low, 1h & 4h sitll high, 15m & 1h downtrend, 15m still high, 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | cmf_20_15m_gt_neg_010
        | (cmf_20_1h_gt_neg_020)
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 15m still high, 1h & 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | roc_9_1h_lt_10
        | roc_9_1d_lt_200
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 1h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_85
        | roc_9_1h_lt_10
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 15m & 1h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | (cmf_20_15m_gt_neg_025)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_90
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m still high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_50
        | roc_9_4h_gt_neg_40
      )
      # 15m & 1h & 4h down move, 1h & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_60
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_4h_lt_75
        | roc_9_4h_lt_25
        | roc_9_1d_lt_150
      )
      # 15m & 1h down move, 15m & 1h stil high, 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_4h_lt_70
        | roc_9_1h_lt_40
        | roc_9_4h_lt_50
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 15m & 1h & 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_100
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 15m & 4h high, 15m & 1h still not low enough, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (protection_rsi_14_4h < 65.0)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_80
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_30
        | roc_9_4h_lt_30
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 1h & 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_80
        | roc_9_1h_lt_15
      )
      # 15m & 1h down move, 15m still high, 1h high & overbought
      & (
        (rsi_3_15m_gt_20) | (rsi_3_1h_gt_60) | rsi_14_15m_lt_40 | rsi_14_1h_lt_50 | aroonu_14_1h_lt_70 | roc_9_1h_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_65)
        | (protection_rsi_14_15m < 35.0)
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_75)
        | aroonu_14_4h_lt_70
        | stochrsi_k_15m_lt_20
        | stochrsi_k_4h_lt_70
        | roc_9_4h_lt_100
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_020)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_90
        | roc_9_4h_lt_20
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high, 15m still high, 1h & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_1d_lt_50
      )
      # 15m & 4h down move, 15m & 1h & 4h sitll high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_15
        | roc_9_1d_lt_60
      )
      # 15m & 4h & 1d down move, 15m & 1h & 4h s till high, 15m & 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_50
        | rsi_3_1d_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
        | stochrsi_k_15m_lt_50
      )
      # 15m & 4h down move, 15m & 1h still not low enough, 15m still high, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_20
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | aroonu_14_15m_lt_40
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_25
      )
      # 15m & 4h down move, 15m & 1h still high, 4h downtrend
      & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | aroonu_14_15m_lt_50 | stochrsi_k_1h_lt_50 | roc_9_4h_gt_neg_30)
      # 15m &4d down move, 15m & 1h high, 4h downtrend
      & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | aroonu_14_15m_lt_60 | stochrsi_k_1h_lt_80 | roc_9_4h_gt_neg_30)
      # 15m & 4h down move, 4h still high, 4h downtrend, 1d overbought
      & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | aroonu_14_4h_lt_50 | roc_9_4h_gt_neg_30 | roc_9_1d_lt_100)
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m still not low enough, 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_40
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h still high, 15, & 4h still high, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_50
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_20
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m still high, 1h high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_100
        | roc_9_4h_lt_70
      )
      # 15m & 4h down move, 15m & 1h still not low enough, 1h still high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_60
        | (protection_rsi_14_15m < 35.0)
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_10
      )
      # 15m & 4h down move, 15m still high, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_100
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h high, 15m & 1h & 4h high
      & (
        (rsi_3_15m_gt_20)
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_90
        | aroonu_14_4h_lt_90
      )
      # 15m down move, 15m still not low enough, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_85
        | roc_9_1h_lt_50
        | roc_9_4h_lt_50
      )
      # 15m down move, 15m still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_80)
        | aroonu_14_4h_lt_80
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_90
        | roc_9_4h_lt_75
      )
      # 15m down move, 15m & 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_20)
        | (rsi_14_15m_lt_50)
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_50
        | roc_9_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_60
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m high, 1h & 4h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h & 4h high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_85
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h still not low enough, 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_55
        | (rsi_14_15m_lt_25)
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | stochrsi_k_15m_lt_20
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 1d down move, 1h & 4h still high, 1d downtrend, 1h high, 1h & 4h still high, 1d downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_3_1d_gt_25
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_1d_gt_neg_0_20)
        | aroonu_14_1h_lt_60
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_15)
      )
      # 15m & 1h down move, 15m still not low enough, 1h stil high, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_70
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h still not low enough, 4h stil high, 15m still high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | stochrsi_k_15m_lt_50
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h downtrend, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_30
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_040)
        | (cmf_20_4h_gt_neg_040)
        | roc_9_4h_gt_neg_40
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h still high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_1h_lt_50
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_1h_lt_50
        | stochrsi_k_1h_lt_50
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 4h still high, 15m downtrend, 15m still not low enough
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_030)
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h stil high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_30
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m still not low, 4h high, 1h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (aroonu_14_15m_lt_20)
        | aroonu_14_4h_lt_70
        | stochrsi_k_1h_lt_40
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m still high, 4h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_50
        | roc_9_4h_gt_neg_20
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h still high, 15m still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_40
      )
      # 15m & 1h & 4h down move, 1h still not low enough, 4h still high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_10
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h & 4h still high, 1d downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_50
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_40)
      )
      # 15m & 1h & 1d down move, 15m still not low enough, 1h & 4h still high, 1d downtrend, 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_1d_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_1d_gt_neg_0_20)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_85
        | roc_9_1d_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_20
        | roc_9_1d_lt_20
      )
      # 15m & 1h & 1d down move, 4h & 1d downtrend, 1h & 4h high, 1d downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_3_1d_gt_35
        | cmf_20_4h_gt_neg_01
        | (protection_cmf_20_1d > -0.1)
        | aroonu_14_1h_lt_75
        | stochrsi_k_4h_lt_70
        | (protection_roc_2_1d > -20.0)
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h & 4h downtrend, 4h high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_70)
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_80
        | roc_9_1d_lt_100
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_90
        | stochrsi_k_15m_lt_30
        | stochrsi_k_4h_lt_90
        | roc_9_1h_lt_20
        | roc_9_4h_lt_60
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_40
        | (rsi_3_4h_gt_10)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | cmf_20_1h_gt_neg_015
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_15m_lt_30
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
        | stochrsi_k_15m_lt_30
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_15
        | roc_9_1d_lt_50
      )
      # 15m & 1h down move, 15m sitll not low enough, 1h still high, 4h high, 15m & 1h downtrend, 15m & 1h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | aroonu_14_15m_lt_50
        | stochrsi_k_1h_lt_50
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | stochrsi_k_15m_lt_30
        | stochrsi_k_4h_lt_30
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 15m high, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_50
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 4h, 15m still not low enough, 1h & 4h still high, 15m downtrend, 15m & 4h high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_15m_lt_50
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_40
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_70
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 1d down move, 15m & 1h & 4h still high, 15m & 1d downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_3_1d_gt_55
        | rsi_14_15m_lt_40
        | (protection_rsi_14_1h < 45.0)
        | (rsi_14_4h_lt_45)
        | (aroonu_14_15m_lt_25)
        | aroonu_14_1h_lt_80
        | (protection_roc_9_15m > -40.0)
        | (roc_9_1d_gt_neg_40)
      )
      # 15m & 1h down move, 15m & 1h & 4h stil high, 15m & 1h & 4h high, 1d downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | stochrsi_k_1h_lt_60
        | stochrsi_k_4h_lt_80
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_70
        | stochrsi_k_1h_lt_70
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h still not low enough, 4h still high, 4h downtrend, 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_3_1d_gt_50
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_40
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_70
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_50
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 1h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_90
        | roc_9_4h_lt_10
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 15m & 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_40
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | roc_9_4h_lt_20
        | roc_9_1d_lt_100
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 15m & 1h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
        | roc_9_1h_lt_10
        | roc_9_4h_lt_10
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h downtrend, 4h high & overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_25
      )
      # 15m & 1h down move, 15m still high, 1h & 4h high, 1h overbought, 1d downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_90
        | roc_9_1h_lt_20
        | (roc_9_1d_gt_neg_30)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h high, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_60
        | stochrsi_k_4h_lt_80
        | roc_9_4h_gt_neg_15
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_90
        | roc_9_4h_lt_60
      )
      # 15m & 1h down move, 15m & 1hstill high, 4h downtrend, 15m still high, 1h high
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_1h_gt_60)
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_85
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_70
      )
      # 15m & 1h down move, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_1h_gt_60)
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_90
        | roc_9_4h_lt_120
      )
      # 15m & 1h down move, 15m still high, 1h & 4h high, 1h & 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_20
        | roc_9_4h_lt_50
        | roc_9_1d_lt_250
      )
      # 15m & 4h down move, 15m high, 1h still not low enough, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_4h_gt_3)
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_20
        | roc_9_4h_gt_neg_30
      )
      # 15m & 4h down move, 15m & 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_4h_gt_10)
        | aroonu_14_15m_lt_70
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_30
      )
      # 15m & 4h & 1d down move, 15m still high, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_4h_gt_15)
        | rsi_3_1d_gt_15
        | rsi_14_15m_lt_40
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_50
      )
      # 15m & 4h & 1d down move, 15m high, 1d overbought
      & ((rsi_3_15m_gt_25) | rsi_3_4h_gt_25 | rsi_3_1d_gt_30 | aroonu_14_15m_lt_60 | roc_9_1d_lt_50)
      # 15m & 4h down move, 15m & 1h still high, 15m & 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | (rsi_3_4h_gt_3)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_70
        | roc_9_4h_gt_neg_25
      )
      # 15m & 4h down move, 15m & 1h still not low enough, 4h still high,  1h & 4h downtrend, 15m & 1h & 4h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_40
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_4h_gt_25
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_50
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_30
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | roc_9_1d_lt_50
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 1h high, 1h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_85
        | stochrsi_k_1h_lt_80
        | roc_9_1h_lt_10
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_25
        | roc_9_1d_lt_200
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_50
      )
      # 15m & 1d down move, 1h & 4h still not low enough, 1h & 4h downtrend, 4h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_3_1d_gt_25
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (protection_mfi_14_1h < 40.0)
        | (protection_mfi_14_4h < 50.0)
        | cmf_20_1h_gt_neg_0
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_1h_lt_50
        | stochrsi_k_1h_lt_20
        | stochrsi_k_4h_lt_40
      )
      # 15m down move, 15m & 1h & 4h still high, 15m & 1h & 4h high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_70
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_20
      )
      # 15m down move, 15m & 1h & 4h still high, 15m & 1h downtrend, 4h high, 15m & 1h still high
      & (
        (rsi_3_15m_gt_25)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_020)
        | cmf_20_1h_gt_neg_010
        | aroonu_14_4h_lt_70
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_40
      )
      # 15m down move, 15m still high, 1h >& 4h high, 15m & 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_25
      )
      # 15m down move, 15m still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_80)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_80
        | stochrsi_k_15m_lt_50
        | roc_9_4h_lt_25
      )
      # 15m down move, 15m still high, 1h & 4h high, 1d downtrend, 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_75)
        | (protection_cmf_20_1d > -0.0)
        | aroonu_14_4h_lt_90
        | roc_9_4h_lt_50
      )
      # 15m down move, 15m & 1h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_25)
        | (aroonu_14_15m_lt_80)
        | aroonu_14_1h_lt_100
        | stochrsi_k_1h_lt_90
        | roc_9_1h_lt_10
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 4h downtrend, 1h & 4h still not low enough
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_15)
        | (rsi_14_15m_lt_10)
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_4h_gt_neg_030)
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_30
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enugh, 4h still high, 15m still high, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_15)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | (protection_aroonu_14_1h < 10.0)
        | aroonu_14_4h_lt_40
        | stochrsi_k_15m_lt_50
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_30
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | aroonu_14_15m_lt_30
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_30
        | roc_9_1h_gt_neg_15
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 15m & 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_035)
        | roc_9_1h_gt_neg_10
        | roc_9_4h_gt_neg_15
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 15m still high, 1h & 4h & 1d downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_30
        | (rsi_14_15m_lt_25)
        | (protection_rsi_14_1h < 25.0)
        | (protection_rsi_14_4h < 25.0)
        | aroonu_14_15m_lt_40
        | roc_9_1h_gt_neg_15
        | roc_9_4h_gt_neg_15
        | (roc_9_1d_gt_neg_15)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 4h downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_4h_lt_40
        | stochrsi_k_4h_lt_30
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h & 1d down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | cmf_20_15m_gt_neg_015
        | aroonu_14_4h_lt_70
        | (protection_cci_20_1h < -100.0)
        | (protection_cci_20_4h < 0.0)
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 15m & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 4h downtrend, 1d high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_4h_gt_neg_025)
        | (protection_aroonu_14_1d < 90.0)
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m still not low enough, 4h high & overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (aroonu_14_15m_lt_25)
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | stochrsi_k_15m_lt_30
        | roc_9_1d_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h downtrend, 15m & 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_030)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h stil high, 15m high, 4h downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | roc_9_4h_gt_neg_40
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_20
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 1h still not low enough, 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 1h & 4h downtrend, 15m & 1h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
      )
      # 15m & 1h down move, 15m still not low enough, 1h sitll high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h still high, 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15h & 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | stochrsi_k_15m_lt_50
      )
      # 15m & 1h & 4h down move, 15m high
      & ((rsi_3_15m_gt_30) | rsi_3_1h_gt_40 | rsi_3_4h_gt_40 | aroonu_14_15m_lt_70 | stochrsi_k_15m_lt_70)
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 1h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_100
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still low, 1h & 4h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h stil high, 15m & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h high, 1d downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_45
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_100
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h & 4h & 1d down move, 15m still not low enough, 1h & 4h still high, 4h downtrend, 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | roc_9_4h_gt_neg_20
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_70
        | stochrsi_k_15m_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h stil high, 15m & 4h still high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
        | roc_9_4h_lt_10
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (protection_cci_20_1h < 0.0)
        | (protection_cci_20_4h < 0.0)
        | roc_9_1d_lt_200
      )
      # 15m & 1h & 4h down move, 15m & 1h still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_80
        | roc_9_4h_lt_70
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 15m still high, 1h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_025)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_100
      )
      # 15m & 1h down move, 15m still not low enough, 1h stil high, 4h high, 1h downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | cmf_20_1h_gt_neg_010
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_100
        | roc_9_1d_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 1h high, 1h & 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_60
        | roc_9_1h_lt_20
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h & 1d down move, 15m & 4h downtrend, 15m & 1h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_3_1d_gt_55
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_15m_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_025)
        | aroonu_14_1h_lt_80
        | roc_9_4h_gt_neg_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_85
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_70
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 4h downtrend, 1h still high
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_1h_lt_40
        | stochrsi_k_1h_lt_50
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_50
        | roc_9_1d_lt_150
      )
      # 15m & 1h down move, 15m still high, 1h & 4h high & overbought
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_60)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_90
        | roc_9_1h_lt_50
        | roc_9_4h_lt_100
      )
      # 15m & 1h down move, 15m still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_80)
        | aroonu_14_4h_lt_90
        | roc_9_4h_lt_130
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m still high
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_4h_gt_5)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_30
      )
      # 15m & 4h down move, 15m & 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_4h_gt_15)
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_50
      )
      # 15m & 4h down move, 15m & 1h still high, 1h & 4h downtrend, 15m & 1h still high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_50
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_4h_gt_30
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
      )
      # 15m & 1h down move, 15m still high, 1h & 4h high & overbought
      & (
        (rsi_3_15m_gt_30)
        | (rsi_3_1h_gt_65)
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_75)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_40
        | roc_9_4h_lt_40
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (aroonu_14_15m_lt_80)
        | stochrsi_k_15m_lt_50
      )
      # 15m & 4h down move, 15m & 1h & 4h stil high, 14m & 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_4h_lt_90
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_80
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_4h_lt_30
        | roc_9_1d_lt_200
      )
      # 15m down move, 15m still not low enough, 1h & 4h high
      & (
        (rsi_3_15m_gt_30)
        | rsi_14_15m_lt_30
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_80
        | stochrsi_k_4h_lt_80
      )
      # 15m down move, 15m & 1h & 4h still high, 15m high, 15m & 1h still high, 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_30)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_70
        | roc_9_4h_lt_20
      )
      # 15m & 1h down move, 15m & 1h still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_20
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 4h still high, 1d downtrend
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_40
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_50)
      )
      # 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | (rsi_14_4h_lt_60)
        | roc_9_1d_lt_200
      )
      # 15m & 1h & 4h down move, 15m & 1h still high, 4h high, 15m & 4h high, 4h overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_20
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 15m high, 4h high & overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h down move, 15m & 1h high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_100
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_70
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still high, 15m & 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_70
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still highm 15m & 1h high, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_85
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_60
        | roc_9_4h_lt_10
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | aroonu_14_4h_lt_85
        | stochrsi_k_15m_lt_50
        | roc_9_1d_lt_40
      )
      # 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h downtrend, 1h still high, 4h high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_030)
        | (cmf_20_1h_gt_neg_030)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | (protection_stochk_14_3_3_1h < 60.0)
        | (protection_stochk_14_3_3_4h < 90.0)
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m high
      & ((rsi_3_15m_gt_35) | rsi_3_1h_gt_50 | rsi_3_4h_gt_50 | stochrsi_k_15m_lt_90)
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m high, 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_60
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_70
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h & 4h still high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_15m_lt_60
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h stil high, 1h & 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_80
        | roc_9_1h_lt_10
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m still high, 4h overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_50
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h high, 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_70
        | roc_9_1d_lt_75
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 1h high
      & (
        (rsi_3_15m_gt_35)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_90
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_70
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h downtrend, 15m high
      & (
        (rsi_3_15m_gt_35)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m still not low enough, 4h & 1h still high, 1d overbought
      & (
        (rsi_3_15m_gt_35)
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (aroonu_14_15m_lt_20)
        | aroonu_14_4h_lt_40
        | stochrsi_k_1h_lt_50
        | roc_9_1d_lt_150
      )
      # 15m & 1h down move, 15m & 1h & 4h high, 1h overbought
      & (
        (rsi_3_15m_gt_35)
        | (rsi_3_1h_gt_65)
        | (rsi_14_15m_lt_50)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_90
        | roc_9_1h_lt_20
      )
      # 15m & 4h down move, 15m & 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_35)
        | (rsi_3_4h_gt_10)
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_80
        | roc_9_4h_gt_neg_30
      )
      # 15m & 4h down move, 15m still high, 1h high, 15m & 1h high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_40
        | (rsi_14_1h_lt_70)
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_100
      )
      # 15m & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h downtrend, 15m & 1h still high
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_4h_gt_35
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_025)
        | (cmf_20_4h_gt_neg_025)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_50
        | stochrsi_k_15m_lt_50
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 1h high, 4h downtrend
      & (
        (rsi_3_15m_gt_35)
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_70
        | roc_9_4h_gt_neg_20
      )
      # 15m down move, 15m still high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_35)
        | (rsi_14_15m_lt_50)
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | stochrsi_k_1h_lt_60
        | stochrsi_k_4h_lt_60
        | roc_9_1h_lt_20
        | roc_9_4h_lt_20
      )
      # 15m down move, 15m & 1h still high, 4h high, 15m downtrend, 15m high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_35)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | cmf_20_15m_gt_neg_010
        | aroonu_14_15m_lt_70
        | roc_9_1h_lt_15
        | roc_9_4h_lt_80
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 4h high & overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_70
      )
      # 15m & 1h & 4h down move, 15m & 1h sitll not low enough, 4h still high, 15m high
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_40
        | stochrsi_k_15m_lt_70
      )
      # 15m & 1h & 4h & 1d down move, 1d downtrend, 4h still not low enough, 15m still high, 1h downtrend
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_45
        | rsi_3_1d_gt_45
        | (protection_cmf_20_1d > -0.40)
        | aroonu_14_4h_lt_30
        | stochrsi_k_15m_lt_50
        | roc_9_1h_gt_neg_25
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h downtrend, 4h high
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_45
        | cmf_20_15m_gt_neg_040
        | (cmf_20_1h_gt_neg_040)
        | (cmf_20_4h_gt_neg_040)
        | aroonu_14_4h_lt_75
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_50
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (protection_rsi_14_4h < 90.0)
        | aroonu_14_4h_lt_90
        | roc_9_4h_lt_80
      )
      # 15m & 1h down move, 15m still not low enough, 1h still high, 4h high, 15m still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_10)
        | rsi_3_1h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_40
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m high, 1h & 4h downtrend
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | stochrsi_k_15m_lt_60
        | roc_9_1h_gt_neg_30
        | roc_9_4h_gt_neg_40
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m & 1h high
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h high
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_55
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h & 1d down move, 15m & 1h & 4h still high, 15m & 1h high, 1d overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_60
        | rsi_3_1d_gt_60
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_85
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 4h downtrend, 4h overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | (cmf_20_4h_gt_neg_015)
        | aroonu_14_4h_lt_50
        | stochrsi_k_15m_lt_20
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_25
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_50
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h downtrend, 1h high, 4h overbought
      & (
        (rsi_3_15m_gt_40)
        | (rsi_3_1h_gt_65)
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_030)
        | (aroonu_14_15m_lt_20)
        | aroonu_14_1h_lt_70
        | roc_9_4h_lt_10
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 15m still high, 1h high, 1h overbought
      & (
        (rsi_3_15m_gt_40)
        | (rsi_3_1h_gt_65)
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_85
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_80
        | roc_9_1h_lt_20
      )
      # 15m &4h down move, 15m & 1h & 4h still high, 15m still high, 1h high, 15m & 1h overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_80
        | (roc_9_15m_lt_10)
        | roc_9_1h_lt_40
      )
      # 15m & 4h down move, 15m & 1h & 4h still high, 15m & 1h high, 1h overbought
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | stochrsi_k_1h_lt_70
        | roc_9_1h_lt_20
      )
      # 15m & 1d down move, 15m & 1h & 4h stil high, 4h high, 15m & 1h & 4h still high
      & (
        (rsi_3_15m_gt_40)
        | rsi_3_1d_gt_20
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
      )
      # 15m down move, 15m & 1h still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_40)
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | (protection_rsi_14_4h < 90.0)
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_100
      )
      # 15m down move, 15m still high, 1h & 4h high & overbought
      & (
        (rsi_3_15m_gt_40)
        | (rsi_14_15m_lt_50)
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_70
        | roc_9_4h_lt_80
      )
      # 15m down move, 15m & 1h & 4h still high, 15m & 1h & 4h high
      & (
        (rsi_3_15m_gt_40)
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_1h_lt_100
        | aroonu_14_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h still high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_40
        | roc_9_1d_lt_100
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 15m & 1h & 4h downtrend, 4h high
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_010
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_90
      )
      # 15m & 1h down move, 15m & 1h & 4h still high, 1h & 4h & 1d downtrend, 1h & 4h high
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | (protection_cmf_20_1d > -0.30)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_90
      )
      # 15m & 1h down move, 1h & 4h still high, 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_1h_gt_45
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_80
        | roc_9_1h_lt_30
        | roc_9_4h_lt_100
      )
      # 15m & 1h & 4h & 1d down move, 15m still not low enough, 1h & 4h still high, 15m still high, 1d overbought
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_3_1d_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | stochrsi_k_15m_lt_50
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h down move, 15m & 1h & 4h still not low enough, 15m still high, 4h high & overbought
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_40
      )
      # 15m & 1h down move, 15m & 1h still high, 4h high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_45)
        | (rsi_3_1h_gt_60)
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_90
        | roc_9_1h_lt_30
        | roc_9_4h_lt_80
      )
      # 15m & 1h down move, 15m still high, 1h high, 15m overbought
      & (
        (rsi_3_15m_gt_45)
        | (rsi_3_1h_gt_60)
        | aroonu_14_15m_lt_50
        | aroonu_14_1h_lt_100
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_80
        | (protection_roc_9_15m < 20.0)
      )
      # 15m & 4h down move, 15m & 1h & 4h still not low enough, 15m & 1h & 4h downtrend, 1h & 4h still high
      & (
        (rsi_3_15m_gt_45)
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | cmf_20_15m_gt_neg_015
        | (cmf_20_1h_gt_neg_025)
        | (cmf_20_4h_gt_neg_035)
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
      )
      # 15m down move, 15m & 1h & 4h high, 15m & 1h high, 4h & 1d overbought
      & (
        (rsi_3_15m_gt_45)
        | (rsi_14_15m_lt_50)
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_70)
        | aroonu_14_15m_lt_70
        | aroonu_14_1h_lt_100
        | roc_9_4h_lt_10
        | roc_9_1d_lt_40
      )
      # 15m down move, 15m & 1h & 4h high, 1h & 4h high, 1h & 4h overbought
      & (
        (rsi_3_15m_gt_45)
        | (rsi_14_15m_lt_50)
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_40
        | roc_9_4h_lt_100
      )
      # 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 15m downtrend, 15m & 4h high
      & (
        (protection_rsi_3_15m > 55.0)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | cmf_20_15m_gt_neg_010
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_85
        | stochrsi_k_15m_lt_70
      )
      # 15m & 1h down move, 15m & 1h & 4h high, 1h & 4h overbought
      & (
        (protection_rsi_3_15m > 55.0)
        | (rsi_3_1h_gt_65)
        | (rsi_14_15m_lt_50)
        | (rsi_14_1h_lt_60)
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
        | roc_9_1h_lt_30
        | roc_9_4h_lt_70
      )
      # 1h & 4h down move, 15m high
      & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | stochrsi_k_15m_lt_50)
      # 1h & 4h down move, 4h still not low enough
      & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | aroonu_14_4h_lt_20)
      # 1h & 4h down move, 15m still not low enough, 4h downtrend
      & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_5) | rsi_14_15m_lt_30 | (cmf_20_4h_gt_neg_030))
      # 1h & 4h down move, 1h downtrend, 4h still high
      & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (cmf_20_1h_gt_neg_030) | aroonu_14_4h_lt_50)
      # 1h & 4h down move, 1h still not low enough, 4h still high, 1d overbought
      & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_35 | rsi_14_1h_lt_30 | rsi_14_4h_lt_50 | roc_9_1d_lt_80)
      # 1h & 4h & 1d down move, 1d still not low enough, 1d downtrend
      & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | rsi_3_1d_gt_10 | (protection_aroonu_14_1d < 25.0) | (roc_9_1d_gt_neg_30))
      # 1h & 4h down move, 1h & 4h downtrend
      & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | cmf_20_1h_gt_neg_05 | cmf_20_4h_gt_neg_05)
      # 1h & 4h down move, 15m & 1h & 4h downtrend, 1h & 4h still high
      & (
        (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_20
        | (cmf_20_15m_gt_neg_020)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_50
      )
      # 1h & 4h down move, 15m & 1hg downtrend, 4h downtrend
      & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | cmf_20_15m_gt_neg_040 | (cmf_20_1h_gt_neg_040) | roc_9_4h_gt_neg_20)
      # 1h & 4h down move, 1h still high, 4h high, 1d overbought
      & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_30 | aroonu_14_1h_lt_50 | aroonu_14_4h_lt_85 | roc_9_1d_lt_50)
      # 1h & 4h down move, 1h & 4h still high, 4h high, 15m & 1h downtrend
      & (
        (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_40
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_40
        | stochrsi_k_4h_lt_70
        | (protection_roc_9_15m > -10.0)
        | roc_9_1h_gt_neg_20
      )
      # 1h & 4h down move, 15m & 1h still not low enough, 4h high, 1d overbought
      & (
        (rsi_3_1h_gt_5)
        | rsi_3_4h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_1d_lt_100
      )
      # 1h & 4h down move, 15m & 1h & 4h downtrend, 1h high
      & (
        (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_20
        | cmf_20_15m_gt_neg_0
        | (cmf_20_1h_gt_neg_030)
        | (cmf_20_4h_gt_neg_030)
        | aroonu_14_1h_lt_60
      )
      # 1h & 4h down move, 1h & 4h downtrend, 1h high
      & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (cmf_20_1h_gt_neg_040) | (cmf_20_4h_gt_neg_040) | aroonu_14_1h_lt_60)
      # 1h & 4h & 1d down move, 1h & 4h still not low enough, 1h & 4h downtrend, 1h still not low enough
      & (
        (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_15)
        | rsi_3_1d_gt_15
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_020)
        | stochrsi_k_1h_lt_20
      )
      # 1h & 4h down move, 1h & 4h still not low enough, 15m high, 1h & 4h downtrend
      & (
        (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_15)
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_20
        | stochrsi_k_15m_lt_80
        | roc_9_1h_gt_neg_30
        | roc_9_4h_gt_neg_30
      )
      # 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h & 4h downtrend
      & (
        (rsi_3_1h_gt_15)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_30
        | stochrsi_k_1h_lt_40
        | roc_9_1h_gt_neg_10
      )
      # 1h & 4h down move, 1h still not low enough, 4h downtrend
      & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_3) | stochrsi_k_1h_lt_30 | roc_9_4h_gt_neg_25)
      # 1h & 4h down move, 1h & 4h downtrend, 1h high, 4h downtrend
      & (
        rsi_3_1h_gt_20
        | rsi_3_4h_gt_30
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_025)
        | aroonu_14_1h_lt_80
        | roc_9_4h_gt_neg_30
      )
      # 1h & 4h & 1d down move, 1h & 4h still not low enough, 1d high & overbought
      & (
        rsi_3_1h_gt_20
        | rsi_3_4h_gt_40
        | rsi_3_1d_gt_60
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_40
        | (protection_aroonu_14_1d < 70.0)
        | roc_9_1d_lt_100
      )
      # 1h & 1d down move, 15m & 1h & 4h still not low enough, 15m & 1h downtrend, 1h still high
      & (
        rsi_3_1h_gt_20
        | rsi_3_1d_gt_30
        | (rsi_14_15m_lt_10)
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_30
        | (cmf_20_15m_gt_neg_030)
        | (cmf_20_1h_gt_neg_030)
        | stochrsi_k_1h_lt_40
      )
      # 1h & 4h & 1d down move, 1h still not low enough, 4h still high, 1d downtrend
      & (
        rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_30
        | stochrsi_k_1h_lt_30
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_30)
      )
      # 1h & 4h down move, 1h & 4h still not low enough, 4h still high, 1h & 4h downtrend, 1d overbought
      & (
        rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_40
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_20
        | roc_9_1d_lt_80
      )
      # 5m & 15m & 1h & 4h down move, 15m downtrend, 4h high, 1d overbought
      & (
        rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | cmf_20_15m_gt_neg_05
        | cmf_20_1h_gt_neg_03
        | cmf_20_4h_gt_neg_03
        | aroonu_14_1h_lt_50
      )
      # 1h & 4h down move, 1h & 4h high, 4h overbought
      & (
        rsi_3_1h_gt_25
        | rsi_3_4h_gt_60
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_4h_lt_80
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_80
      )
      # 1h & 4h & 1d down move, 15m & 1h & 4h still not low enough, 4h still high
      & (
        (rsi_3_1h_gt_30)
        | rsi_3_4h_gt_30
        | rsi_3_1d_gt_5
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_4h_lt_40
      )
      # 1h & 4h down move, 1h & 4h still high, 1h still not low enough, 4h still high, 1h downtrend, 4h & 1d overbought
      & (
        (rsi_3_1h_gt_30)
        | rsi_3_4h_gt_50
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_25
        | aroonu_14_4h_lt_50
        | roc_9_1h_gt_neg_10
        | roc_9_4h_lt_20
        | roc_9_1d_lt_100
      )
      # 1h & 4h down move, 1h & 4h still high, 4h high, 1h & 4h overbought
      & (
        (rsi_3_1h_gt_30)
        | rsi_3_4h_gt_60
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
        | roc_9_1h_lt_10
        | roc_9_4h_lt_25
      )
      # 1h down move, 1h still high, 4h overbought
      & (rsi_3_1h_gt_55 | rsi_14_1h_lt_40 | roc_9_4h_lt_300)
      # 1h & 1d down move, 1h & 4h & 1d still high, 1h & 4h high, 4h overbought
      & (
        (rsi_3_1h_gt_60)
        | rsi_3_1d_gt_25
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | (protection_mfi_14_1d < 50.0)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_90
        | roc_9_4h_lt_25
      )
      # 4h down move, 15m & 1h & 4h still not low enough
      & ((rsi_3_4h_gt_3) | rsi_14_15m_lt_20 | (rsi_14_1h_lt_20) | rsi_14_4h_lt_30)
      # 4h down move, 1h & 4h downtrend, 1h still not low enough
      & ((rsi_3_4h_gt_3) | (cmf_20_1h_gt_neg_020) | (cmf_20_4h_gt_neg_025) | aroonu_14_1h_lt_30)
      # 4h down move, 1h & 4h downtrend, 1h & 4h & 1d downtrend
      & (
        (rsi_3_4h_gt_3)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_035)
        | (protection_cci_20_change_pct_4h > 0.0)
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_25
        | (roc_9_1d_gt_neg_25)
      )
      # 4h down move, 15m downtrend, 15m still not low enough, 1h high
      & ((rsi_3_4h_gt_3) | (cmf_20_15m_gt_neg_020) | stochrsi_k_15m_lt_20 | stochrsi_k_1h_lt_70)
      # 4h down move, 1h & 4h downtrend, 15m high
      & ((rsi_3_4h_gt_3) | (cmf_20_1h_gt_neg_025) | (cmf_20_4h_gt_neg_030) | stochrsi_k_15m_lt_70)
      # 4h down move, 15m & 1h high
      & ((rsi_3_4h_gt_3) | aroonu_14_15m_lt_60 | aroonu_14_1h_lt_90)
      # 4h down move, 15m high, 4h still high
      & ((rsi_3_4h_gt_3) | aroonu_14_15m_lt_60 | aroonu_14_4h_lt_40 | stochrsi_k_15m_lt_50)
      # 4h down move, 15m & 1h high, 4h downtrend
      & ((rsi_3_4h_gt_3) | stochrsi_k_15m_lt_50 | stochrsi_k_1h_lt_50 | roc_9_4h_gt_neg_20)
      # 4h & 1d down move, 15m still not low enough, 4h downtrend
      & ((rsi_3_4h_gt_5) | rsi_3_1d_gt_5 | stochrsi_k_15m_lt_20 | roc_9_4h_gt_neg_40)
      # 4h down move, 15m & 1h & 4h still not low enough, 1h & 4h downtrend, 4h & 15m still not low enough
      & (
        (rsi_3_4h_gt_5)
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | aroonu_14_4h_lt_30
        | stochrsi_k_15m_lt_20
      )
      # 4h down move, 1h & 4h downtrend, 1h still not low enough, 4h high
      & ((rsi_3_4h_gt_5) | cmf_20_1h_gt_neg_010 | (cmf_20_4h_gt_neg_020) | stochrsi_k_1h_lt_20 | stochrsi_k_4h_lt_40)
      # 4h down mnove, 15m & 1h & 4h downtrend, 15m high, 4h downtrend
      & (
        (rsi_3_4h_gt_10)
        | (cmf_20_15m_gt_neg_025)
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_70
        | roc_9_4h_gt_neg_30
      )
      # 4h down move, 15m & 1h & 4h still high, 15m high
      & (
        (rsi_3_4h_gt_10)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_60
        | stochrsi_k_15m_lt_70
      )
      # 4h & 1d down move, 15m & 1h still not low enough, 4h still high, 4h downtrend, 1d overbought
      & (
        (rsi_3_4h_gt_15)
        | rsi_3_1d_gt_65
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | rsi_14_4h_lt_40
        | roc_9_4h_gt_neg_40
        | roc_9_1d_lt_200
      )
      # 4h & 1d down move, 1h still high, 4h high, 1d downtrend
      & (
        rsi_3_4h_gt_25
        | rsi_3_1d_gt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
        | (roc_9_1d_gt_neg_40)
      )
      # 4h down move, 1h & 4h still not low enough, 15m high, 4h downtrend
      & (
        rsi_3_4h_gt_25
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_50
        | stochrsi_k_15m_lt_50
        | roc_9_4h_gt_neg_50
      )
      # 4h & 1d down move, 15m & 1h & 4h still not low enough, 4h downtrend, 1h still high, 4h downtrend
      & (
        rsi_3_4h_gt_30
        | rsi_3_1d_gt_40
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | (rsi_14_4h_lt_20)
        | (cmf_20_4h_gt_neg_025)
        | stochrsi_k_1h_lt_50
        | roc_9_4h_gt_neg_60
      )
      # 4h down move, 15m & 1h & 4h still high, 15m high, 4h still not low enough, 1d overbought
      & (
        rsi_3_4h_gt_35
        | (rsi_14_15m_lt_50)
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | aroonu_14_4h_lt_30
        | stochrsi_k_15m_lt_50
        | stochrsi_k_4h_lt_30
        | roc_9_1d_lt_50
      )
      # 4h down move, 15m high, 15m & 1h & 4h high, 4h & 1d overbought
      & (
        rsi_3_4h_gt_55
        | (aroonu_14_15m_lt_80)
        | stochrsi_k_15m_lt_50
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_80
        | roc_9_4h_lt_20
        | roc_9_1d_lt_30
      )
      # 1d down move, 15m & 1h still not low enough, 4h & 1d downtrend
      & (
        rsi_3_1d_gt_3
        | rsi_14_15m_lt_20
        | (rsi_14_1h_lt_20)
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_30
        | roc_9_4h_gt_neg_30
        | (roc_9_1d_gt_neg_50)
      )
      # 1d down move, 1h & 4h still not low enough, 1h still high & overbought, 1d downtrend
      & (
        rsi_3_1d_gt_3
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_1h_lt_50
        | stochrsi_k_1h_lt_50
        | roc_9_1h_lt_10
        | (roc_9_1d_gt_neg_30)
      )
      # 1d down move, 15m & 1h & 4h still not low enough, 15m still not low enough, 1h high
      & (
        rsi_3_1d_gt_5
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_85
        | stochrsi_k_1h_lt_80
      )
      # 1d down move, 15m still not low enough, 1h high, 1d downtrend
      & (rsi_3_1d_gt_5 | rsi_14_15m_lt_30 | stochrsi_k_1h_lt_80 | (protection_roc_2_1d > -40.0))
      # 1d down move, 15m high, 1h & 4h downtrend
      & (rsi_3_1d_gt_5 | stochrsi_k_15m_lt_70 | roc_9_1h_gt_neg_60 | roc_9_4h_gt_neg_60)
      # 1d down move, 1h still high, 4h high
      & (rsi_3_1d_gt_5 | aroonu_14_1h_lt_40 | aroonu_14_4h_lt_70)
      # 1d down move, 4h high, 1h & 4h downtrend
      & (rsi_3_1d_gt_5 | stochrsi_k_4h_lt_70 | roc_9_1h_gt_neg_10 | roc_9_4h_gt_neg_10)
      # 1d down move, 1h high & overbought, 4h & 1d downtrend
      & (rsi_3_1d_gt_10 | stochrsi_k_1h_lt_80 | roc_9_1h_lt_10 | roc_9_4h_gt_neg_40 | (roc_9_1d_gt_neg_40))
      # 1d down move, 1h & 4h still high, 1h & 4h downtrend, 1h & 4h high, 1d downtrend
      & (
        rsi_3_1d_gt_10
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | (cmf_20_1h_gt_neg_040)
        | (cmf_20_4h_gt_neg_010)
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_85
        | (roc_9_1d_gt_neg_40)
      )
      # 15m & 1h & 4h still high, 4h downtrend, 4h overbought
      & ((rsi_14_15m_lt_50) | rsi_14_1h_lt_50 | (rsi_14_4h_lt_60) | cmf_20_4h_gt_neg_02 | roc_9_4h_lt_250)
      # 4h red, 15m & 1h & 4h down move, 1h & 4h still high, 4h high
      & (
        (protection_change_pct_4h > -30.0)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_70
      )
      # 4h P&D, 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high, 1h & 4h high
      & (
        (protection_change_pct_4h > -5.0)
        | (protection_change_pct_4h.shift(48) < 5.0)
        | (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
      )
      # 4h green with top wick, 15m & 1h down move, 15m still not low enough, 1h & 4h high
      & (
        (protection_change_pct_4h < 10.0)
        | (top_wick_pct_4h_lt_10)
        | (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_60
        | aroonu_14_4h_lt_90
      )
      # 4h green with top wick, 1h down move, 1h still high, 4h high, 1d overbought
      & (
        (protection_change_pct_4h < 10.0)
        | (top_wick_pct_4h_lt_10)
        | rsi_3_1h_gt_45
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_90
        | roc_9_1d_lt_20
      )
      # 4h green with top wick, 15m & 1h down move, 1h still high, 4h high
      & (
        (protection_change_pct_4h < 15.0)
        | (protection_top_wick_pct_4h < 15.0)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_35
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_100
      )
      # 4h green with top wick, 15m & 1h down move, 1h & 4h high
      & (
        (protection_change_pct_4h < 15.0)
        | (top_wick_pct_4h_lt_10)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_40
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_100
      )
      # 4h green, 15m & 1h down move, 15m still not low enough, 1h & 4h high
      & (
        (protection_change_pct_4h < 15.0)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_70)
        | aroonu_14_1h_lt_70
        | aroonu_14_4h_lt_100
      )
      # 1d red, 1h & 4h down move, 1h still high, 4d downtrend
      & (
        (protection_change_pct_1d > -40.0)
        | rsi_3_1h_gt_55
        | (rsi_3_4h_gt_10)
        | stochrsi_k_1h_lt_50
        | roc_9_4h_gt_neg_35
      )
      # 1d P&D, 15m & 4h down move, 15m & 4h still high
      & (
        (change_pct_1d_gt_neg_20)
        | (protection_change_pct_1d.shift(288) < 20.0)
        | rsi_3_15m_gt_20
        | rsi_3_4h_gt_25
        | stochrsi_k_15m_lt_40
        | stochrsi_k_4h_lt_50
      )
      # 1d red, 15m & 1h & 4h down move, 1h still not low enough, 4h & 1d still high
      & (
        (change_pct_1d_gt_neg_20)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_50
        | (rsi_14_1h_lt_35)
        | rsi_14_4h_lt_40
        | stochrsi_k_4h_lt_40
        | (protection_stochrsik_14_14_3_3_1d < 50.0)
      )
      # 1d red, 1h & 4h & 1d down move, 1h still not low enough, 4h & 1d still high, 1d downtrend
      & (
        (change_pct_1d_gt_neg_20)
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_50
        | rsi_3_1d_gt_50
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (protection_rsi_14_1d < 40.0)
        | stochrsi_k_4h_lt_40
        | (protection_roc_9_1d > -20.0)
      )
      # 1d red, 15m & 1h & 4h down move, 1d high, 15m & 1h still high
      & (
        (change_pct_1d_gt_neg_20)
        | rsi_3_15m_gt_30
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | (protection_aroonu_14_1d < 85.0)
        | stochrsi_k_15m_lt_40
        | stochrsi_k_1h_lt_50
      )
      # 1d P&D, 15m & 1h & 4h down move, 15m & 1h & 4h still high, 15m & 4h still high
      & (
        (protection_change_pct_1d > -15.0)
        | (protection_change_pct_1d.shift(288) < 15.0)
        | (protection_rsi_3_15m > 50.0)
        | rsi_3_1h_gt_50
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_50
        | aroonu_14_4h_lt_50
      )
      # 1d P&D, 15m & 1h & 4h & 1d down move, 4h still not low enough
      & (
        (change_pct_1d_gt_neg_10)
        | (protection_change_pct_1d.shift(288) < 10.0)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_25
        | (rsi_3_4h_gt_10)
        | rsi_3_1d_gt_40
        | rsi_14_4h_lt_30
      )
      # 1d P&D, 15m & 1h down move, 1h still not low enough, 4h still high, 15m downtrend, 1h still high
      & (
        (change_pct_1d_gt_neg_10)
        | (protection_change_pct_1d.shift(288) < 10.0)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (cmf_20_15m_gt_neg_030)
        | aroonu_14_1h_lt_50
      )
      # 1d P&D, 15m down move, 1h high
      & (
        (change_pct_1d_gt_neg_10)
        | (protection_change_pct_1d.shift(288) < 20.0)
        | (protection_top_wick_pct_1d.shift(288) < 20.0)
        | (rsi_3_15m_gt_35)
        | aroonu_14_1h_lt_70
      )
      # 1d P&D, 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1d overbought
      & (
        (change_pct_1d_gt_neg_10)
        | (protection_change_pct_1d.shift(288) < 20.0)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | roc_9_1d_lt_25
      )
      # 1d P&D, 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h & 4h downtrend, 1d overbought
      & (
        (change_pct_1d_gt_neg_10)
        | (protection_change_pct_1d.shift(288) < 50.0)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | roc_9_1h_gt_neg_10
        | roc_9_4h_gt_neg_10
        | roc_9_1d_lt_100
      )
      # 1d red with top wick, 15m & 1h down move, 1h downtrend, 1h high
      & (
        (change_pct_1d_gt_neg_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_25
        | cmf_20_1h_gt_neg_02
        | aroonu_14_1h_lt_70
        | stochrsi_k_1h_lt_40
      )
      # 1d P&D, 15m & 1h down move, 15m still not low enough, 1h & 4h still high, 1d overbought
      & (
        (protection_change_pct_1d > -5.0)
        | (protection_change_pct_1d.shift(288) < 10.0)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | roc_9_1d_lt_100
      )
      # 1d P&D, 15m & 1h & 4h down move, 1h & 4h still not low enough, 1h & 4h downtrend, 1d overbought
      & (
        (protection_change_pct_1d > -5.0)
        | (protection_change_pct_1d.shift(288) < 10.0)
        | rsi_3_15m_gt_25
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_30
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_30
        | roc_9_1h_gt_neg_25
        | roc_9_4h_gt_neg_25
        | roc_9_1d_lt_50
      )
      # 1d red, 15m & 1h & 4h down move, 1h & 4h still not low enough, 1d high, 4h downtrend, 1d overbought
      & (
        (protection_change_pct_1d > -5.0)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | (protection_aroonu_14_1d < 85.0)
        | roc_9_4h_gt_neg_30
        | roc_9_1d_lt_20
      )
      # 1d green with top wick, 15m & 1h & 1d down move, 1h still not low enough, 4h still high, 1d overbought
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_30
        | rsi_3_1d_gt_65
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | stochrsi_k_4h_lt_50
        | roc_9_1d_lt_20
      )
      # 1d green with top wick, 15m & 1h & 4h down move, 1h & 4h still high
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_65
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_1h_lt_30
        | aroonu_14_4h_lt_60
      )
      # 1d green with top wick, 15m down move, 1h & 4h high, 1d overbought
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_10
        | (rsi_14_1h_lt_70)
        | (rsi_14_4h_lt_80)
        | stochrsi_k_4h_lt_90
        | roc_9_1d_lt_40
      )
      # 1d green with top wick, 15m down move, 15m & 1h still high, 4h & 1d high, 4h overbought
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_10
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_75)
        | aroonu_14_4h_lt_80
        | (protection_aroonu_14_1d < 90.0)
        | roc_9_4h_lt_25
      )
      # 1d green with top wick, 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_60
      )
      # 1d green with top wick, 15m down move, 15m & 1h still high, 4h high & overbought
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_15
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_80
      )
      # 1d green with top wick, 1h & 4h down move, 1h & 4h still high
      & (
        (change_pct_1d_lt_10)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_1h_gt_55
        | rsi_3_4h_gt_55
        | aroonu_14_1h_lt_50
        | aroonu_14_4h_lt_50
      )
      # 1d green with top wick, 15m & 1h down move, 15m & 1h & 4h still high, 4h high & overbought
      & (
        (protection_change_pct_1d < 20.0)
        | (top_wick_pct_1d_lt_20)
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_45
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_20
      )
      # 1d green with top wick, 1h & 4h down move, 1h still not low enough, 4h still high, 4h & 1d overbought
      & (
        (protection_change_pct_1d < 20.0)
        | (top_wick_pct_1d_lt_20)
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_50
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_10
        | roc_9_1d_lt_50
      )
      # 1d green with top wick, 15m down move, 15m & 1h & 4h still high, 4h & 1d overbought
      & (
        (protection_change_pct_1d < 25.0)
        | (top_wick_pct_1d_lt_25)
        | (rsi_3_15m_gt_40)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | stochrsi_k_15m_lt_30
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_20
        | roc_9_1d_lt_50
      )
      # 1d green with top wick, 15m & 1h & 4h down move, 15m still not low enough, 4h high, 1d overbought
      & (
        (change_pct_1d_lt_30)
        | (top_wick_pct_1d_lt_10)
        | rsi_3_15m_gt_30
        | rsi_3_1h_gt_30
        | (protection_rsi_3_4h > 70.0)
        | (rsi_14_4h_lt_60)
        | (aroonu_14_15m_lt_25)
        | aroonu_14_4h_lt_70
        | roc_9_1d_lt_40
      )
      # 1d green with top wick, 15m & 1h & 4h down move, 1h still not low enough, 4h still high, 1d overbought
      & (
        (change_pct_1d_lt_30)
        | (top_wick_pct_1d_lt_20)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_40
        | aroonu_14_1h_lt_20
        | aroonu_14_4h_lt_50
        | roc_9_1d_lt_100
      )
      # 1d green with top wick, 15m down move, 15m & 1h still high, 4h high & overbought
      & (
        (change_pct_1d_lt_30)
        | (top_wick_pct_1d_lt_20)
        | (rsi_3_15m_gt_35)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_50
      )
      # 1d green with top wick, 1h down move, 1h still high, 4h high & overbought, 1d overbought
      & (
        (change_pct_1d_lt_30)
        | (top_wick_pct_1d_lt_20)
        | rsi_3_1h_gt_50
        | rsi_14_1h_lt_40
        | (rsi_14_4h_lt_60)
        | aroonu_14_4h_lt_70
        | roc_9_4h_lt_40
        | roc_9_1d_lt_50
      )
      # 1d green with top wick, 15m & 1h down move, 1h & 4h still high, 4h overbought
      & (
        (change_pct_1d_lt_30)
        | (protection_top_wick_pct_1d < 30.0)
        | rsi_3_15m_gt_25
        | rsi_3_1h_gt_25
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_30
      )
      # 1d green with top wick, 15m & 4h down move, 15m & 1h still high, 1d overbought
      & (
        (change_pct_1d_lt_30)
        | (protection_top_wick_pct_1d < 30.0)
        | (protection_rsi_3_15m > 50.0)
        | rsi_3_4h_gt_60
        | aroonu_14_15m_lt_50
        | stochrsi_k_1h_lt_50
        | roc_9_1d_lt_100
      )
      # 1d green, 15m & 4h down move, 4h still high, 4h & 1d overbought
      & ((change_pct_1d_lt_50) | rsi_3_15m_gt_15 | rsi_3_4h_gt_25 | rsi_14_4h_lt_50 | roc_9_4h_lt_40 | roc_9_1d_lt_100)
      # 1d green with top wick, 15m & 1h & 4h down move, 1h & 4h still high, 4h high
      & (
        (change_pct_1d_lt_50)
        | (top_wick_pct_1d_lt_50)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_70
      )
      # 1d green with top wick, 1d down move, 4h still high & overbought
      & (
        (change_pct_1d_lt_50)
        | (top_wick_pct_1d_lt_50)
        | rsi_3_1h_gt_45
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_50
        | roc_9_4h_lt_50
      )
      # 1d green with top wick, 4h down move, 4h still high, 1d overbought
      & ((change_pct_1d_lt_50) | (top_wick_pct_1d_lt_50) | rsi_3_4h_gt_40 | rsi_14_4h_lt_40 | roc_9_1d_lt_200)
      # 1d green, 15m & 4h down move, 15m & 1h & 4h still high, 15m high, 4h & 1d overbought
      & (
        (change_pct_1d_lt_50)
        | (protection_rsi_3_15m > 50.0)
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_15m_lt_60
        | roc_9_4h_lt_30
        | roc_9_1d_lt_200
      )
      # 4h top wick, 15m down move, 15m still not low enough, 1h & 4h still high, 4h overbought
      & (
        (protection_top_wick_pct_4h < 20.0)
        | rsi_3_15m_gt_25
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | stochrsi_k_1h_lt_50
        | stochrsi_k_4h_lt_50
        | roc_9_4h_lt_50
      )
      # 4h top wick, 15m & 1h down move, 15m & 1h still high, 1h & 4h high
      & (
        (protection_top_wick_pct_4h < 20.0)
        | (rsi_3_15m_gt_40)
        | rsi_3_1h_gt_55
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_60)
        | aroonu_14_15m_lt_40
        | aroonu_14_1h_lt_85
        | aroonu_14_4h_lt_100
      )
      # 1d top wick, 1h & 4h down move, 15m downtrend, 4h still high, 1d overbought
      & (
        (top_wick_pct_1d_lt_20)
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_45
        | cmf_20_15m_gt_neg_02
        | aroonu_14_4h_lt_50
        | roc_9_1d_lt_80
      )
      # 1d top wick, 4h down move, 4h still high, 1d overbought
      & ((top_wick_pct_1d_lt_25) | rsi_3_4h_gt_25 | (rsi_14_4h_lt_45) | aroonu_14_4h_lt_40 | roc_9_1d_lt_200)
      # 1d top wick, 15m & 1h & 4h down move, 15m & 1h downtrend, 4h still high
      & (
        (top_wick_pct_1d_lt_25)
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_50
        | (cmf_20_15m_gt_neg_025)
        | (cmf_20_1h_gt_neg_025)
        | aroonu_14_4h_lt_50
      )
      # 1d top wick, 15m & 1h & 4h down move, 15m still not low enough, 1h & 4h still high
      & (
        (top_wick_pct_1d_lt_25)
        | rsi_3_15m_gt_30
        | (rsi_3_1h_gt_60)
        | rsi_3_4h_gt_60
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_15m_lt_30
        | aroonu_14_4h_lt_50
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_20
      )
      # 1d top wick, 15m down move, 15m stil high, 1h & 4h high, 4h overbought
      & (
        (top_wick_pct_1d_lt_25)
        | (rsi_3_15m_gt_35)
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_50
        | (rsi_14_4h_lt_80)
        | aroonu_14_1h_lt_80
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_50
      )
      # 1d top wick, 15m & 1h & 4h down move, 15m & 1h & 4h still high
      & (
        (protection_top_wick_pct_1d < 80.0)
        | (rsi_3_15m_gt_40)
        | (rsi_3_1h_gt_65)
        | rsi_3_4h_gt_65
        | rsi_14_15m_lt_40
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_40
        | aroonu_14_4h_lt_50
      )
      # pump, drop but not yet near the previous lows, 15m & 1h & 4h & 1d down move, 1d overbought
      & (
        (((protection_high_max_6_1d - protection_low_min_6_1d) / protection_low_min_6_1d) < 1.5)
        | (protection_close > (protection_high_max_6_4h * 0.70))
        | (protection_close < (protection_low_min_6_1d * 1.25))
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_45
        | roc_9_1d_lt_20
      )
      # pump, drop in lays days, 1h & 4h down move, 1h & 4h still not low enough, 1d overbought
      & (
        (((protection_high_max_12_1d - protection_low_min_12_1d) / protection_low_min_12_1d) < 3.0)
        | (protection_close > (protection_high_max_24_4h * 0.70))
        | (rsi_3_1h_gt_15)
        | rsi_3_1d_gt_50
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | roc_9_1d_lt_20
      )
      # pump, 15m & 1h & 4h down move, 15m & 1h still not low enough, 4h still high, 1h downtrend, 1h high
      & (
        (((protection_high_max_12_1d - protection_low_min_12_1d) / protection_low_min_12_1d) < 3.0)
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_30
        | rsi_3_4h_gt_40
        | rsi_14_15m_lt_20
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_40
        | cmf_20_1h_gt_neg_010
        | aroonu_14_1h_lt_70
      )
      # pump, drop in last 6 days, 1h & 4h down move, 1h & 4h still not low enough, 4h downtrend, 4h & 1d downtrend
      & (
        (((protection_high_max_30_1d - protection_low_min_30_1d) / protection_low_min_30_1d) < 10.0)
        | (protection_close > (protection_high_max_6_1d * 0.50))
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | (cmf_20_4h_gt_neg_010)
        | roc_9_4h_gt_neg_15
        | (roc_9_1d_gt_neg_25)
      )
      # drop in the last 4 hours, 1h & 4h high
      & ((protection_close > (protection_close_max_48 * 0.30)) | aroonu_14_1h_lt_85 | aroonu_14_4h_lt_85)
      # drop in last 12 hours, 14m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h high & overbought
      & (
        (protection_close > (protection_high_max_12_1h * 0.50))
        | rsi_3_15m_gt_20
        | rsi_3_1h_gt_35
        | rsi_3_4h_gt_55
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | rsi_14_4h_lt_50
        | aroonu_14_4h_lt_80
        | roc_9_4h_lt_25
      )
      # drop in last 12 hours, 1h & 4h down move, 1h & 4h downtrend
      & (
        (protection_close > (protection_high_max_12_1h * 0.35))
        | (rsi_3_1h_gt_15)
        | (rsi_3_4h_gt_5)
        | roc_9_1h_gt_neg_50
        | roc_9_4h_gt_neg_50
      )
      # drop in last 4 days, 15m & 1h & 4h down move, 15m still not low enough, 1h still high, 4h overbought
      & (
        (protection_close > (protection_high_max_24_4h * 0.40))
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_50
        | rsi_14_15m_lt_30
        | rsi_14_1h_lt_40
        | roc_9_4h_lt_20
      )
      # drop in last 4 days, 15m & 1h & 4h & 1d down move, 4h high
      & (
        (protection_close > (protection_high_max_24_4h * 0.40))
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_40
        | rsi_3_4h_gt_60
        | rsi_3_1d_gt_10
        | stochrsi_k_4h_lt_80
      )
      # drop in last 6 days, 15m & 1h & 4h & 1d down move, 1d high, 4h downtrend
      & (
        (protection_close > (protection_high_max_24_4h * 0.35))
        | (rsi_3_15m_gt_5)
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_30
        | (protection_aroonu_14_1d < 80.0)
        | roc_9_4h_gt_neg_40
      )
      # drop in last 4 days, 15m & 1d down move, 15m still not low enough, 1h still high, 1d high, 4h downtrend
      & (
        (protection_close > (protection_high_max_24_4h * 0.35))
        | rsi_3_15m_gt_15
        | rsi_3_1d_gt_30
        | (aroonu_14_15m_lt_25)
        | aroonu_14_1h_lt_40
        | (protection_aroonu_14_1d < 80.0)
        | roc_9_4h_gt_neg_50
      )
      # drop in last 4 days, 1h & 5h & 1d down move, 1h still high, 1h & 4h downtrend
      & (
        (protection_close > (protection_high_max_24_4h * 0.25))
        | rsi_3_1h_gt_20
        | rsi_3_4h_gt_25
        | rsi_3_1d_gt_25
        | aroonu_14_1h_lt_50
        | roc_9_1h_gt_neg_20
        | roc_9_4h_gt_neg_35
      )
      # drop in last 4 days, 1d down move, 1h & 4h downtrend, 15m & 4h downtrend
      & (
        (protection_close > (protection_high_max_24_4h * 0.25))
        | rsi_3_1d_gt_15
        | (cmf_20_1h_gt_neg_020)
        | (cmf_20_4h_gt_neg_020)
        | (protection_roc_9_15m > -15.0)
        | roc_9_4h_gt_neg_20
      )
      # drop in last 6 days, 15m & 1d down move, 1h still high, 4h high, 4h downtrend
      & (
        (protection_close > (protection_high_max_6_1d * 0.25))
        | rsi_3_15m_gt_15
        | rsi_3_1d_gt_15
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_60
        | roc_9_4h_gt_neg_25
      )
      # drop in last 6 days, 15m & 1h down move, 15m & 1h still not low enough, 15m & 1h & 4h & 1d downtrend
      & (
        (protection_close > (protection_high_max_6_1d * 0.25))
        | rsi_3_15m_gt_25
        | rsi_3_1h_gt_30
        | rsi_14_15m_lt_30
        | cmf_20_15m_gt_neg_010
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_040)
        | (protection_cmf_20_1d > -0.50)
        | aroonu_14_1h_lt_30
      )
      # drop in last 4 days, 4h & 1d down move, 1h high
      & (
        (protection_close > (protection_high_max_24_4h * 0.15)) | rsi_3_4h_gt_25 | rsi_3_1d_gt_25 | stochrsi_k_1h_lt_70
      )
      # drop in last 4 days, 1d down move, 1d downtrendm 1h still high, 1d downtrend
      & (
        (protection_close > (protection_high_max_24_4h * 0.15))
        | rsi_3_1d_gt_20
        | (protection_cmf_20_1d > -0.30)
        | aroonu_14_1h_lt_50
        | (protection_roc_2_1d > -40.0)
      )
      # drop in last 6 days, 1d down move, 1h & 4h & 1d downtrend, 1d still high, 4h downtrend
      & (
        (protection_close > (protection_high_max_6_1d * 0.15))
        | rsi_3_1d_gt_20
        | cmf_20_1h_gt_neg_010
        | (cmf_20_4h_gt_neg_040)
        | (protection_cmf_20_1d > -0.50)
        | (protection_aroonu_14_1d < 50.0)
        | roc_9_4h_gt_neg_30
      )
      # drop in last 12 days. 15m & 1h & 4h & 1d down move, 4h still high, 1d downtrend
      & (
        (protection_close > (protection_high_max_12_1d * 0.25))
        | rsi_3_15m_gt_10
        | (rsi_3_1h_gt_10)
        | rsi_3_4h_gt_35
        | rsi_3_1d_gt_35
        | stochrsi_k_4h_lt_50
        | (roc_9_1d_gt_neg_40)
      )
      # drop in last 12 days, 15m & 1h down move, 1h still not low enough, 4h high
      & (
        (protection_close > (protection_high_max_12_1d * 0.25))
        | rsi_3_15m_gt_15
        | rsi_3_1h_gt_30
        | rsi_14_1h_lt_30
        | rsi_14_4h_lt_30
        | stochrsi_k_1h_lt_40
        | stochrsi_k_4h_lt_70
      )
      # drop in last 20 days, 15m & 1h & 1d down move, 15m still not low enough, 1h high
      & (
        (protection_close > (protection_high_max_20_1d * 0.05))
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_25
        | rsi_3_1d_gt_25
        | aroonu_14_15m_lt_30
        | aroonu_14_1h_lt_80
      )
      # drop in last 20 days, 1h & 4h & 1d down move, 1h & 4h still not low enough, 1h & 4h & 1d downtrend
      & (
        (protection_close > (protection_high_max_20_1d * 0.01))
        | rsi_3_1h_gt_45
        | rsi_3_4h_gt_60
        | rsi_3_1d_gt_15
        | (protection_rsi_14_1h < 15.0)
        | (rsi_14_4h_lt_20)
        | cmf_20_1h_gt_neg_0
        | (cmf_20_4h_gt_neg_010)
        | (protection_cmf_20_1d > -0.40)
        | (protection_cci_20_1h < -150.0)
        | (cci_20_4h_lt_neg_200)
        | (protection_roc_2_1d > -25.0)
        | (protection_roc_9_1d > -60.0)
      )
      # drop in last 30 days, 15m & 1h down move, 1h still high, 4h high & overbought
      & (
        (protection_close > (protection_high_max_30_1d * 0.10))
        | rsi_3_15m_gt_10
        | rsi_3_1h_gt_55
        | aroonu_14_1h_lt_40
        | aroonu_14_4h_lt_85
        | roc_9_4h_lt_80
      )
      # drop in last 30 days, 15m down move, 15m & 1h high
      & (
        (protection_close > (protection_high_max_30_1d * 0.05))
        | rsi_3_15m_gt_15
        | rsi_3_4h_gt_50
        | (aroonu_14_15m_lt_80)
        | stochrsi_k_1h_lt_85
      )
      # drop in last 30 days, 15m & 1h & 4h down move, 15m still not low enough, 1h high
      & (
        (protection_close > (protection_high_max_30_1d * 0.05))
        | rsi_3_15m_gt_25
        | rsi_3_1h_gt_25
        | rsi_3_4h_gt_40
        | stochrsi_k_15m_lt_20
        | stochrsi_k_1h_lt_40
      )
    )
    df["global_protections_long_pump"] = True

    df["global_protections_long_dump"] = True

    df["protections_long_rebuy"] = True

    # Global protections Short
    df["protections_short_global"] = (
      # 5m & 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h still low, 1h uptrend
      (
        (protection_rsi_3 < 90.0)
        | rsi_3_15m_lt_75
        | rsi_3_1h_lt_75
        | (protection_rsi_3_4h < 75.0)
        | rsi_14_15m_gt_90
        | rsi_14_1h_gt_85
        | rsi_14_4h_gt_70
        | (stochrsik_14_14_3_3_4h_gt_60)
        | roc_9_1h_lt_15
      )
      # 5m & 15m up move, 15m & 1h & 4h still low, 15m & 1h low, 4h still low
      & (
        (protection_rsi_3 < 90.0)
        | rsi_3_15m_lt_75
        | (protection_rsi_14_15m > 60.0)
        | (protection_rsi_14_1h > 50.0)
        | (protection_rsi_14_4h > 40.0)
        | (protection_aroonu_14_15m > 20.0)
        | (protection_aroonu_14_1h > 20.0)
        | (protection_aroonu_14_4h > 40.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 1h & 4h still low, 4h low
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_60
        | (rsi_3_4h_lt_60)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_70
        | rsi_14_4h_gt_70
        | (protection_aroonu_14_1h > 60.0)
        | (protection_aroonu_14_4h > 60.0)
        | (protection_stochrsik_14_14_3_3_4h > 40.0)
      )
      # 15m & 1h & 4h up move, 15m still not high enough, 1h & 4h still low, 1h low
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_60
        | (protection_rsi_3_4h < 35.0)
        | rsi_14_15m_gt_80
        | (protection_rsi_14_1h > 60.0)
        | rsi_14_4h_gt_60
        | (protection_aroonu_14_1h > 40.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h uptrend
      & (
        (rsi_3_15m_lt_95)
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (protection_cci_20_1h > 200.0)
        | (protection_cci_20_4h > 150.0)
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h up move, 1h & 4h still now high enough, 15m uptrend, 1h still not high enough
      & (
        (rsi_3_15m_lt_95)
        | (protection_rsi_3_1h < 50.0)
        | (protection_rsi_3_4h < 50.0)
        | rsi_14_1h_gt_70
        | rsi_14_4h_gt_70
        | (protection_cmf_20_15m < 0.20)
        | (stochrsik_14_14_3_3_1h_gt_70)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 1h & 4h & 1d uptrend
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_90
        | (rsi_3_4h_lt_80)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | roc_9_1h_lt_10
        | roc_9_4h_lt_20
        | roc_9_1d_lt_80
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 1h & 4h uptrend
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (cci_20_1h_gt_250)
        | (cci_20_4h_gt_200)
        | roc_9_1h_lt_10
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 15m uptrend, 4h still low
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_70
        | (protection_cmf_20_15m < 0.25)
        | (stochrsik_14_14_3_3_4h_gt_60)
      )
      # 15m & 1h & 4h up move, 15m still not high enough, 1h & 4h still low, 4h still low
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_60
        | (rsi_3_4h_lt_60)
        | rsi_14_15m_gt_80
        | (protection_rsi_14_1h > 60.0)
        | rsi_14_4h_gt_60
        | (protection_aroonu_14_4h > 50.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h still not high enough, 1h & 4h uptrend
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_85
        | (protection_rsi_3_4h < 85.0)
        | (protection_aroonu_14_15m > 70.0)
        | (protection_stochrsik_14_14_3_3_15m > 80.0)
        | (protection_stochrsik_14_14_3_3_1h > 80.0)
        | roc_9_1h_lt_10
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 15m & 1h & 4h uptrend
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_85
        | (rsi_3_4h_lt_80)
        | rsi_14_15m_gt_85
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (protection_cmf_20_15m < 0.20)
        | (protection_cmf_20_1h < 0.10)
        | (protection_cmf_20_4h < 0.10)
      )
      # 15m & 1h & 4h up move, 1h still low, 4h & 1d uptrend
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_85
        | (rsi_3_4h_lt_70)
        | (protection_stochrsik_14_14_3_3_1h > 50.0)
        | roc_9_4h_lt_80
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h up move, 1h & 4h still not high enough, 4h overbought
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | (protection_aroonu_14_4h > 70.0)
        | (protection_stochrsik_14_14_3_3_1h > 80.0)
        | (stochrsik_14_14_3_3_4h_gt_80)
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h up move, 1h still nt high enough, 1h & 4h uptrend
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_70
        | (rsi_3_4h_lt_70)
        | (protection_aroonu_14_1h > 70.0)
        | (stochrsik_14_14_3_3_1h_gt_70)
        | (protection_roc_9_1h < 45.0)
        | (protection_roc_9_4h < 45.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 1h still low, 1h & 4h uptrend
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_70
        | (rsi_3_4h_lt_70)
        | rsi_14_15m_gt_70
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (protection_stochrsik_14_14_3_3_1h > 60.0)
        | roc_9_1h_lt_20
        | roc_9_4h_lt_40
      )
      # 15m & 1h & 4h up move, 4h still not high enough, 15m & 1h & 4h uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | (protection_stochrsik_14_14_3_3_4h > 75.0)
        | (roc_9_15m_lt_10)
        | roc_9_1h_lt_10
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h low, 1h & 4h uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_60)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_60
        | (protection_stochrsik_14_14_3_3_4h > 40.0)
        | roc_9_1h_lt_20
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h still low, 15m & 1h & 4h uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_80
        | (protection_rsi_3_4h < 55.0)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_70
        | (protection_aroonu_14_4h > 70.0)
        | (roc_9_15m_lt_10)
        | roc_9_1h_lt_10
        | roc_9_4h_lt_20
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 15m uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_70
        | (rsi_3_4h_lt_70)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_70
        | rsi_14_4h_gt_70
        | (protection_aroonu_14_4h > 70.0)
        | (protection_stochrsik_14_14_3_3_15m > 90.0)
        | (roc_9_15m_lt_10)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 1h low, 4h overbought
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_70
        | (rsi_3_4h_lt_70)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (protection_stochrsik_14_14_3_3_1h > 40.0)
        | roc_9_4h_lt_30
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h low
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_70
        | (protection_rsi_3_4h < 35.0)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_70
        | rsi_14_4h_gt_60
        | (protection_stochrsik_14_14_3_3_4h > 30.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h low, 4h overbought
      & (
        rsi_3_15m_lt_75
        | rsi_3_1h_lt_75
        | (rsi_3_4h_lt_70)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_70
        | (protection_aroonu_14_4h > 30.0)
        | roc_9_4h_lt_10
      )
      # 15m & 1h & 4h up move, 15m low, 1h uptrend
      & (
        rsi_3_15m_lt_70
        | (protection_rsi_3_1h < 95.0)
        | (protection_rsi_3_4h < 85.0)
        | (protection_stochrsik_14_14_3_3_15m > 30.0)
        | (protection_roc_9_1h < 25.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h uptrend, 15m still low, 1h uptrend
      & (
        rsi_3_15m_lt_70
        | rsi_3_1h_lt_70
        | (rsi_3_4h_lt_70)
        | (protection_cmf_20_15m < 0.20)
        | (protection_cmf_20_1h < 0.20)
        | (protection_cmf_20_4h < 0.20)
        | (protection_stochrsik_14_14_3_3_15m > 50.0)
        | roc_9_1h_lt_50
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 4h uptrend
      & (
        rsi_3_15m_lt_70
        | rsi_3_1h_lt_60
        | (rsi_3_4h_lt_60)
        | rsi_14_15m_gt_70
        | rsi_14_1h_gt_70
        | rsi_14_4h_gt_70
        | (stochrsik_14_14_3_3_1h_gt_70)
        | roc_9_4h_lt_50
      )
      # 1h & 4h up move, 1d still low, 15m & 4h still not high enough
      & (
        (protection_rsi_3_1h < 95.0)
        | (rsi_3_4h_lt_80)
        | (rsi_14_1d_gt_50)
        | (protection_stochrsik_14_14_3_3_15m > 70.0)
        | (protection_stochrsik_14_14_3_3_4h > 70.0)
      )
      # 1h & 4h up move, 1d still low, 1h & 4h & 1d uptrend
      & (rsi_3_1h_lt_90 | (rsi_3_4h_lt_90) | (rsi_14_1d_gt_50) | roc_9_1h_lt_20 | roc_9_4h_lt_20 | roc_9_1d_lt_20)
      # 4h up move, 15m & 1h & 4h still not high enough, 1d still low, 4h still not high enough, 1d still low
      & (
        (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (rsi_14_1d_gt_50)
        | (stochrsik_14_14_3_3_4h_gt_80)
        | (protection_stochrsik_14_14_3_3_1d > 50.0)
      )
      # 4h up move, 15m & 1h & 4h still not high enough, 15m low, 15m & 1h & 4h uptrend
      & (
        (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_80
        | (protection_stochrsik_14_14_3_3_15m > 40.0)
        | (protection_roc_9_15m < 20.0)
        | roc_9_1h_lt_15
        | roc_9_4h_lt_15
      )
      # 4h up move, 15m & 1h & 4h still not high enough, 1h still low, 1h & 4h overbought
      & (
        (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_80
        | rsi_14_1h_gt_80
        | rsi_14_4h_gt_90
        | (protection_stochrsik_14_14_3_3_1h > 60.0)
        | roc_9_1h_lt_20
        | roc_9_4h_lt_60
      )
    )

    df["global_protections_short_pump"] = (
      # 15m & 1h & 4h & 1d up move, 15m & 1h & 4h still not high enough, 1d still not high enough & uptrend
      (
        (protection_rsi_3_15m < 40.0)
        | (protection_rsi_3_1h < 40.0)
        | (protection_rsi_3_4h < 85.0)
        | (protection_rsi_3_1d < 85.0)
        | rsi_14_15m_gt_70
        | (protection_cci_20_15m > 350.0)
        | rsi_14_1h_gt_75
        | (cci_20_1h_gt_250)
        | (protection_stochrsik_14_14_3_3_1h > 50.0)
        | rsi_14_4h_gt_95
        | (aroond_14_4h_lt_50)
        | (protection_cci_20_4h > 250.0)
        | (protection_rsi_14_1d > 60.0)
        | (protection_aroond_14_1d < 75.0)
        | (protection_stochrsik_14_14_3_3_1d > 70.0)
        | roc_9_1d_lt_40
      )
      # 15m & 1h & 4h & 1d up move, 15m & 1h & 4h still not high enough, 1d still not high enough & uptrend
      & (
        (protection_rsi_3_15m < 60.0)
        | rsi_3_1h_lt_60
        | (rsi_3_4h_lt_80)
        | (protection_rsi_3_1d < 90.0)
        | rsi_14_15m_gt_90
        | (protection_cci_20_15m > 350.0)
        | rsi_14_1h_gt_90
        | (protection_cci_20_1h > 300.0)
        | rsi_14_4h_gt_80
        | (cci_20_4h_gt_200)
        | (protection_rsi_14_1d > 95.0)
        | roc_9_1d_lt_80
      )
      # 1d green, 15m & 1h & 4h & 1d up move, 4h & 1d still not high enough & uptrend
      & (
        (protection_rsi_3_15m < 60.0)
        | rsi_3_1h_lt_70
        | (rsi_3_4h_lt_70)
        | (protection_rsi_3_1d < 80.0)
        | rsi_14_4h_gt_70
        | (willr_14_4h_gt_neg_10)
        | (stochrsik_14_14_3_3_4h_gt_80)
        | roc_9_4h_lt_40
        | (protection_rsi_14_1d > 80.0)
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 1d up move, 15m & 1h & 4h still not high enough, 1d still not high enough & uptrend
      & (
        (protection_rsi_3_15m < 65.0)
        | rsi_3_1h_lt_70
        | (protection_rsi_3_1d < 60.0)
        | rsi_14_15m_gt_90
        | (protection_cmf_20_15m > 0.40)
        | (protection_willr_14_15m > -10.0)
        | (protection_cci_20_15m > 450.0)
        | (protection_stochk_14_3_3_15m > 90.0)
        | rsi_14_1h_gt_90
        | (protection_cmf_20_1h > 0.20)
        | (protection_willr_14_1h > -5.0)
        | (cci_20_1h_gt_250)
        | rsi_14_4h_gt_90
        | (protection_cmf_20_4h > 0.10)
        | (protection_cci_20_4h > 250.0)
        | (protection_rsi_14_1d > 90.0)
        | roc_9_1d_lt_25
      )
      # 15m & 1h & 4h & 1d up move, 15m & 1h & 4h & 1d still not high enough, 1d uptrend
      & (
        rsi_3_15m_lt_70
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | (protection_rsi_3_1d < 80.0)
        | (protection_mfi_14_15m > 90.0)
        | (protection_stochrsik_14_14_3_3_15m > 90.0)
        | (protection_mfi_14_1h > 90.0)
        | (protection_mfi_14_4h > 80.0)
        | (protection_willr_14_4h > -5.0)
        | (aroond_14_4h_lt_50)
        | roc_9_1d_lt_40
      )
      # 15m & 1h up move, 15m & 1h & 4h still not high enough, 1d still not high enough & uptrend
      & (
        rsi_3_15m_lt_70
        | rsi_3_1h_lt_85
        | (protection_mfi_14_15m > 90.0)
        | (protection_stochrsik_14_14_3_3_15m > 80.0)
        | rsi_14_1h_gt_80
        | (protection_mfi_14_1h > 80.0)
        | (stochrsik_14_14_3_3_1h_gt_70)
        | rsi_14_4h_gt_80
        | (protection_rsi_14_1d > 80.0)
        | roc_9_1d_lt_40
      )
      # 15m & 1h & 4h & 1d up move, 15m & 1h still not high enough, 4h & 1d stil not high enough & uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | (protection_rsi_3_1d < 95.0)
        | rsi_14_15m_gt_85
        | (cci_20_15m_gt_250)
        | rsi_14_1h_gt_85
        | (cci_20_1h_gt_250)
        | (protection_cci_20_change_pct_1h < -0.0)
        | (protection_stochrsik_14_14_3_3_1h > 90.0)
        | (protection_rsi_14_4h > 85.0)
        | (protection_cci_20_4h > 250.0)
        | (protection_cci_20_change_pct_4h < -0.0)
        | (protection_stochrsik_14_14_3_3_4h > 90.0)
        | roc_9_4h_lt_30
        | (protection_rsi_14_1d > 90.0)
        | (protection_willr_14_1d > -10.0)
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h up move, 15m & 1h still not high enough, 4h still not high enough & uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_90
        | (protection_cci_20_15m > 400.0)
        | rsi_14_1h_gt_90
        | (protection_cci_20_1h > 400.0)
        | (protection_cci_20_4h > 400.0)
        | (protection_roc_9_4h < 200.0)
      )
      # 15m & 1h up move, 15m & 1h & 4h still not high enough, 1d still not high enough & uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_90
        | rsi_14_15m_gt_85
        | (cci_20_15m_gt_250)
        | rsi_14_1h_gt_75
        | (protection_aroond_14_1h < 50.0)
        | (protection_cci_20_1h > 350.0)
        | (protection_cci_20_change_pct_1h < -0.0)
        | (protection_rsi_14_4h > 85.0)
        | (protection_cci_20_4h > 150.0)
        | (protection_cci_20_change_pct_4h < -0.0)
        | (protection_stochrsik_14_14_3_3_4h > 70.0)
        | (protection_rsi_14_1d > 85.0)
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h & 1d up move, 15m & 1h & 4h & 1d still not high enough
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_90
        | (rsi_3_4h_lt_70)
        | (protection_rsi_3_1d < 70.0)
        | rsi_14_15m_gt_85
        | rsi_14_1h_gt_85
        | (cci_20_1h_gt_250)
        | (protection_cci_20_change_pct_1h < -0.0)
        | rsi_14_4h_gt_70
        | (protection_aroond_14_4h < 75.0)
        | (cci_20_4h_gt_200)
        | (protection_cci_20_change_pct_4h < -0.0)
        | (protection_stochk_14_3_3_4h > 70.0)
        | (protection_rsi_14_1d > 70.0)
      )
      # 15m & 1h & 4h & 1d up move, 1h still not high enough, 1d still low, 4h & 1d uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_85
        | (rsi_3_4h_lt_90)
        | (protection_rsi_3_1d < 95.0)
        | (protection_stochrsik_14_14_3_3_1h > 60.0)
        | (protection_aroond_14_1d < 50.0)
        | roc_9_4h_lt_100
        | roc_9_1d_lt_100
      )
      # 15m & 1h & 4h & 1d up move, 15m & 1h still not high enough, 4h & 1d still not high enough & uptrend
      & (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_90)
        | (protection_rsi_3_1d < 95.0)
        | rsi_14_15m_gt_85
        | (protection_stochk_14_3_3_15m > 90.0)
        | rsi_14_1h_gt_90
        | (protection_stochk_14_3_3_1h > 90.0)
        | rsi_14_4h_gt_95
        | (protection_stochk_14_3_3_4h > 90.0)
        | roc_9_4h_lt_50
        | (protection_rsi_14_1d > 95.0)
        | (protection_stochk_14_3_3_1d > 70.0)
        | (protection_aroond_14_1d < 50.0)
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h up move, 1h & 4h still not high enough, 1d uptrend
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_60)
        | (protection_willr_14_1h > -5.0)
        | (protection_aroond_14_1h < 25.0)
        | (willr_14_4h_gt_neg_10)
        | (aroond_14_4h_lt_50)
        | (stochrsik_14_14_3_3_4h_gt_60)
        | roc_9_1d_lt_50
      )
      # 15m & 1h & 4h up move, 15m still not high enough, 1h & 4h still not high enough & uptrend, 1d still not high enough
      & (
        rsi_3_15m_lt_85
        | rsi_3_1h_lt_85
        | (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_95
        | (protection_cmf_20_15m > 0.50)
        | (protection_uo_7_14_28_15m > 80.0)
        | (protection_uo_7_14_28_change_pct_15m < -0.0)
        | (cci_20_15m_gt_250)
        | (protection_stochk_14_3_3_15m > 90.0)
        | rsi_14_1h_gt_95
        | (protection_cmf_20_1h > 0.50)
        | (protection_uo_7_14_28_1h > 80.0)
        | (protection_cci_20_1h > 350.0)
        | roc_9_1h_lt_10
        | rsi_14_4h_gt_90
        | (protection_cmf_20_4h > 0.35)
        | (protection_uo_7_14_28_4h > 75.0)
        | (protection_cci_20_4h > 500.0)
        | (protection_roc_2_4h < 10.0)
        | roc_9_4h_lt_10
        | (protection_rsi_14_1d > 70.0)
      )
      # 15m & 1h & 4h up move, 15m & 1h & 4h still not high enough, 1d still not high enough & overbought
      & (
        rsi_3_15m_lt_90
        | rsi_3_1h_lt_60
        | (rsi_3_4h_lt_60)
        | rsi_14_15m_gt_85
        | (cci_20_15m_gt_250)
        | rsi_14_1h_gt_70
        | (protection_cci_20_1h > 200.0)
        | (protection_stochk_14_3_3_1h > 90.0)
        | (protection_rsi_14_4h > 65.0)
        | (cci_20_4h_gt_200)
        | (protection_stochk_14_3_3_4h > 90.0)
        | (protection_rsi_14_1d > 65.0)
        | (protection_stochk_14_3_3_1d > 70.0)
        | roc_9_1d_lt_30
      )
      # 15m & 1h & 4h & 1d up move, 15m & 1h & 4h still not high enough. 1d still not high enough & uptrend
      & (
        (rsi_3_15m_lt_95)
        | rsi_3_1h_lt_80
        | (rsi_3_4h_lt_80)
        | (protection_rsi_3_1d < 80.0)
        | rsi_14_15m_gt_90
        | rsi_14_1h_gt_90
        | (stochrsik_14_14_3_3_1h_gt_70)
        | rsi_14_4h_gt_90
        | (protection_willr_14_4h > -5.0)
        | (protection_rsi_14_1d > 80.0)
        | (protection_stochrsik_14_14_3_3_1d > 80.0)
        | roc_9_1d_lt_40
      )
      # 15m & 1h & 4h up move, 15m & 1h still not high enough, 4h still not high enough & uptrend
      & (
        (rsi_3_15m_lt_95)
        | rsi_3_1h_lt_90
        | (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_90
        | (cci_20_15m_gt_250)
        | rsi_14_1h_gt_90
        | (protection_aroond_14_1h < 25.0)
        | (protection_cci_20_1h > 300.0)
        | (protection_stochk_14_3_3_1h > 90.0)
        | rsi_14_4h_gt_95
        | (protection_cci_20_4h > 300.0)
        | roc_9_4h_lt_20
      )
      # 1h & 4h & 1d up move, 15m still not high enough, 1h & 4h & 1d still not high enough, 1d uptrend
      & (
        rsi_3_1h_lt_80
        | (rsi_3_4h_lt_60)
        | (protection_rsi_3_1d < 90.0)
        | (protection_stochrsik_14_14_3_3_15m > 80.0)
        | (protection_willr_14_1h > -20.0)
        | (protection_willr_14_4h > -25.0)
        | (protection_stochrsik_14_14_3_3_4h > 20.0)
        | (protection_aroond_14_1d < 50.0)
        | roc_9_1d_lt_20
      )
    )

    df["global_protections_short_dump"] = (
      # 15m & 1h up move, 15m & 1h still not high enough, 4h still low, 1d still low & downtrend
      (
        rsi_3_15m_lt_80
        | rsi_3_1h_lt_70
        | rsi_14_15m_gt_80
        | (protection_cci_20_15m > 400.0)
        | rsi_14_1h_gt_75
        | (cci_20_1h_gt_250)
        | rsi_14_4h_gt_60
        | (aroond_14_4h_lt_50)
        | (cci_20_4h_gt_200)
        | (rsi_14_1d_gt_50)
        | (protection_aroond_14_1d < 75.0)
        | (roc_9_1d_gt_neg_30)
      )
      # 15m up move, 15m still low, 1h & 4h & 1d still not high
      & (
        rsi_3_15m_lt_85
        | (protection_aroond_14_15m < 50.0)
        | rsi_14_1h_gt_70
        | (protection_willr_14_1h > -50.0)
        | (protection_stochrsik_14_14_3_3_1h > 80.0)
        | (protection_aroond_14_1h < 75.0)
        | rsi_14_4h_gt_70
        | (protection_willr_14_4h > -50.0)
        | (protection_aroond_14_4h < 25.0)
        | (protection_stochrsik_14_14_3_3_4h > 30.0)
        | (protection_rsi_14_1d > 70.0)
      )
      # 1h & 4h up move, 15m & 1h & 4h still not high enough, 1d still low & downtrend
      & (
        rsi_3_1h_lt_70
        | (rsi_3_4h_lt_90)
        | rsi_14_15m_gt_95
        | (protection_cci_20_15m > 600.0)
        | rsi_14_1h_gt_95
        | (protection_cci_20_1h > 600.0)
        | rsi_14_4h_gt_95
        | (willr_14_4h_gt_neg_10)
        | (protection_cci_20_4h > 600.0)
        | (protection_rsi_14_1d > 40.0)
        | (protection_roc_9_1d > -20.0)
      )
    )
    df["protections_short_rebuy"] = True

    tok_after_protections = time.perf_counter()
    tok_total = time.perf_counter()
    log.debug(
      f"[{metadata_pair}] "
      f"populate_indicators pre-protections: "
      f"{tok_before_protections - tik:0.4f}s | "
      f"protections: "
      f"{tok_after_protections - tok_before_protections:0.4f}s | "
      f"total: "
      f"{tok_total - tik:0.4f}s"
    )
    tok = time.perf_counter()
    log.debug("[%s] Populate indicators took a total of: %.4f seconds.", metadata_pair, tok - tik)

    return df

  # Confirm Trade Entry
  # ---------------------------------------------------------------------------------------------
  def confirm_trade_entry(
    self,
    pair: str,
    order_type: str,
    amount: float,
    rate: float,
    time_in_force: str,
    current_time: datetime,
    entry_tag: Optional[str],
    side: str,
    **kwargs,
  ) -> bool:
    # Force Entry
    if entry_tag == "force_entry":
      return True

    # Mode Validation
    entry_tags = entry_tag.split()
    is_long_side = side == "long"
    is_short_side = side == "short"
    long_grind_mode_tags = self.long_grind_mode_tags
    long_top_coins_mode_tags = self.long_top_coins_mode_tags
    long_scalp_mode_tags = self.long_scalp_mode_tags
    if all(c in long_grind_mode_tags for c in entry_tags):
      return self._handle_grind_mode(pair, current_time)
    if all(c in long_top_coins_mode_tags for c in entry_tags):
      return self._handle_top_coins_mode(pair, current_time)
    if all(c in long_scalp_mode_tags for c in entry_tags):
      return self._handle_scalp_mode(pair, current_time)

    # Long/Short Slot Validation (only in futures mode)
    if self.is_futures_mode:
      max_side_trades = 0
      if is_long_side:
        max_side_trades = self.futures_max_open_trades_long
      elif is_short_side:
        max_side_trades = self.futures_max_open_trades_short

      if max_side_trades != 0:
        open_trades = Trade.get_trades_proxy(is_open=True)
        side_trades = sum(1 for t in open_trades if t.trade_direction == side)
        if side_trades >= max_side_trades:
          log.info(
            f"[{current_time}] Cancelling entry for {pair} due to {side} trades reaching the max limit of {max_side_trades}."
          )
          return False

    max_slippage = self.max_slippage

    # Slippage Validation
    df, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe)
    if len(df) >= 1:
      last_candle = df.iloc[-1]
      last_close = last_candle["close"]
      if (is_long_side and rate > last_close) or (is_short_side and rate < last_close):
        slippage = (rate / last_close) - 1.0
        if (is_long_side and slippage < max_slippage) or (is_short_side and slippage > -max_slippage):
          return True
        else:
          log.warning(f"[{current_time}] Cancelling entry for {pair} due to slippage {(slippage * 100.0):.2f}%")
          return False

    return True

  def _handle_grind_mode(self, pair: str, current_time: datetime) -> bool:
    grind_mode_coins = self.grind_mode_coins
    grind_mode_max_slots = self.grind_mode_max_slots
    long_grind_mode_tags = self.long_grind_mode_tags

    is_pair_grind_mode = pair.partition("/")[0] in grind_mode_coins
    if not is_pair_grind_mode:
      log.info(f"[{current_time}] Cancelling entry for {pair} due to not being in grind mode coins list.")
      return False

    open_trades = Trade.get_trades_proxy(is_open=True)
    num_open_grind_mode = sum(1 for t in open_trades if all(c in long_grind_mode_tags for c in t.enter_tag.split()))
    if num_open_grind_mode >= grind_mode_max_slots:
      log.info(f"[{current_time}] Cancelling entry for {pair} due to grind mode slots limit reached.")
      return False

    return True

  def _handle_top_coins_mode(self, pair: str, current_time: datetime) -> bool:
    is_pair_top_coins_mode = pair.partition("/")[0] in self.top_coins_mode_coins
    if not is_pair_top_coins_mode:
      log.info(f"[{current_time}] Cancelling entry for {pair} due to not being in top coins list.")
      return False
    return True

  def _handle_scalp_mode(self, pair: str, current_time: datetime) -> bool:
    current_free_slots = self.config["max_open_trades"] - Trade.get_open_trade_count()
    if current_free_slots < self.min_free_slots_scalp_mode:
      log.info(f"[{current_time}] Cancelling entry for {pair} due to insufficient free slots.")
      return False
    return True

  # Confirm Trade Exit
  # ---------------------------------------------------------------------------------------------
  def confirm_trade_exit(
    self,
    pair: str,
    trade: Trade,
    order_type: str,
    amount: float,
    rate: float,
    time_in_force: str,
    exit_reason: str,
    current_time: datetime,
    **kwargs,
  ) -> bool:
    trade_realized_profit = trade.realized_profit
    trade_stake_amount = trade.stake_amount
    trade_is_short = trade.is_short
    trade_liquidation_price = trade.liquidation_price
    trade_open_rate = trade.open_rate

    is_backtest = self.is_backtest_mode()
    # Allow force exits
    if exit_reason != "force_exit":
      if self._should_hold_trade(trade, rate, exit_reason):
        return False
      if exit_reason in ["stop_loss", "trailing_stop_loss"]:
        # log.info(f"[{current_time}] Cancelling {exit_reason} exit for {pair}")
        is_liquidation = False
        if self.is_futures_mode and is_backtest:
          if (trade_is_short and rate > trade_liquidation_price) or (
            not trade_is_short and rate < trade_liquidation_price
          ):
            is_liquidation = True
        if not is_liquidation:
          return False
      if self.exit_profit_only:
        profit = 0.0
        if trade_realized_profit != 0.0:
          profit = ((rate - trade_open_rate) / trade_open_rate) * trade_stake_amount * (1 - trade.fee_close)
          profit = profit + trade_realized_profit
          profit = profit / trade_stake_amount
        else:
          profit = trade.calc_profit_ratio(rate)
        if profit < self.exit_profit_offset:
          return False

    self._remove_profit_target(pair)
    return True

    # Check Entry Timeout
    # ---------------------------------------------------------------------------------------------
    def check_entry_timeout(self, pair: str, trade: Trade, order: Order, current_time: datetime, **kwargs) -> bool:
      ob = self.dp.orderbook(pair, 1)
      bids = ob["bids"][0][0]
      asks = ob["asks"][0][0]
      # Cancel order if price is more than 3% difference.
      if trade.is_short:
        if asks < order.price * 0.97:
          return True
      else:
        if bids > order.price * 1.03:
          return True
      return False

    # Check Exit Timeout
    # ---------------------------------------------------------------------------------------------
    def check_exit_timeout(self, pair: str, trade: Trade, order: Order, current_time: datetime, **kwargs) -> bool:
      ob = self.dp.orderbook(pair, 1)
      bids = ob["bids"][0][0]
      asks = ob["asks"][0][0]
      # Cancel order if price is more than 3% difference.
      if trade.is_short:
        if bids > order.price * 1.03:
          return True
      else:
        if asks < order.price * 0.97:
          return True
      return False

  # Bot Loop Start
  # ---------------------------------------------------------------------------------------------
  def bot_loop_start(self, current_time: datetime, **kwargs) -> None:
    if self.config["runmode"].value not in ("live", "dry_run"):
      return super().bot_loop_start(datetime, **kwargs)

    if self.hold_support_enabled:
      self.load_hold_trades_config()

    return super().bot_loop_start(current_time, **kwargs)

  # Leverage
  # ---------------------------------------------------------------------------------------------
  def leverage(
    self,
    pair: str,
    current_time: datetime,
    current_rate: float,
    proposed_leverage: float,
    max_leverage: float,
    entry_tag: Optional[str],
    side: str,
    **kwargs,
  ) -> float:
    enter_tags = entry_tag.split()
    long_rebuy_mode_tags = self.long_rebuy_mode_tags
    long_grind_mode_tags = self.long_grind_mode_tags
    if all(c in long_rebuy_mode_tags for c in enter_tags):
      return self.futures_mode_leverage_rebuy_mode
    elif all(c in long_grind_mode_tags for c in enter_tags):
      return self.futures_mode_leverage_grind_mode
    return self.futures_mode_leverage

  # Correct Min Stake
  # ---------------------------------------------------------------------------------------------
  def correct_min_stake(self, min_stake: float) -> float:
    if self.config["exchange"]["name"] == "bybit":
      if self.is_futures_mode:
        if (min_stake is None) or (min_stake < 5.0 / self.futures_mode_leverage):
          min_stake = 5.0 / self.futures_mode_leverage
    elif self.config["exchange"]["name"] == "krakenfutures":
      if self.is_futures_mode:
        if (min_stake is None) or (min_stake < 5.0 / self.futures_mode_leverage):
          min_stake = 5.0 / self.futures_mode_leverage
    return min_stake

  def is_backtest_mode(self) -> bool:
    """Check if the current run mode is backtest or hyperopt"""
    return self.dp.runmode.value in ["backtest", "hyperopt"]

  def is_system_v3(self, trade: Trade) -> bool:
    """Check if the current system is v3"""
    return trade.get_custom_data(key="system_version") == self.system_v3_name

  def is_system_v3_1(self, trade: Trade) -> bool:
    """Check if the current system is v3_1"""
    return trade.get_custom_data(key="system_version") == self.system_v3_1_name

  def is_system_v3_2(self, trade: Trade) -> bool:
    """Check if the current system is v3_2"""
    return trade.get_custom_data(key="system_version") == self.system_v3_2_name

  def get_system_version_flags(self, trade: Trade) -> tuple[bool, bool, bool]:
    """Check the current system version flags with one custom-data lookup."""
    system_version = trade.get_custom_data(key="system_version")
    return (
      system_version == self.system_v3_name,
      system_version == self.system_v3_1_name,
      system_version == self.system_v3_2_name,
    )

  def has_valid_entry_conditions(
    self, trade: Trade, exit_rate: float, last_candle, previous_candle, filled_orders=None
  ) -> bool:
    """Check if there are valid entry conditions"""
    if filled_orders is None:
      filled_orders = trade.select_filled_orders()
    if not filled_orders:
      return False
    last_filled_price = filled_orders[-1].safe_price
    slice_profit = (exit_rate - last_filled_price) / last_filled_price
    if not trade.is_short:
      return last_candle["enter_long"] or self.long_grind_entry(last_candle, previous_candle, slice_profit, False)
    else:
      return last_candle["enter_short"] or self.short_grind_entry(last_candle, previous_candle, slice_profit, False)
    return False

  # Update signals (enable/disable) from config
  # ---------------------------------------------------------------------------------------------
  def update_signals_from_config(self, config):
    # Update long entry signal parameters (if they exist in the config)
    if hasattr(self, "long_entry_signal_params") and "long_entry_signal_params" in config:
      long_entry_signal_params = self.long_entry_signal_params
      config_long_entry_signal_params = config["long_entry_signal_params"]
      for condition_key in long_entry_signal_params:
        if condition_key in config_long_entry_signal_params:
          long_entry_signal_params[condition_key] = config_long_entry_signal_params[condition_key]

    # Update short entry signal parameters (if they exist in the config)
    if hasattr(self, "short_entry_signal_params") and "short_entry_signal_params" in config:
      short_entry_signal_params = self.short_entry_signal_params
      config_short_entry_signal_params = config["short_entry_signal_params"]
      for condition_key in short_entry_signal_params:
        if condition_key in config_short_entry_signal_params:
          short_entry_signal_params[condition_key] = config_short_entry_signal_params[condition_key]

  # Set Profit Target
  # ---------------------------------------------------------------------------------------------
  def _set_profit_target(
    self, pair: str, sell_reason: str, rate: float, current_profit: float, current_time: datetime
  ):
    self.target_profit_cache.data[pair] = {
      "rate": rate,
      "profit": current_profit,
      "sell_reason": sell_reason,
      "time_profit_reached": current_time.isoformat(),
    }
    self.target_profit_cache.save()

  # Remove Profit Target
  # ---------------------------------------------------------------------------------------------
  def _remove_profit_target(self, pair: str):
    target_profit_cache = self.target_profit_cache

    if target_profit_cache is not None:
      target_profit_cache.data.pop(pair, None)
      target_profit_cache.save()

  # Get Hold Trades Config File
  # ---------------------------------------------------------------------------------------------
  def get_hold_trades_config_file(self):
    proper_holds_file_path = self.config["user_data_dir"].resolve() / "nfi-hold-trades.json"
    if proper_holds_file_path.is_file():
      return proper_holds_file_path

    strat_file_path = pathlib.Path(__file__)
    hold_trades_config_file_resolve = strat_file_path.resolve().parent / "hold-trades.json"
    if hold_trades_config_file_resolve.is_file():
      log.warning(
        "Please move %s to %s which is now the expected path for the holds file",
        hold_trades_config_file_resolve,
        proper_holds_file_path,
      )
      return hold_trades_config_file_resolve

    # The resolved path does not exist, is it a symlink?
    hold_trades_config_file_absolute = strat_file_path.absolute().parent / "hold-trades.json"
    if hold_trades_config_file_absolute.is_file():
      log.warning(
        "Please move %s to %s which is now the expected path for the holds file",
        hold_trades_config_file_absolute,
        proper_holds_file_path,
      )
      return hold_trades_config_file_absolute

  # Load Hold Trades Config
  # ---------------------------------------------------------------------------------------------
  def load_hold_trades_config(self):
    hold_trades_cache = self.hold_trades_cache
    if hold_trades_cache is None:
      hold_trades_config_file = self.get_hold_trades_config_file()
      if hold_trades_config_file:
        log.warning("Loading hold support data from %s", hold_trades_config_file)
        hold_trades_cache = HoldsCache(hold_trades_config_file)
        self.hold_trades_cache = hold_trades_cache

    if hold_trades_cache:
      hold_trades_cache.load()

  # Should Hold Trade
  # ---------------------------------------------------------------------------------------------
  def _should_hold_trade(self, trade: "Trade", rate: float, sell_reason: str) -> bool:
    calc_total_profit = self.calc_total_profit
    trade_id = trade.id
    trade_pair = trade.pair

    if self.config["runmode"].value not in ("live", "dry_run"):
      return False

    if not self.hold_support_enabled:
      return False

    # Just to be sure our hold data is loaded, should be a no-op call after the first bot loop
    self.load_hold_trades_config()

    hold_trades_cache = self.hold_trades_cache
    if not hold_trades_cache:
      # Cache hasn't been setup, likely because the corresponding file does not exist, sell
      return False

    hold_trades_data = hold_trades_cache.data
    if not hold_trades_data:
      # We have no pairs we want to hold until profit, sell
      return False

    # By default, no hold should be done
    hold_trade = False
    profit_values = None

    def get_profit_values():
      nonlocal profit_values
      if profit_values is None:
        filled_entries = trade.select_filled_orders(trade.entry_side)
        filled_exits = trade.select_filled_orders(trade.exit_side)
        profit_values = calc_total_profit(trade, filled_entries, filled_exits, rate)

      return profit_values

    for hold_key_name, hold_key in (("trade_ids", trade_id), ("trade_pairs", trade_pair)):
      hold_targets: dict = hold_trades_data.get(hold_key_name)
      if not hold_targets or hold_key not in hold_targets:
        continue

      trade_profit_ratio = hold_targets[hold_key]
      current_profit_ratio = get_profit_values()[3]
      if sell_reason == "force_sell":
        formatted_profit_ratio = f"{trade_profit_ratio * 100}%"
        formatted_current_profit_ratio = f"{current_profit_ratio * 100}%"
        log.warning(
          "Force selling %s even though the current profit of %s < %s",
          trade,
          formatted_current_profit_ratio,
          formatted_profit_ratio,
        )
        return False
      elif current_profit_ratio >= trade_profit_ratio:
        # This trade is on the list to hold, and we reached minimum profit, sell
        formatted_profit_ratio = f"{trade_profit_ratio * 100}%"
        formatted_current_profit_ratio = f"{current_profit_ratio * 100}%"
        log.warning(
          "Selling %s because the current profit of %s >= %s",
          trade,
          formatted_current_profit_ratio,
          formatted_profit_ratio,
        )
        return False

      # This trade is on the list to hold, and we haven't reached minimum profit, hold
      hold_trade = True

    return hold_trade

  # Populate Exit Trend
  # ---------------------------------------------------------------------------------------------
  def populate_exit_trend(self, df: DataFrame, metadata: dict) -> DataFrame:
    df.loc[:, "exit_long"] = 0
    df.loc[:, "exit_short"] = 0

    return df

  #
  # $$$$$$$$\ $$\   $$\ $$$$$$$$\ $$$$$$$\ $$\     $$\
  # $$  _____|$$$\  $$ |\__$$  __|$$  __$$\\$$\   $$  |
  # $$ |      $$$$\ $$ |   $$ |   $$ |  $$ |\$$\ $$  /
  # $$$$$\    $$ $$\$$ |   $$ |   $$$$$$$  | \$$$$  /
  # $$  __|   $$ \$$$$ |   $$ |   $$  __$$<   \$$  /
  # $$ |      $$ |\$$$ |   $$ |   $$ |  $$ |   $$ |
  # $$$$$$$$\ $$ | \$$ |   $$ |   $$ |  $$ |   $$ |
  # \________|\__|  \__|   \__|   \__|  \__|   \__|
  #

  #
  #  $$$$$$\   $$$$$$\  $$\   $$\ $$$$$$$\  $$$$$$\ $$$$$$$$\ $$$$$$\  $$$$$$\  $$\   $$\  $$$$$$\
  # $$  __$$\ $$  __$$\ $$$\  $$ |$$  __$$\ \_$$  _|\__$$  __|\_$$  _|$$  __$$\ $$$\  $$ |$$  __$$\
  # $$ /  \__|$$ /  $$ |$$$$\ $$ |$$ |  $$ |  $$ |     $$ |     $$ |  $$ /  $$ |$$$$\ $$ |$$ /  \__|
  # $$ |      $$ |  $$ |$$ $$\$$ |$$ |  $$ |  $$ |     $$ |     $$ |  $$ |  $$ |$$ $$\$$ |\$$$$$$\
  # $$ |      $$ |  $$ |$$ \$$$$ |$$ |  $$ |  $$ |     $$ |     $$ |  $$ |  $$ |$$ \$$$$ | \____$$\
  # $$ |  $$\ $$ |  $$ |$$ |\$$$ |$$ |  $$ |  $$ |     $$ |     $$ |  $$ |  $$ |$$ |\$$$ |$$\   $$ |
  # \$$$$$$  | $$$$$$  |$$ | \$$ |$$$$$$$  |$$$$$$\    $$ |   $$$$$$\  $$$$$$  |$$ | \$$ |\$$$$$$  |
  #  \______/  \______/ \__|  \__|\_______/ \______|   \__|   \______| \______/ \__|  \__| \______/
  #

  # Populate Entry Trend
  # ---------------------------------------------------------------------------------------------
  def populate_entry_trend(self, df: DataFrame, metadata: dict) -> DataFrame:
    tik = time.perf_counter()
    config = self.config
    long_entry_signal_params = self.long_entry_signal_params
    short_entry_signal_params = self.short_entry_signal_params
    top_coins_mode_coins = self.top_coins_mode_coins

    long_entry_conditions = []
    short_entry_conditions = []

    entry_tags = np.full(len(df), "", dtype=object)
    df.loc[:, "enter_long"] = 0
    df.loc[:, "enter_short"] = 0
    rsi_3_1h = df["RSI_3_1h"].to_numpy(copy=False)
    rsi_3_15m = df["RSI_3_15m"].to_numpy(copy=False)
    rsi_3_4h = df["RSI_3_4h"].to_numpy(copy=False)
    roc_9_1d = df["ROC_9_1d"].to_numpy(copy=False)
    aroonu_14_4h = df["AROONU_14_4h"].to_numpy(copy=False)
    aroonu_14_4h_shift = df["AROONU_14_4h"]
    roc_9_4h = df["ROC_9_4h"].to_numpy(copy=False)
    roc_9_4h_shift = df["ROC_9_4h"]
    aroonu_14_1h = df["AROONU_14_1h"].to_numpy(copy=False)
    stochrsi_k_4h = df["STOCHRSIk_14_14_3_3_4h"].to_numpy(copy=False)
    stochrsi_k_1h = df["STOCHRSIk_14_14_3_3_1h"].to_numpy(copy=False)
    aroonu_14_1d = df["AROONU_14_1d"].to_numpy(copy=False)
    rsi_3_1d = df["RSI_3_1d"].to_numpy(copy=False)
    aroonu_14_15m = df["AROONU_14_15m"].to_numpy(copy=False)
    roc_9_1h = df["ROC_9_1h"].to_numpy(copy=False)
    stochrsi_k_15m = df["STOCHRSIk_14_14_3_3_15m"].to_numpy(copy=False)
    stochrsi_k_1d = df["STOCHRSIk_14_14_3_3_1d"].to_numpy(copy=False)
    rsi_3 = df["RSI_3"].to_numpy(copy=False)
    close = df["close"]
    open_rate = df["open"].to_numpy(copy=False)
    roc_9_15m = df["ROC_9_15m"].to_numpy(copy=False)
    rsi_14_4h = df["RSI_14_4h"].to_numpy(copy=False)
    rsi_14_4h_shift = df["RSI_14_4h"]
    roc_2_1d = df["ROC_2_1d"].to_numpy(copy=False)
    uo_7_14_28_4h = df["UO_7_14_28_4h"].to_numpy(copy=False)
    willr_84_1h = df["WILLR_84_1h"].to_numpy(copy=False)
    mfi_14 = df["MFI_14"].to_numpy(copy=False)

    # Reused entry Series and comparison masks
    aroond_14 = df["AROOND_14"].to_numpy(copy=False)
    aroond_14_15m = df["AROOND_14_15m"].to_numpy(copy=False)
    aroond_14_1h = df["AROOND_14_1h"].to_numpy(copy=False)
    aroond_14_4h = df["AROOND_14_4h"].to_numpy(copy=False)
    aroonu_14 = df["AROONU_14"].to_numpy(copy=False)
    bbb_20_2_0_1h = df["BBB_20_2.0_1h"].to_numpy(copy=False)
    bbl_20_2_0 = df["BBL_20_2.0"].to_numpy(copy=False)
    bbu_20_2_0 = df["BBU_20_2.0"].to_numpy(copy=False)
    cci_20_change_pct_1h = df["CCI_20_change_pct_1h"].to_numpy(copy=False)
    cci_20_change_pct_4h = df["CCI_20_change_pct_4h"].to_numpy(copy=False)
    change_pct_1d = df["change_pct_1d"].to_numpy(copy=False)
    change_pct_1d_shift = df["change_pct_1d"]
    change_pct_1h = df["change_pct_1h"].to_numpy(copy=False)
    change_pct_1h_shift = df["change_pct_1h"]
    change_pct_4h = df["change_pct_4h"].to_numpy(copy=False)
    change_pct_4h_shift = df["change_pct_4h"]
    close_max_12 = df["close_max_12"].to_numpy(copy=False)
    close_max_48 = df["close_max_48"].to_numpy(copy=False)
    cmf_20_15m = df["CMF_20_15m"].to_numpy(copy=False)
    cmf_20_1d = df["CMF_20_1d"].to_numpy(copy=False)
    cmf_20_1h = df["CMF_20_1h"].to_numpy(copy=False)
    cmf_20_4h = df["CMF_20_4h"].to_numpy(copy=False)
    ema_12 = df["EMA_12"].to_numpy(copy=False)
    ema_12_shift = df["EMA_12"]
    ema_20 = df["EMA_20"].to_numpy(copy=False)
    ema_26 = df["EMA_26"].to_numpy(copy=False)
    ema_26_shift = df["EMA_26"]
    ema_200_1h = df["EMA_200_1h"].to_numpy(copy=False)
    ema_200_1h_infer = df["EMA_200_1h"]
    ema_200_4h = df["EMA_200_4h"].to_numpy(copy=False)
    ema_200_4h_infer = df["EMA_200_4h"]
    ema_9 = df["EMA_9"].to_numpy(copy=False)
    high_max_12_1d = df["high_max_12_1d"].to_numpy(copy=False)
    high_max_12_4h = df["high_max_12_4h"].to_numpy(copy=False)
    high_max_20_1d = df["high_max_20_1d"].to_numpy(copy=False)
    high_max_24_4h = df["high_max_24_4h"].to_numpy(copy=False)
    high_max_30_1d = df["high_max_30_1d"].to_numpy(copy=False)
    high_max_6_1d = df["high_max_6_1d"].to_numpy(copy=False)
    high_max_6_4h = df["high_max_6_4h"].to_numpy(copy=False)
    low_min_12_1d = df["low_min_12_1d"].to_numpy(copy=False)
    low_min_24_4h = df["low_min_24_4h"].to_numpy(copy=False)
    mfi_14_15m = df["MFI_14_15m"].to_numpy(copy=False)
    mfi_14_1h = df["MFI_14_1h"].to_numpy(copy=False)
    num_empty_288 = df["num_empty_288"].to_numpy(copy=False)
    protections_long_global = df["protections_long_global"]
    protections_short_global = df["protections_short_global"]
    roc_2 = df["ROC_2"].to_numpy(copy=False)
    roc_9 = df["ROC_9"].to_numpy(copy=False)
    rsi_14 = df["RSI_14"].to_numpy(copy=False)
    rsi_14_15m = df["RSI_14_15m"].to_numpy(copy=False)
    rsi_14_1d = df["RSI_14_1d"].to_numpy(copy=False)
    rsi_14_1h = df["RSI_14_1h"].to_numpy(copy=False)
    rsi_14_1h_shift = df["RSI_14_1h"]
    rsi_20 = df["RSI_20"].to_numpy(copy=False)
    rsi_20_shift = df["RSI_20"]
    rsi_3_change_pct_1h = df["RSI_3_change_pct_1h"].to_numpy(copy=False)
    rsi_3_change_pct_4h = df["RSI_3_change_pct_4h"].to_numpy(copy=False)
    rsi_4 = df["RSI_4"].to_numpy(copy=False)
    sma_16 = df["SMA_16"].to_numpy(copy=False)
    sma_21 = df["SMA_21"].to_numpy(copy=False)
    sma_21_shift = df["SMA_21"]
    sma_200 = df["SMA_200"]
    stochrsi_k = df["STOCHRSIk_14_14_3_3"].to_numpy(copy=False)
    top_wick_pct_1d = df["top_wick_pct_1d"].to_numpy(copy=False)
    top_wick_pct_1d_shift = df["top_wick_pct_1d"]
    willr_14 = df["WILLR_14"].to_numpy(copy=False)

    rsi_3_gt_3 = rsi_3 > 3.0
    rsi_3_gt_5 = rsi_3 > 5.0
    rsi_3_gt_10 = rsi_3 > 10.0
    rsi_3_gt_15 = rsi_3 > 15.0
    rsi_3_15m_gt_3 = rsi_3_15m > 3.0
    rsi_3_15m_gt_5 = rsi_3_15m > 5.0
    rsi_3_15m_gt_10 = rsi_3_15m > 10.0
    rsi_3_15m_gt_15 = rsi_3_15m > 15.0
    rsi_3_15m_gt_20 = rsi_3_15m > 20.0
    rsi_3_15m_gt_25 = rsi_3_15m > 25.0
    rsi_3_15m_gt_30 = rsi_3_15m > 30.0
    rsi_3_15m_gt_35 = rsi_3_15m > 35.0
    rsi_3_15m_gt_40 = rsi_3_15m > 40.0
    rsi_3_15m_gt_45 = rsi_3_15m > 45.0
    rsi_3_15m_gt_50 = rsi_3_15m > 50.0
    rsi_3_15m_gt_55 = rsi_3_15m > 55.0
    rsi_3_1h_gt_3 = rsi_3_1h > 3.0
    rsi_3_1h_gt_5 = rsi_3_1h > 5.0
    rsi_3_1h_gt_10 = rsi_3_1h > 10.0
    rsi_3_1h_gt_15 = rsi_3_1h > 15.0
    rsi_3_1h_gt_20 = rsi_3_1h > 20.0
    rsi_3_1h_gt_25 = rsi_3_1h > 25.0
    rsi_3_1h_gt_30 = rsi_3_1h > 30.0
    rsi_3_1h_gt_35 = rsi_3_1h > 35.0
    rsi_3_1h_gt_40 = rsi_3_1h > 40.0
    rsi_3_1h_gt_45 = rsi_3_1h > 45.0
    rsi_3_1h_gt_50 = rsi_3_1h > 50.0
    rsi_3_1h_gt_55 = rsi_3_1h > 55.0
    rsi_3_1h_gt_60 = rsi_3_1h > 60.0
    rsi_3_1h_gt_65 = rsi_3_1h > 65.0
    rsi_3_4h_gt_3 = rsi_3_4h > 3.0
    rsi_3_4h_gt_5 = rsi_3_4h > 5.0
    rsi_3_4h_gt_10 = rsi_3_4h > 10.0
    rsi_3_4h_gt_15 = rsi_3_4h > 15.0
    rsi_3_4h_gt_20 = rsi_3_4h > 20.0
    rsi_3_4h_gt_25 = rsi_3_4h > 25.0
    rsi_3_4h_gt_30 = rsi_3_4h > 30.0
    rsi_3_4h_gt_35 = rsi_3_4h > 35.0
    rsi_3_4h_gt_40 = rsi_3_4h > 40.0
    rsi_3_4h_gt_45 = rsi_3_4h > 45.0
    rsi_3_4h_gt_50 = rsi_3_4h > 50.0
    rsi_3_4h_gt_55 = rsi_3_4h > 55.0
    rsi_3_4h_gt_60 = rsi_3_4h > 60.0
    rsi_3_4h_gt_65 = rsi_3_4h > 65.0
    rsi_3_1d_gt_3 = rsi_3_1d > 3.0
    rsi_3_1d_gt_5 = rsi_3_1d > 5.0
    rsi_3_1d_gt_10 = rsi_3_1d > 10.0
    rsi_3_1d_gt_15 = rsi_3_1d > 15.0
    rsi_3_1d_gt_20 = rsi_3_1d > 20.0
    rsi_3_1d_gt_25 = rsi_3_1d > 25.0
    rsi_3_1d_gt_30 = rsi_3_1d > 30.0
    rsi_3_1d_gt_35 = rsi_3_1d > 35.0
    rsi_3_1d_gt_40 = rsi_3_1d > 40.0
    rsi_3_1d_gt_45 = rsi_3_1d > 45.0
    rsi_3_1d_gt_50 = rsi_3_1d > 50.0
    rsi_3_1d_gt_55 = rsi_3_1d > 55.0
    rsi_3_1d_gt_60 = rsi_3_1d > 60.0
    rsi_3_1d_gt_65 = rsi_3_1d > 65.0
    rsi_3_lt_40 = rsi_3 < 40.0
    rsi_3_lt_46 = rsi_3 < 46.0
    rsi_3_lt_50 = rsi_3 < 50.0
    rsi_3_lt_95 = rsi_3 < 95.0
    rsi_3_lt_97 = rsi_3 < 97.0
    rsi_3_lt_98 = rsi_3 < 98.0
    rsi_3_15m_lt_50 = rsi_3_15m < 50.0
    rsi_3_15m_lt_55 = rsi_3_15m < 55.0
    rsi_3_15m_lt_60 = rsi_3_15m < 60.0
    rsi_3_15m_lt_70 = rsi_3_15m < 70.0
    rsi_3_15m_lt_75 = rsi_3_15m < 75.0
    rsi_3_15m_lt_80 = rsi_3_15m < 80.0
    rsi_3_15m_lt_97 = rsi_3_15m < 97.0
    rsi_3_1h_lt_40 = rsi_3_1h < 40.0
    rsi_3_1h_lt_50 = rsi_3_1h < 50.0
    rsi_3_1h_lt_55 = rsi_3_1h < 55.0
    rsi_3_1h_lt_60 = rsi_3_1h < 60.0
    rsi_3_1h_lt_65 = rsi_3_1h < 65.0
    rsi_3_1h_lt_70 = rsi_3_1h < 70.0
    rsi_3_1h_lt_75 = rsi_3_1h < 75.0
    rsi_3_4h_lt_40 = rsi_3_4h < 40.0
    rsi_3_4h_lt_50 = rsi_3_4h < 50.0
    rsi_3_4h_lt_60 = rsi_3_4h < 60.0
    rsi_3_4h_lt_70 = rsi_3_4h < 70.0
    rsi_3_4h_lt_75 = rsi_3_4h < 75.0
    rsi_3_1d_lt_80 = rsi_3_1d < 80.0
    rsi_3_1d_lt_90 = rsi_3_1d < 90.0
    rsi_3_1d_lt_95 = rsi_3_1d < 95.0
    rsi_14_15m_lt_30 = rsi_14_15m < 30.0
    rsi_14_15m_lt_35 = rsi_14_15m < 35.0
    rsi_14_15m_lt_40 = rsi_14_15m < 40.0
    rsi_14_15m_lt_50 = rsi_14_15m < 50.0
    rsi_14_1h_gt_20 = rsi_14_1h > 20.0
    rsi_14_1h_lt_40 = rsi_14_1h < 40.0
    rsi_14_1h_lt_50 = rsi_14_1h < 50.0
    rsi_14_1h_lt_80 = rsi_14_1h < 80.0
    rsi_14_4h_gt_20 = rsi_14_4h > 20.0
    rsi_14_4h_gt_30 = rsi_14_4h > 30.0
    rsi_14_4h_gt_40 = rsi_14_4h > 40.0
    rsi_14_4h_gt_50 = rsi_14_4h > 50.0
    rsi_14_4h_gt_60 = rsi_14_4h > 60.0
    rsi_14_4h_gt_80 = rsi_14_4h > 80.0
    rsi_14_4h_lt_30 = rsi_14_4h < 30.0
    rsi_14_4h_lt_40 = rsi_14_4h < 40.0
    rsi_14_4h_lt_50 = rsi_14_4h < 50.0
    rsi_14_4h_lt_70 = rsi_14_4h < 70.0
    rsi_14_4h_lt_75 = rsi_14_4h < 75.0
    rsi_14_4h_lt_80 = rsi_14_4h < 80.0
    rsi_14_1d_gt_10 = rsi_14_1d > 10.0
    rsi_14_1d_gt_40 = rsi_14_1d > 40.0
    rsi_14_1d_gt_50 = rsi_14_1d > 50.0
    rsi_14_1d_lt_40 = rsi_14_1d < 40.0
    rsi_14_1d_lt_50 = rsi_14_1d < 50.0
    rsi_14_1d_lt_60 = rsi_14_1d < 60.0
    rsi_14_1d_lt_70 = rsi_14_1d < 70.0
    rsi_14_1d_lt_80 = rsi_14_1d < 80.0

    aroond_14_lt_25 = aroond_14 < 25.0
    aroond_14_gt_75 = aroond_14 > 75.0
    aroond_14_15m_lt_25 = aroond_14_15m < 25.0
    aroond_14_15m_lt_50 = aroond_14_15m < 50.0
    aroond_14_15m_lt_70 = aroond_14_15m < 70.0
    aroond_14_15m_lt_80 = aroond_14_15m < 80.0
    aroond_14_1h_lt_25 = aroond_14_1h < 25.0
    aroond_14_1h_lt_50 = aroond_14_1h < 50.0
    aroond_14_1h_lt_70 = aroond_14_1h < 70.0
    aroond_14_4h_lt_25 = aroond_14_4h < 25.0
    aroond_14_4h_lt_40 = aroond_14_4h < 40.0
    aroond_14_4h_lt_50 = aroond_14_4h < 50.0
    aroond_14_4h_lt_70 = aroond_14_4h < 70.0
    aroond_14_4h_lt_80 = aroond_14_4h < 80.0
    aroond_14_4h_lt_85 = aroond_14_4h < 85.0
    aroonu_14_gt_75 = aroonu_14 > 75.0
    aroonu_14_15m_gt_20 = aroonu_14_15m > 20.0
    aroonu_14_15m_gt_40 = aroonu_14_15m > 40.0
    aroonu_14_15m_gt_50 = aroonu_14_15m > 50.0
    aroonu_14_15m_gt_60 = aroonu_14_15m > 60.0
    aroonu_14_1h_gt_20 = aroonu_14_1h > 20.0
    aroonu_14_1h_gt_30 = aroonu_14_1h > 30.0
    aroonu_14_1h_gt_40 = aroonu_14_1h > 40.0
    aroonu_14_1h_gt_60 = aroonu_14_1h > 60.0
    aroonu_14_4h_gt_10 = aroonu_14_4h > 10.0
    aroonu_14_4h_gt_20 = aroonu_14_4h > 20.0
    aroonu_14_4h_gt_30 = aroonu_14_4h > 30.0
    aroonu_14_4h_gt_50 = aroonu_14_4h > 50.0
    aroonu_14_4h_gt_70 = aroonu_14_4h > 70.0
    aroonu_14_4h_gt_80 = aroonu_14_4h > 80.0
    aroonu_14_1d_gt_50 = aroonu_14_1d > 50.0
    aroonu_14_lt_25 = aroonu_14 < 25.0
    aroonu_14_lt_30 = aroonu_14 < 30.0
    aroonu_14_15m_lt_20 = aroonu_14_15m < 20.0
    aroonu_14_15m_lt_25 = aroonu_14_15m < 25.0
    aroonu_14_15m_lt_30 = aroonu_14_15m < 30.0
    aroonu_14_15m_lt_40 = aroonu_14_15m < 40.0
    aroonu_14_15m_lt_50 = aroonu_14_15m < 50.0
    aroonu_14_15m_lt_60 = aroonu_14_15m < 60.0
    aroonu_14_15m_lt_70 = aroonu_14_15m < 70.0
    aroonu_14_15m_lt_75 = aroonu_14_15m < 75.0
    aroonu_14_15m_lt_80 = aroonu_14_15m < 80.0
    aroonu_14_15m_lt_85 = aroonu_14_15m < 85.0
    aroonu_14_15m_lt_90 = aroonu_14_15m < 90.0
    aroonu_14_15m_lt_100 = aroonu_14_15m < 100.0
    aroonu_14_1h_lt_20 = aroonu_14_1h < 20.0
    aroonu_14_1h_lt_25 = aroonu_14_1h < 25.0
    aroonu_14_1h_lt_30 = aroonu_14_1h < 30.0
    aroonu_14_1h_lt_40 = aroonu_14_1h < 40.0
    aroonu_14_1h_lt_50 = aroonu_14_1h < 50.0
    aroonu_14_1h_lt_60 = aroonu_14_1h < 60.0
    aroonu_14_1h_lt_70 = aroonu_14_1h < 70.0
    aroonu_14_1h_lt_75 = aroonu_14_1h < 75.0
    aroonu_14_1h_lt_80 = aroonu_14_1h < 80.0
    aroonu_14_1h_lt_85 = aroonu_14_1h < 85.0
    aroonu_14_1h_lt_90 = aroonu_14_1h < 90.0
    aroonu_14_1h_lt_100 = aroonu_14_1h < 100.0
    aroonu_14_4h_lt_20 = aroonu_14_4h < 20.0
    aroonu_14_4h_lt_30 = aroonu_14_4h < 30.0
    aroonu_14_4h_lt_40 = aroonu_14_4h < 40.0
    aroonu_14_4h_lt_50 = aroonu_14_4h < 50.0
    aroonu_14_4h_lt_60 = aroonu_14_4h < 60.0
    aroonu_14_4h_lt_70 = aroonu_14_4h < 70.0
    aroonu_14_4h_lt_75 = aroonu_14_4h < 75.0
    aroonu_14_4h_lt_80 = aroonu_14_4h < 80.0
    aroonu_14_4h_lt_85 = aroonu_14_4h < 85.0
    aroonu_14_4h_lt_90 = aroonu_14_4h < 90.0
    aroonu_14_4h_lt_100 = aroonu_14_4h < 100.0
    aroonu_14_1d_lt_30 = aroonu_14_1d < 30.0
    aroonu_14_1d_lt_40 = aroonu_14_1d < 40.0
    aroonu_14_1d_lt_50 = aroonu_14_1d < 50.0
    aroonu_14_1d_lt_60 = aroonu_14_1d < 60.0
    aroonu_14_1d_lt_70 = aroonu_14_1d < 70.0
    aroonu_14_1d_lt_75 = aroonu_14_1d < 75.0
    aroonu_14_1d_lt_80 = aroonu_14_1d < 80.0
    aroonu_14_1d_lt_85 = aroonu_14_1d < 85.0
    aroonu_14_1d_lt_90 = aroonu_14_1d < 90.0
    aroonu_14_1d_lt_100 = aroonu_14_1d < 100.0

    cmf_20_15m_gt_neg_0_20 = cmf_20_15m > -0.20
    cmf_20_15m_gt_neg_0_30 = cmf_20_15m > -0.30
    cmf_20_15m_gt_neg_0_35 = cmf_20_15m > -0.35
    cmf_20_15m_gt_neg_0_40 = cmf_20_15m > -0.40
    cmf_20_15m_gt_neg_0_50 = cmf_20_15m > -0.50
    cmf_20_15m_lt_0_30 = cmf_20_15m < 0.30
    cmf_20_1h_gt_neg_0_10 = cmf_20_1h > -0.10
    cmf_20_1h_gt_neg_0_20 = cmf_20_1h > -0.20
    cmf_20_1h_gt_neg_0_25 = cmf_20_1h > -0.25
    cmf_20_1h_gt_neg_0_30 = cmf_20_1h > -0.30
    cmf_20_1h_gt_neg_0_40 = cmf_20_1h > -0.40
    cmf_20_1h_lt_0_20 = cmf_20_1h < 0.20
    cmf_20_1h_lt_0_30 = cmf_20_1h < 0.30
    cmf_20_4h_gt_neg_0_0 = cmf_20_4h > -0.0
    cmf_20_4h_gt_neg_0_10 = cmf_20_4h > -0.10
    cmf_20_4h_gt_neg_0_20 = cmf_20_4h > -0.20
    cmf_20_4h_gt_neg_0_25 = cmf_20_4h > -0.25
    cmf_20_4h_gt_neg_0_30 = cmf_20_4h > -0.30
    cmf_20_4h_gt_neg_0_35 = cmf_20_4h > -0.35
    cmf_20_4h_gt_neg_0_40 = cmf_20_4h > -0.40
    cmf_20_4h_gt_neg_0_50 = cmf_20_4h > -0.50
    cmf_20_1d_gt_neg_0_0 = cmf_20_1d > -0.0
    cmf_20_1d_gt_neg_0_10 = cmf_20_1d > -0.10
    cmf_20_1d_gt_neg_0_20 = cmf_20_1d > -0.20
    cmf_20_1d_gt_neg_0_25 = cmf_20_1d > -0.25
    cmf_20_1d_gt_neg_0_30 = cmf_20_1d > -0.30
    cmf_20_1d_gt_neg_0_40 = cmf_20_1d > -0.40
    cmf_20_1d_gt_neg_0_50 = cmf_20_1d > -0.50

    stochrsi_k_lt_20 = stochrsi_k < 20.0
    stochrsi_k_lt_30 = stochrsi_k < 30.0
    stochrsi_k_gt_80 = stochrsi_k > 80.0
    stochrsi_k_15m_lt_20 = stochrsi_k_15m < 20.0
    stochrsi_k_15m_gt_30 = stochrsi_k_15m > 30.0
    stochrsi_k_15m_gt_40 = stochrsi_k_15m > 40.0
    stochrsi_k_15m_gt_60 = stochrsi_k_15m > 60.0
    stochrsi_k_15m_gt_70 = stochrsi_k_15m > 70.0
    stochrsi_k_15m_gt_80 = stochrsi_k_15m > 80.0
    stochrsi_k_15m_gt_90 = stochrsi_k_15m > 90.0
    stochrsi_k_4h_gt_10 = stochrsi_k_4h > 10.0
    stochrsi_k_4h_gt_20 = stochrsi_k_4h > 20.0
    stochrsi_k_4h_gt_40 = stochrsi_k_4h > 40.0
    stochrsi_k_4h_gt_60 = stochrsi_k_4h > 60.0
    stochrsi_k_4h_gt_75 = stochrsi_k_4h > 75.0
    stochrsi_k_4h_gt_80 = stochrsi_k_4h > 80.0
    stochrsi_k_4h_gt_90 = stochrsi_k_4h > 90.0
    stochrsi_k_15m_lt_30 = stochrsi_k_15m < 30.0
    stochrsi_k_15m_lt_40 = stochrsi_k_15m < 40.0
    stochrsi_k_15m_lt_50 = stochrsi_k_15m < 50.0
    stochrsi_k_15m_lt_60 = stochrsi_k_15m < 60.0
    stochrsi_k_15m_lt_70 = stochrsi_k_15m < 70.0
    stochrsi_k_15m_lt_80 = stochrsi_k_15m < 80.0
    stochrsi_k_1h_gt_10 = stochrsi_k_1h > 10.0
    stochrsi_k_1h_gt_20 = stochrsi_k_1h > 20.0
    stochrsi_k_1h_gt_40 = stochrsi_k_1h > 40.0
    stochrsi_k_1h_gt_60 = stochrsi_k_1h > 60.0
    stochrsi_k_1h_gt_75 = stochrsi_k_1h > 75.0
    stochrsi_k_1h_gt_80 = stochrsi_k_1h > 80.0
    stochrsi_k_1h_gt_90 = stochrsi_k_1h > 90.0
    stochrsi_k_1h_lt_20 = stochrsi_k_1h < 20.0
    stochrsi_k_1h_lt_30 = stochrsi_k_1h < 30.0
    stochrsi_k_1h_lt_40 = stochrsi_k_1h < 40.0
    stochrsi_k_1h_lt_50 = stochrsi_k_1h < 50.0
    stochrsi_k_1h_lt_60 = stochrsi_k_1h < 60.0
    stochrsi_k_1h_lt_70 = stochrsi_k_1h < 70.0
    stochrsi_k_1h_lt_80 = stochrsi_k_1h < 80.0
    stochrsi_k_1h_lt_90 = stochrsi_k_1h < 90.0
    stochrsi_k_4h_lt_10 = stochrsi_k_4h < 10.0
    stochrsi_k_4h_lt_20 = stochrsi_k_4h < 20.0
    stochrsi_k_4h_lt_30 = stochrsi_k_4h < 30.0
    stochrsi_k_4h_lt_40 = stochrsi_k_4h < 40.0
    stochrsi_k_4h_lt_50 = stochrsi_k_4h < 50.0
    stochrsi_k_4h_lt_60 = stochrsi_k_4h < 60.0
    stochrsi_k_4h_lt_70 = stochrsi_k_4h < 70.0
    stochrsi_k_4h_lt_80 = stochrsi_k_4h < 80.0
    stochrsi_k_4h_lt_90 = stochrsi_k_4h < 90.0
    stochrsi_k_1d_gt_20 = stochrsi_k_1d > 20.0
    stochrsi_k_1d_gt_30 = stochrsi_k_1d > 30.0
    stochrsi_k_1d_gt_50 = stochrsi_k_1d > 50.0
    stochrsi_k_1d_gt_60 = stochrsi_k_1d > 60.0
    stochrsi_k_1d_gt_70 = stochrsi_k_1d > 70.0
    stochrsi_k_1d_lt_20 = stochrsi_k_1d < 20.0
    stochrsi_k_1d_lt_30 = stochrsi_k_1d < 30.0
    stochrsi_k_1d_lt_40 = stochrsi_k_1d < 40.0
    stochrsi_k_1d_lt_50 = stochrsi_k_1d < 50.0
    stochrsi_k_1d_lt_60 = stochrsi_k_1d < 60.0
    stochrsi_k_1d_lt_70 = stochrsi_k_1d < 70.0
    stochrsi_k_1d_lt_80 = stochrsi_k_1d < 80.0
    stochrsi_k_1d_lt_90 = stochrsi_k_1d < 90.0

    roc_9_1h_lt_10 = roc_9_1h < 10.0
    roc_9_1h_gt_neg_50 = roc_9_1h > -50.0
    roc_9_1h_gt_neg_40 = roc_9_1h > -40.0
    roc_9_1h_gt_neg_30 = roc_9_1h > -30.0
    roc_9_1h_gt_neg_25 = roc_9_1h > -25.0
    roc_9_1h_gt_neg_20 = roc_9_1h > -20.0
    roc_9_1h_gt_neg_15 = roc_9_1h > -15.0
    roc_9_1h_gt_neg_10 = roc_9_1h > -10.0
    roc_9_1h_lt_15 = roc_9_1h < 15.0
    roc_9_1h_lt_20 = roc_9_1h < 20.0
    roc_9_1h_lt_25 = roc_9_1h < 25.0
    roc_9_1h_lt_30 = roc_9_1h < 30.0
    roc_9_1h_lt_40 = roc_9_1h < 40.0
    roc_9_1h_lt_50 = roc_9_1h < 50.0
    roc_9_1h_lt_60 = roc_9_1h < 60.0
    roc_9_1h_lt_80 = roc_9_1h < 80.0
    roc_9_1h_lt_100 = roc_9_1h < 100.0
    roc_9_4h_gt_neg_30 = roc_9_4h > -30.0
    roc_9_4h_gt_neg_70 = roc_9_4h > -70.0
    roc_9_4h_gt_neg_50 = roc_9_4h > -50.0
    roc_9_4h_gt_neg_40 = roc_9_4h > -40.0
    roc_9_4h_gt_neg_35 = roc_9_4h > -35.0
    roc_9_4h_gt_neg_25 = roc_9_4h > -25.0
    roc_9_4h_gt_neg_15 = roc_9_4h > -15.0
    roc_9_4h_gt_neg_10 = roc_9_4h > -10.0
    roc_9_4h_gt_neg_20 = roc_9_4h > -20.0
    roc_9_4h_lt_5 = roc_9_4h < 5.0
    roc_9_4h_lt_10 = roc_9_4h < 10.0
    roc_9_4h_lt_15 = roc_9_4h < 15.0
    roc_9_4h_lt_20 = roc_9_4h < 20.0
    roc_9_4h_lt_25 = roc_9_4h < 25.0
    roc_9_4h_lt_30 = roc_9_4h < 30.0
    roc_9_4h_lt_40 = roc_9_4h < 40.0
    roc_9_4h_lt_50 = roc_9_4h < 50.0
    roc_9_4h_lt_60 = roc_9_4h < 60.0
    roc_9_4h_lt_70 = roc_9_4h < 70.0
    roc_9_4h_lt_80 = roc_9_4h < 80.0
    roc_9_4h_lt_100 = roc_9_4h < 100.0
    roc_9_1d_gt_neg_50 = roc_9_1d > -50.0
    roc_9_1d_gt_neg_100 = roc_9_1d > -100.0
    roc_9_1d_gt_neg_80 = roc_9_1d > -80.0
    roc_9_1d_gt_neg_70 = roc_9_1d > -70.0
    roc_9_1d_gt_neg_60 = roc_9_1d > -60.0
    roc_9_1d_gt_neg_25 = roc_9_1d > -25.0
    roc_9_1d_gt_neg_15 = roc_9_1d > -15.0
    roc_9_1d_gt_neg_10 = roc_9_1d > -10.0
    roc_9_1d_gt_neg_40 = roc_9_1d > -40.0
    roc_9_1d_gt_neg_30 = roc_9_1d > -30.0
    roc_9_1d_gt_neg_20 = roc_9_1d > -20.0
    roc_9_1d_lt_10 = roc_9_1d < 10.0
    roc_9_1d_lt_15 = roc_9_1d < 15.0
    roc_9_1d_lt_20 = roc_9_1d < 20.0
    roc_9_1d_lt_25 = roc_9_1d < 25.0
    roc_9_1d_lt_30 = roc_9_1d < 30.0
    roc_9_1d_lt_35 = roc_9_1d < 35.0
    roc_9_1d_lt_40 = roc_9_1d < 40.0
    roc_9_1d_lt_50 = roc_9_1d < 50.0
    roc_9_1d_lt_60 = roc_9_1d < 60.0
    roc_9_1d_lt_70 = roc_9_1d < 70.0
    roc_9_1d_lt_80 = roc_9_1d < 80.0
    roc_9_1d_lt_100 = roc_9_1d < 100.0
    roc_9_1d_lt_150 = roc_9_1d < 150.0
    roc_9_1d_lt_200 = roc_9_1d < 200.0
    cci_20_change_pct_1h_gt_neg_0 = cci_20_change_pct_1h > -0.0
    cci_20_change_pct_1h_lt_neg_0 = cci_20_change_pct_1h < -0.0
    cci_20_change_pct_1h_lt_0 = cci_20_change_pct_1h < 0.0
    cci_20_change_pct_4h_lt_neg_0 = cci_20_change_pct_4h < -0.0
    cci_20_change_pct_4h_lt_0 = cci_20_change_pct_4h < 0.0
    change_pct_1d_gt_neg_50 = change_pct_1d > -50.0
    change_pct_1d_gt_neg_30 = change_pct_1d > -30.0
    change_pct_1d_gt_neg_20 = change_pct_1d > -20.0
    change_pct_1d_gt_neg_15 = change_pct_1d > -15.0
    change_pct_1d_gt_neg_10 = change_pct_1d > -10.0
    change_pct_1d_gt_neg_5 = change_pct_1d > -5.0
    change_pct_1d_lt_10 = change_pct_1d < 10.0
    change_pct_1d_lt_15 = change_pct_1d < 15.0
    change_pct_1d_lt_25 = change_pct_1d < 25.0
    change_pct_1d_lt_30 = change_pct_1d < 30.0
    change_pct_1d_lt_40 = change_pct_1d < 40.0
    change_pct_1d_lt_50 = change_pct_1d < 50.0
    top_wick_pct_1d_lt_8 = top_wick_pct_1d < 8.0
    top_wick_pct_1d_lt_10 = top_wick_pct_1d < 10.0
    top_wick_pct_1d_lt_15 = top_wick_pct_1d < 15.0
    top_wick_pct_1d_lt_20 = top_wick_pct_1d < 20.0
    top_wick_pct_1d_lt_25 = top_wick_pct_1d < 25.0
    top_wick_pct_1d_lt_30 = top_wick_pct_1d < 30.0
    top_wick_pct_1d_lt_50 = top_wick_pct_1d < 50.0

    is_backtest = self.dp.runmode.value in ["backtest", "hyperopt", "plot", "webserver"]
    # the number of free slots
    current_free_slots = config["max_open_trades"]
    if not is_backtest:
      current_free_slots = config["max_open_trades"] - Trade.get_open_trade_count()
    # Grind mode
    pair_coin = metadata["pair"].partition("/")[0]
    num_open_long_grind_mode = 0
    is_pair_long_grind_mode = pair_coin in self.grind_mode_coins
    if not is_backtest:
      open_trades = Trade.get_trades_proxy(is_open=True)
      for open_trade in open_trades:
        enter_tag = open_trade.enter_tag
        if enter_tag is not None:
          enter_tags = enter_tag.split()
          if all(c in self.long_grind_mode_tags for c in enter_tags):
            num_open_long_grind_mode += 1
    # Top Coins mode
    is_pair_long_top_coins_mode = pair_coin in top_coins_mode_coins
    is_pair_short_top_coins_mode = pair_coin in top_coins_mode_coins
    # if BTC/ETH stake
    is_btc_stake = config["stake_currency"] in self.btc_stakes
    allowed_empty_candles_288 = 144 if is_btc_stake else 60

    ###############################################################################################

    # LONG ENTRY CONDITIONS STARTS HERE

    ###############################################################################################

    #
    #  /$$       /$$$$$$ /$$   /$$ /$$$$$$        /$$$$$$$$/$$   /$$/$$$$$$$$/$$$$$$$$/$$$$$$$
    # | $$      /$$__  $| $$$ | $$/$$__  $$      | $$_____| $$$ | $|__  $$__| $$_____| $$__  $$
    # | $$     | $$  \ $| $$$$| $| $$  \__/      | $$     | $$$$| $$  | $$  | $$     | $$  \ $$
    # | $$     | $$  | $| $$ $$ $| $$ /$$$$      | $$$$$  | $$ $$ $$  | $$  | $$$$$  | $$$$$$$/
    # | $$     | $$  | $| $$  $$$| $$|_  $$      | $$__/  | $$  $$$$  | $$  | $$__/  | $$__  $$
    # | $$     | $$  | $| $$\  $$| $$  \ $$      | $$     | $$\  $$$  | $$  | $$     | $$  \ $$
    # | $$$$$$$|  $$$$$$| $$ \  $|  $$$$$$/      | $$$$$$$| $$ \  $$  | $$  | $$$$$$$| $$  | $$
    # |________/\______/|__/  \__/\______/       |________|__/  \__/  |__/  |________|__/  |__/
    #

    for enabled_long_entry_signal in long_entry_signal_params:
      long_entry_condition_index = int(enabled_long_entry_signal.rsplit("_", 2)[1])
      if long_entry_signal_params[enabled_long_entry_signal]:
        # Long Entry Conditions Starts Here
        # -----------------------------------------------------------------------------------------
        long_entry_logic = []
        long_entry_logic.append(True)

        # Condition #1 - Normal mode (Long).
        if long_entry_condition_index == 1:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 15m & 1h down move
            ((rsi_3_gt_3) | rsi_3_15m_gt_3 | (rsi_3_change_pct_1h > -50.0))
            # 5m & 15m down move, 5h high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_5) | (rsi_14_4h < 60.0))
            # 5m & 15m down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_10) | aroonu_14_4h_lt_100)
            # 5m & 1h down move
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_5))
            # 5m & 1h down move, 15m still not low enough
            & ((rsi_3_gt_5) | (rsi_3_1h_gt_10) | (aroonu_14_15m_lt_30))
            # 5m & 1h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1d still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (stochrsi_k_1d_lt_50))
            # 5m & 1h down move, 15m still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_15) | (aroonu_14_15m_lt_30))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_25) | aroonu_14_4h_lt_70)
            # 5m down move, 15m high
            & ((rsi_3_gt_3) | (aroonu_14_15m_lt_80))
            # 5m down move, 1h high, 4h overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_35) | aroonu_14_4h_lt_70)
            # 15m down move, 1h downtrend, 1h high
            & ((rsi_3_15m > 1.0) | (cmf_20_1h_gt_neg_0_10) | aroonu_14_1h_lt_70)
            # 15m & 1h & 4h down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_15))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 1h & 4h & 1d down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_15))
            # 15m & 1h down move, 15m still high
            & (rsi_3_15m_gt_3 | rsi_3_1h_gt_20 | (aroonu_14_15m_lt_40))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | rsi_3_1h_gt_20 | aroonu_14_1h_lt_70)
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_45) | aroonu_14_1h_lt_80)
            # 15m & 4h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_60))
            # 15m & 4h down move, 1d downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_30) | roc_9_1d_gt_neg_50)
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_50))
            # 15m down move, 15m downtrend
            & (rsi_3_15m_gt_3 | (cmf_20_15m_gt_neg_0_40) | (roc_9_15m > -20.0))
            # 15m down move, 15m still high, 15m downtrend
            & (rsi_3_15m_gt_3 | (aroonu_14_15m_lt_40) | (roc_9_15m > -20.0))
            # 15m down move, 1h & 4h high
            & (rsi_3_15m_gt_3 | (aroonu_14_1h_lt_85) | (aroonu_14_4h_lt_90))
            # 15m down move, 4h high, 15m downtrend
            & (rsi_3_15m_gt_3 | aroonu_14_4h_lt_70 | (roc_9_15m > -20.0))
            # 15m down move, 4h high, 1d overbought
            & (rsi_3_15m_gt_3 | (aroonu_14_4h_lt_85) | (roc_9_1d_lt_100))
            # 15m down move, 1h high, 4h overbought
            & (rsi_3_15m_gt_3 | (stochrsi_k_1h_lt_90) | (roc_9_4h_lt_10))
            # 15m down move, 4h high & overbought
            & (rsi_3_15m_gt_3 | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 15m down move, drop in last half hour, 15m downtrend
            & (rsi_3_15m_gt_3 | (close > (df["close_max_6"] * 0.75)) | (roc_9_15m > -20.0))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | aroonu_14_4h_lt_70)
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (roc_9_1d_lt_40))
            # 5m & 1h down move, 1h overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_60) | (roc_9_1h_lt_40))
            # 15m & 4h down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_1d_lt_40))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_60))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_30) | (stochrsi_k_15m_lt_50))
            # 15m down move, 15m & 4h still high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_60))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_50) | (roc_9_1d_lt_80))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_80))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_5) | (aroonu_14_4h_lt_60) | (roc_9_1d_lt_80))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (rsi_14_4h_lt_80))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_80))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (roc_9_4h_lt_80))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1h_lt_75))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_20))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_30))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_1h_lt_85))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_90))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d > 50.0) | (stochrsi_k_1d_lt_80))
            # 15m down move & downtrend, 4h high
            & ((rsi_3_15m_gt_10) | (cmf_20_15m_gt_neg_0_30) | aroonu_14_4h_lt_100)
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_70) | aroonu_14_4h_lt_80)
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_20))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_40))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_80))
            # 15m down move, 1h high, 4h downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_25))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_70) | roc_9_1d_gt_neg_50)
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_20))
            # 15m down move, 1h & 1d overbought
            & ((rsi_3_15m_gt_10) | (roc_9_1h_lt_10) | (roc_9_1d_lt_80))
            # 15m down move, 4h high
            & ((rsi_3_15m_gt_10) | (roc_9_4h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | aroonu_14_1h_lt_80)
            # 15m down move, 15m still high, 4h overbought
            & ((rsi_3_15m_gt_15) | (rsi_14_15m_lt_50) | (roc_9_4h_lt_50))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_80) | (aroonu_14_1h_lt_90))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_35) | (aroonu_14_15m_lt_40))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_100) | (aroonu_14_4h_lt_100))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_100) | (roc_9_1h_lt_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_25) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 15m down move, 1d overbought
            & ((rsi_3_15m_gt_30) | (roc_9_1d_lt_80))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_40) | (rsi_3_4h_gt_45) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_10))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_100))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (cmf_20_1h_gt_neg_0_30))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | (roc_9_1d_lt_40))
            # 1h & 1d down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_5) | (roc_9_1d_gt_neg_30))
            # 1h down move, 1h still high, 4h high
            & ((rsi_3_1h_gt_5) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_30))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_15m_lt_30))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_50))
            # 1h & 4h & 1d down move, 4h downtrend, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | (rsi_14_4h_gt_30) | (aroonu_14_1d_lt_40))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_20) | (aroonu_14_4h_lt_80))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_14_4h_lt_75))
            # 1h down move, 15m downtrend, 1d high
            & ((rsi_3_1h_gt_10) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_70) | (roc_9_4h_lt_10))
            # 1h down move, 4h overbought
            & ((rsi_3_1h_gt_10) | (roc_9_4h_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_80))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_40))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70) | roc_9_1d_lt_50)
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_80))
            # 1h down mve, 4h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_80) | (roc_9_1d_lt_30))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_40))
            # 1h down move, 1h & 4h downtrend
            & ((rsi_3_1h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 1h & 4h down move, 4h overbought
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | (roc_9_4h_lt_80))
            # 1h down move, 1h still high, 4h downtrend
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h high, 1d overbought
            & (rsi_3_1h_gt_20 | aroonu_14_4h_lt_70 | (roc_9_1d_lt_200))
            # 1h down move, 4h high, 1d overbought
            & (rsi_3_1h_gt_20 | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_60))
            # 1h down move, 4h high & overbought
            & (rsi_3_1h_gt_20 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_50))
            # 1h down move, 1d high & overbought
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_80))
            # 1h down move, 1h high, 15n downtrend
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70 | (roc_9_15m > -20.0))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_25) | (roc_9_4h_lt_80) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (roc_9_4h_gt_neg_20))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_90) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_80))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_35) | (roc_9_4h_lt_40) | (roc_9_1d_lt_80))
            # 1h down move, 1h downtrend, 1h high
            & ((rsi_3_1h_gt_40) | (cmf_20_1h_gt_neg_0_25) | (aroonu_14_1h_lt_90))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_60) | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 15m downtrend
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (roc_9_15m > -15.0))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (roc_9_1d_lt_100))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_45) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_20))
            # 1h down move, 1h still high, 4h high
            & ((rsi_3_1h_gt_60) | (aroonu_14_1h_lt_50) | (rsi_14_4h < 90.0))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_40))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_40))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (aroonu_14_4h_lt_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50))
            # 4h down move, 4h still high
            & ((rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50))
            # 4h down move, 1d high
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_100))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_60) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_20) | (roc_9_1d > -30.0))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_80))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | roc_9_1d_lt_50)
            # 4h down move, 1d overbought
            & ((rsi_3_4h_gt_45) | (roc_9_1d_lt_80))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_60))
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_90) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1h still high, 4h high
            & ((rsi_3_1d_gt_20) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_25) | aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90))
            # 1d down move, 1d high
            & ((rsi_3_1d_gt_40) | (aroonu_14_1d_lt_80))
            # 1d down move, 4h still high, 1d overbought
            & ((rsi_3_1d > 50.0) | (aroonu_14_4h_lt_50) | (roc_9_1d_lt_200))
            # 1d down move, 1d high & overbought
            & ((rsi_3_1d_gt_60) | (aroonu_14_1d_lt_80) | roc_9_1d_lt_50)
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_change_pct_1h > -75.0) | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_100))
            # 15m & 1h & 4h downtrend
            & ((cmf_20_15m_gt_neg_0_30) | (cmf_20_1h_gt_neg_0_30) | (cmf_20_4h_gt_neg_0_30))
            # 15m high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (roc_9_1d_lt_80))
            # 1h still high, 1h & 4h downtrend
            & ((aroonu_14_1h_lt_40) | (roc_9_1h_gt_neg_20) | (roc_9_4h_gt_neg_30))
            # 1h & 4h high, 1h overbought
            & ((aroonu_14_1h_lt_85) | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_20))
            # 1h high, 1h & 4h overbought
            & ((aroonu_14_1h_lt_85) | (roc_9_1h_lt_10) | (roc_9_1d_lt_30))
            # 1h high, 1h overbought, 1d downtrend
            & ((aroonu_14_1h_lt_85) | (roc_9_1h_lt_20) | (roc_9_1d_gt_neg_40))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | roc_9_1d_lt_50)
            # 4h high, 1h downtrend
            & (aroonu_14_4h_lt_80 | (roc_9_1h_gt_neg_15))
            # 4h high, 1d downtrend
            & (aroonu_14_4h_lt_80 | (roc_9_1d_gt_neg_40))
            # 1d high, 4h downtrend, 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_25) | roc_9_1d_lt_50)
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_90) | (roc_9_1h_gt_neg_10) | (roc_9_4h_gt_neg_20))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_4h_lt_40) | (roc_9_1d_lt_80))
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h high, 1h downtrend
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_gt_neg_15))
            # 4h high, 1d downtrend
            & ((stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_40))
            # 5m down move, 15m still not low enough, 1h high
            & ((roc_2 > -10.0) | (aroonu_14_15m_lt_30) | aroonu_14_1h_lt_80)
            # 5m down move, 15m still high
            & ((roc_2 > -10.0) | (aroonu_14_15m_lt_50))
            # 5m down move, 15m & 1h down move, 15m still high
            & ((roc_9 > -15.0) | (rsi_3_15m_gt_5) | (rsi_3_1h_gt_35) | (aroonu_14_15m_lt_50))
            # 5m down move, 4h down move, 15m downtrend, 1h high
            & ((roc_9 > -15.0) | (rsi_3_4h_gt_45) | (cmf_20_15m_gt_neg_0_30) | (aroonu_14_1h_lt_60))
            # 1h downtrend, 4h high & overbought
            & ((roc_9_1h_gt_neg_25) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_80))
            # 1h & 4h overbought, 1d downtrend
            & ((roc_9_1h_lt_20) | (roc_9_4h_lt_20) | (roc_9_1d_gt_neg_40))
            # 1d P&D, 1d downtrend
            & ((change_pct_1d_gt_neg_5) | (change_pct_1d_shift.shift(288) < 30.0) | (cmf_20_1d_gt_neg_0_0))
            # 1d green with top wick, 1h down move
            & ((change_pct_1d < 20.0) | (top_wick_pct_1d_lt_15) | rsi_3_1h_gt_20)
            # 1d green with top wick, 4h high
            & ((change_pct_1d_lt_25) | (top_wick_pct_1d_lt_25) | aroonu_14_4h_lt_80)
            # 1d green, 1h down move, 1d downtrend
            & ((change_pct_1d_lt_40) | (rsi_3_1h_gt_25) | (cmf_20_1d_gt_neg_0_20))
            # 1d green with top wick, 4h overbought
            & ((change_pct_1d_lt_50) | (top_wick_pct_1d_lt_30) | (roc_9_4h_lt_80))
            # 1d top wick, 1h & 4h down move, 1d high
            & ((top_wick_pct_1d_lt_20) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_100))
            # big drop in the last hour, 15m downtrend
            & ((close > (close_max_12 * 0.65)) | (cmf_20_15m_gt_neg_0_50))
            # big drop in the last 6 hours, 1h down move, 1h high
            & ((close > (df["high_max_6_1h"] * 0.60)) | rsi_3_1h_gt_20 | (aroonu_14_1h_lt_60))
            # big drop in the last 24 hours,  1h still high
            & ((close > (df["high_max_24_1h"] * 0.40)) | (stochrsi_k_1h < 45.0))
            # big drop in the last 4 days, 1h high
            & ((close > (high_max_24_4h * 0.20)) | aroonu_14_1h_lt_70)
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (ema_26 > ema_12)
            & ((ema_26 - ema_12) > (open_rate * 0.034))
            & ((ema_26_shift.shift() - ema_12_shift.shift()) > (open_rate / 100.0))
            & (close < (bbl_20_2_0 * 0.999))
          )

        # Condition #2 - Normal mode (Long).
        if long_entry_condition_index == 2:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 1h down move, 1h still not low enough
            ((rsi_3_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | rsi_3_1h_gt_20 | aroonu_14_1d_lt_100)
            # 5m & 1h down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_35) | aroonu_14_1d_lt_100)
            # 5m & 4h down move, 15m still not low enough
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_3) | (stochrsi_k_15m_lt_30))
            # 5m & 4h down move, 1d downtrend
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_15) | (roc_9_1d > -30.0))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_80))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_50))
            # 5m & 1d down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_10) | (aroonu_14_1h_lt_40))
            # 5m & 1d down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_50))
            # 5m & 1d down move, 1d downtrend
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_15) | (cmf_20_1d_gt_neg_0_25))
            # 5m & 1d down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_40))
            # 5m down move, 1h high
            & ((rsi_3_gt_3) | aroonu_14_1h_lt_80)
            # 5m down move, 4h high, 1d overbought
            & ((rsi_3_gt_3) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_30))
            # 5m down move, 4h high & overbought
            & ((rsi_3_gt_3) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_20))
            # 5m down move, 4h & 1d overbought
            & ((rsi_3_gt_3) | (roc_9_4h_lt_20) | (roc_9_1d_lt_40))
            # 5m down move, 1d downtrend
            & ((rsi_3_gt_3) | (roc_9_1d_gt_neg_40))
            # 5m & 15m down move, 15m still high
            & ((rsi_3_gt_5) | (rsi_3_15m_gt_10) | (stochrsi_k_15m_lt_40))
            # 5m & 15m down move, 1h high
            & ((rsi_3_gt_5) | (rsi_3_15m_gt_30) | (stochrsi_k_1h_lt_80))
            # 5m & 4h down move, 1d downtrend
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 5m & 4h down move, 4h still not low enough
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_4h < 20.0))
            # 5m down move, 4h high, 1h overbought
            & ((rsi_3_gt_10) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m > 1.0) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_3) | (rsi_3_4h_gt_15))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_3) | (aroonu_14_4h_lt_50))
            # 15m & 1h down move, 15m downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (cmf_20_15m_gt_neg_0_30))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (aroonu_14_15m_lt_30))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (aroonu_14_1h_lt_25))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (stochrsi_k_1h_lt_30))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_10))
            # 15m & 1h & 4h down move, 4h still not low enough, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_20) | (rsi_14_1d_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 15m downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (cmf_20_15m_gt_neg_0_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | aroonu_14_1h_lt_70)
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | (stochrsi_k_4h < 60.0))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_35) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_35) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_5) | (rsi_14_4h_lt_30))
            # 15m & 4h down move, 4h downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_5) | (cmf_20_4h_gt_neg_0_35))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_70))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_30) | (stochrsi_k_4h < 40.0))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_50))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_3) | (aroonu_14_15m_lt_20) | (stochrsi_k_1h_lt_60))
            # 15m down move, 15m still not low enough, 1h still high
            & ((rsi_3_15m_gt_3) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_50))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_3) | (aroonu_14_1h_lt_70) | (roc_9_1d_lt_20))
            # 15m down move, 4h still high, 15m downtrend
            & ((rsi_3_15m_gt_3) | (aroonu_14_4h_lt_40) | (cmf_20_15m_gt_neg_0_35))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_3) | (aroonu_14_4h_lt_70) | (roc_9_1d_lt_30))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_3) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_50))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (rsi_3_4h_gt_10))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_100))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (stochrsi_k_4h < 60.0))
            # 15m & 1h & 4h & 1d down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_70))
            # 15m & 1h & 4h & 1d down move, 1h still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_30))
            # 15m & 1h & 4h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_20) | (rsi_3_4h_gt_40) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_80))
            # 15m & 4h down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_1d_lt_40))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_70))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_40))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_50))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_20) | (roc_9_1d_lt_10))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_45) | (aroonu_14_4h_lt_40))
            # 15m & 1d down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_10) | (aroonu_14_15m_lt_30))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_90))
            # 15m down move, 15m downtrend, 4h still not low enough
            & ((rsi_3_15m_gt_5) | (cmf_20_15m_gt_neg_0_30) | (stochrsi_k_4h < 30.0))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_20) | (stochrsi_k_4h_lt_70))
            # 15m down move, 15m stil high, 1h still high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_50))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_5) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_20))
            # 15m down move, 15m still not low enough, 1h still high
            & ((rsi_3_15m_gt_5) | (stochrsi_k_15m_lt_20) | (stochrsi_k_1h_lt_50))
            # 15m down move, 1h still high, 4h overbought
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_50) | (roc_9_4h_lt_30))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_20))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_15m_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_60))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (stochrsi_k_4h_lt_70))
            # 15m & 1h & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_75))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_50))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (roc_9_1d_gt_neg_50))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_30))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (rsi_14_4h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_80))
            # 16m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_55) | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_70))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h < 30.0))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_lt_20))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h < 30.0))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_1d_lt_90))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_30))
            # 15m & 4h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_55) | (roc_9_4h_lt_50))
            # 15m & 1d down move, 1d still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (rsi_14_1d_lt_40))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_90))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_90))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_70))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_70))
            # 15m down move, 15m downtrend, 1h high
            & ((rsi_3_15m_gt_10) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1h_lt_80))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_80) | (roc_9_1d_lt_20))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_70) | aroonu_14_1d_lt_100)
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_70) | (roc_9_4h_lt_10))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_15m_lt_20) | (aroonu_14_4h_lt_70))
            # 15m down move, 15m sill high, 4h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_15m_lt_40) | (aroonu_14_4h_lt_60))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h < 80.0) | (roc_9_1d_gt_neg_30))
            # 15m & 1h down move, 4h downtrend
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (roc_9_4h_gt_neg_20))
            # 15m & 1h down move, 1h downtrend
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | (cmf_20_1h_gt_neg_0_30))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_100))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_30) | (aroonu_14_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | (aroonu_14_1d_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_45) | (stochrsi_k_4h_lt_70))
            # 15m & 1h down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_55) | (aroonu_14_4h_lt_60) | (roc_9_4h_lt_30))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_70))
            # 15m & 4h down move, 4h downtrend
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_20))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_20) | (aroonu_14_1d_lt_90))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_15) | (aroonu_14_1h_lt_40))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_30) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_25) | (aroonu_14_4h_lt_60))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_30) | (aroonu_14_1h_lt_70))
            # 15m down move, 15m & 4h still high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_40) | (aroonu_14_4h_lt_40))
            # 15m down move, 1h still high, 4h overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_4h_lt_60))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_60) | (aroonu_14_4h_lt_90))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_15) | aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_90))
            # 15m down move, 4h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_75) | (aroonu_14_1d_lt_100))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_15m_lt_50) | (roc_9_1d_lt_100))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_70) | (roc_9_1d_lt_10))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (aroonu_14_15m_lt_30))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (roc_9_4h_lt_50))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (stochrsi_k_15m_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_20) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_80))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_80) | (aroonu_14_4h_lt_80))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_80) | (aroonu_14_1d_lt_80))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_30))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_70) | (roc_9_1d_lt_100))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m & 1h & 4h & 1d down move, 4h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (rsi_3_1d_gt_30) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | (roc_9_1d_lt_80))
            # 15m & 4h down move, 1h overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_35) | (roc_9_1h_lt_100))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_20) | (stochrsi_k_1h_lt_90))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_100))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_70) | (roc_9_1d_lt_50))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_70) | (roc_9_1d_lt_50))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_80) | (roc_9_1h_lt_50))
            # 15m & 1h & 4h down move, 1d high, 4h still not low enough
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_100) | (stochrsi_k_4h_lt_30))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | (aroonu_14_4h_lt_70) | (roc_9_4h_lt_50))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_30) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_1h_lt_80) | (roc_9_4h_lt_80))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_50))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_4h_lt_100) | (roc_9_1h_lt_20))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_35) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_80))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_40) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_40))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h > 1.0) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_10))
            # 1h down move, 15m downtrend, 1h still high
            & ((rsi_3_1h_gt_3) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (roc_9_15m > -30.0))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_5) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_20))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 1h & 1d down move, 15m still high
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_10) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_4h < 40.0))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_1d_lt_50))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1d_gt_neg_30))
            # 1h % 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (cmf_20_4h_gt_neg_0_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_5) | (stochrsi_k_4h_lt_50) | roc_9_1d_gt_neg_50)
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_40))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h & 1d down move, 4h downtrend, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | (rsi_14_4h_gt_30) | (aroonu_14_1d_lt_40))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_50))
            # 1h & 1d down move, 15m still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_15m_lt_40))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | (rsi_14_4h_lt_40))
            # 1h down move, 1h still not low enough 1d overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_14_1d_lt_60))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_20))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_25) | (stochrsi_k_4h < 30.0))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (roc_9_4h_gt_neg_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_50))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (roc_9_1d_lt_10))
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40) | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h high, 1d high
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_60) | (aroonu_14_1d_lt_100))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_60) | roc_9_1d_lt_50)
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_15) | (stochrsi_k_4h < 60.0) | (roc_9_4h_lt_10))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_15) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (roc_9_1d_lt_20))
            # 1h & 4h down move, 4h still high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_85))
            # 1h & 1d down move, 1h still high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_50))
            # 1h down move, 1h high, 4h downtrend
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_10))
            # 1h down move, 1h high, 4h overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 1h high, 1h still not low enough
            & (rsi_3_1h_gt_20 | (aroonu_14_1d_lt_80) | (stochrsi_k_1h_lt_20))
            # 1h down move, 1d high & overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 1h down move, 1d high, 4h downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (roc_9_1d_gt_neg_30))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_85))
            # 1h down move, 4h high, 4h downtrend
            & ((rsi_3_1h_gt_25) | aroonu_14_4h_lt_70 | (cmf_20_4h_gt_neg_0_50))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_25) | (roc_9_4h_lt_30) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_60) | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_30))
            # 1h down move, 4h downtrend, 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_gt_neg_30) | (roc_9_1d_lt_200))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_30) | (roc_9_4h_gt_neg_25) | (roc_9_1d_gt_neg_60))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_35) | (stochrsi_k_1h_lt_40))
            # 1h down move, 1h still high, 4h downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_50) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_25))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_85) | (roc_9_4h_lt_100))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_85) | (roc_9_1d_lt_100))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_40))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_200))
            # 1h & 4h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_40) | (rsi_3_4h_gt_40) | (rsi_3_1d_gt_60) | (roc_9_1d_lt_40))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_80))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (roc_9_1d_lt_10))
            # 1h down move, 4h still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_4h_lt_40) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_45) | (rsi_3_4h_gt_60) | aroonu_14_4h_lt_100)
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_45) | (rsi_3_4h_gt_65) | (roc_9_1d_lt_200))
            # 1h down move, 1h high, 1d high & overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_60) | (stochrsi_k_1d_lt_70) | (roc_9_1d_lt_40))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_50) | aroonu_14_1h_lt_80 | (roc_9_1h_lt_10))
            # 1h down move, 4h high, 1h overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_4h_lt_85) | (roc_9_1h_lt_20))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h < 60.0) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_100))
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_50) | (roc_9_1h_lt_10) | (roc_9_4h_lt_100))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_10))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_55) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (aroonu_14_4h_lt_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_40))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_40))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_15) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_5) | (aroonu_14_4h_lt_50) | (aroonu_14_1d_lt_100))
            # 4h down move, 15m still high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_50))
            # 4h & 1d down move, 1h still not low enough
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_1d_lt_40))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20) | (roc_9_1d_gt_neg_25))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_35) | (aroonu_14_1d_lt_100))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_40))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h < 40.0) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_60))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_20) | (rsi_3_1d_gt_20) | (stochrsi_k_4h < 40.0))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_20) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_80))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_10))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_20))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_70) | roc_9_1d_lt_50)
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_40) | (roc_9_1d_lt_30))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_1d_lt_100))
            # 4h down move, 4h still high. 4h downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (cmf_20_4h_gt_neg_0_40))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h high, 4h downtrend
            & ((rsi_3_4h_gt_25) | aroonu_14_4h_lt_70 | (roc_9_4h_gt_neg_30))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_30) | (rsi_3_1d_gt_60) | (roc_9_1d_lt_60))
            # 4h down move, 1d downtrend
            & ((rsi_3_4h_gt_30) | roc_9_1d_gt_neg_50)
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_35) | (roc_9_4h_lt_30) | (roc_9_1d_lt_200))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_40) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_40))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_40) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_40) | (stochrsi_k_4h < 40.0) | roc_9_1d_lt_50)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_60))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_40) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_100))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_45) | (rsi_3_1d_gt_45) | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_45) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_50) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_80))
            # 4h down move, 1d high, 4h overbought
            & ((rsi_3_4h_gt_55) | (stochrsi_k_1d_lt_90) | (roc_9_4h_lt_10))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_60) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_60) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_200))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_60))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_5) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1h & 4h still not low enough
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_20) | (stochrsi_k_4h < 20.0))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_10) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 1d down move, 1h high
            & ((rsi_3_1d_gt_10) | aroonu_14_1h_lt_70)
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1h overbought, 1d downtrend
            & ((rsi_3_1d_gt_15) | (roc_9_1h_lt_20) | roc_9_1d_gt_neg_50)
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_20) | (stochrsi_k_1h_lt_90) | (roc_9_1d_gt_neg_10))
            # 1d down move, 1h high, 1d overbought
            & ((rsi_3_1d_gt_25) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_25))
            # 1d down move, 1d still high, 1d downtrend
            & ((rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_40) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_80))
            # 1d down move, 4h high & overbought
            & ((rsi_3_1d_gt_45) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_60))
            # 1d down move, 1d still high, 4h still high
            & ((rsi_3_1d_gt_50) | (rsi_14_1d_lt_50) | (stochrsi_k_4h_lt_50))
            # 1d downtrend, 1d high & overbought
            & ((cmf_20_1d_gt_neg_0_40) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_20))
            # 1h high, 4h & 1d overbought
            & (aroonu_14_1h_lt_70 | (roc_9_4h_lt_50) | (roc_9_1d_lt_200))
            # 1h & 4h high, 1d overbought
            & (aroonu_14_1h_lt_70 | (aroonu_14_4h_lt_90) | roc_9_1d_lt_50)
            # 1h & 4h high, 1d downtrend
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1d_gt_neg_40))
            # 1h high, 4h & 1d downtrend
            & (aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_30) | roc_9_1d_gt_neg_50)
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_30))
            # 1h & 4high, 1d downtrend
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_1d_gt_neg_20))
            # 1h & 4h high, 1d overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_1d_lt_80))
            # 1h & 1d high, 1d overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 1h high, 1d downtrend
            & (aroonu_14_1h_lt_80 | (roc_9_1d_gt_neg_40))
            # 1h & 4h high, 1d overbought
            & ((aroonu_14_1h_lt_90) | aroonu_14_4h_lt_100 | (roc_9_1d_lt_30))
            # 1h high, 4h & 1d overbought
            & ((aroonu_14_1h_lt_90) | (roc_9_4h_lt_40) | (roc_9_1d_lt_40))
            # 4h still high, 5m downtrend
            & ((aroonu_14_4h_lt_40) | (roc_9 > -40.0))
            # 4h high & overbought
            & (aroonu_14_4h_lt_70 | (roc_9_4h_lt_80))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_40))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 1d high, 1d downtrend
            & ((aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_30))
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_lt_60) | (roc_9_1d_lt_60))
            # 1d high, 1h & 4h down move
            & (aroonu_14_1d_lt_100 | (roc_9_1h_lt_25) | (roc_9_4h_lt_60))
            # 15m high, 1d overbought
            & ((stochrsi_k_15m_lt_70) | (roc_9_1d_lt_60))
            # 1h high, 1d downtrend
            & ((stochrsi_k_1h_lt_70) | roc_9_1d_gt_neg_50)
            # 1h high, 1d overbought
            & ((stochrsi_k_1h_lt_70) | (roc_9_1d_lt_40))
            # 1h high, 4h downtrend
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h < 80.0) | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 1d high, 1h & 1d overbought
            & ((stochrsi_k_1d_lt_80) | (roc_9_1h_lt_10) | (roc_9_1d_lt_80))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_80) | (roc_9_4h_lt_60) | (roc_9_1d_lt_60))
            # 1d top wick, 1h & 4h down move, 1d high
            & ((top_wick_pct_1d_lt_20) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_100))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # drop in last 20 days, 1h high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_70))
            # drop in last 20 days. 4h high
            & ((close > (high_max_20_1d * 0.10)) | (stochrsi_k_4h_lt_90))
          )

          # Logic
          long_entry_logic.append(
            # (df["RSI_3"] > 5.0)
            (aroonu_14_lt_30)
            & (stochrsi_k_lt_30)
            # & (rsi_3_15m > 5.0)
            & (aroonu_14_15m_lt_50)
            & (close < (ema_20 * 0.948))
          )

        # Condition #3 - Normal mode (Long).
        if long_entry_condition_index == 3:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 4h down move, 1h still high
            ((rsi_3_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_50))
            # 5m down move, 15m high, 1d overbought
            & ((rsi_3_gt_5) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_40))
            # 5m down move, 15m still high, 1d downtrend
            & ((rsi_3_gt_5) | (stochrsi_k_15m_lt_50) | (roc_9_1d_gt_neg_20))
            # 5m down move, 1h still high, 4h downtrend
            & ((rsi_3_gt_5) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_10))
            # 5m down move, 1h high. 1d downtrend
            & ((rsi_3_gt_5) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_30))
            # 5m down move, 15m & 1h high
            & ((rsi_3_gt_10) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 5m down move, 15m & 1d high
            & ((rsi_3_gt_10) | (aroonu_14_15m_lt_70) | aroonu_14_1d_lt_100)
            # 5m down move, 1h & 1d high
            & ((rsi_3_gt_15) | aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_90))
            # 15m & 1h dowbn move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_25) | (stochrsi_k_1d_lt_90))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_15m_lt_50))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_90))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_50) | (roc_9_1d_lt_100))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_60) | roc_9_1d_lt_50)
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_35) | (aroonu_14_4h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_50) | (aroonu_14_1h_lt_75))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | aroonu_14_4h_lt_70)
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1d > -30.0))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_50))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | aroonu_14_1d_lt_100)
            # 15m & 1d down move, 15m high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_15) | (aroonu_14_15m_lt_70))
            # 15m down move, 4h downtrend. 15m high
            & ((rsi_3_15m_gt_15) | (cmf_20_4h_gt_neg_0_30) | (aroonu_14_15m_lt_60))
            # 15m down move, 15m still high, 1h still high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_40) | (aroonu_14_1h_lt_50))
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 15m high, 1d downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_60) | (roc_9_1d_gt_neg_70))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_60) | (roc_9_1d_lt_100))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | aroonu_14_1h_lt_70)
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | aroonu_14_4h_lt_70)
            # 15m down move, 15m & 1d high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | aroonu_14_1d_lt_100)
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | roc_9_1d_lt_50)
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_20))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_15) | (roc_9_4h_lt_25) | (roc_9_1d_lt_100))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_45) | aroonu_14_4h_lt_80)
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_45) | aroonu_14_1d_lt_100)
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | (aroonu_14_15m_lt_60))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_75))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_60) | aroonu_14_4h_lt_70)
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_25) | (stochrsi_k_15m_lt_50))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_50))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_40) | (aroonu_14_1h_lt_90))
            # 15m &1d down move, 1d overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1d > 50.0) | (roc_9_1d_lt_20))
            # 15m down move, 15m still not low enough, 4h overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_30) | (roc_9_4h_lt_60))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_40) | (stochrsi_k_4h_lt_90))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_100))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_70)
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_50) | roc_9_1d_lt_50)
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_60) | (roc_9_4h_gt_neg_40))
            # 15m down move, 15m high, 4h overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_60) | (roc_9_4h_lt_10))
            # 15m down move, 15m high, 4h overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (roc_9_4h_lt_20))
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_10))
            # 15m down move, 15m high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (roc_9_1d_gt_neg_20))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | roc_9_1d_lt_50)
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_50))
            # 15m down move, 1h high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_30))
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_90))
            # 15m down move, 4h still high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_30))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_20) | (roc_9_4h_lt_25) | (roc_9_1d_lt_100))
            # 15m & 1h & 4h down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_30) | (aroonu_14_4h_lt_60))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_40) | (aroonu_14_15m_lt_75))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_50) | (aroonu_14_1h_lt_100))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_60) | (aroonu_14_1h_lt_100))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_60) | (aroonu_14_4h_lt_80))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_25) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_75))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_25) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_90))
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_20))
            # 15m down move, 15m high, 4h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_4h_lt_10))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_60))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_70))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_70) | (roc_9_4h_gt_neg_10))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_90) | (roc_9_1d_lt_20))
            # 15m down move, 4h high, 1d high
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_60) | (stochrsi_k_1d_lt_90))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_10))
            # 15m down move, 15m still high, 1h still high
            & ((rsi_3_15m_gt_25) | (stochrsi_k_15m_lt_50) | (aroonu_14_1h_lt_50))
            # 15m down move, 1h high, 4h high
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_70) | (aroonu_14_4h_lt_100))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_25) | (roc_9_4h_lt_50) | (roc_9_1d_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_80))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_40))
            # 15m & 1h & 4h down move, 15m high, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_55) | (rsi_3_4h_gt_60) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_70))
            # 15m down move, 1d high, 15m high
            & ((rsi_3_15m_gt_30) | (rsi_14_1d_lt_70) | (aroonu_14_15m_lt_70))
            # 15m down move, 15m high, 1d downtrend
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_60) | (roc_9_1d_gt_neg_40))
            # 15m down move, 15m high, 15m downtrend
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_70) | (cmf_20_15m_gt_neg_0_30))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_70))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_30))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | (aroonu_14_4h_lt_70) | (roc_9_4h_lt_60))
            # 15m down move, 15m high, 4h overbought
            & ((rsi_3_15m_gt_30) | (stochrsi_k_15m_lt_70) | (roc_9_4h_lt_70))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_30) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_50))
            # 15m & 1h down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_35) | (rsi_3_1h_gt_40) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_60) | (stochrsi_k_4h_lt_90))
            # 15m down move, 15m high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (roc_9_4h_lt_80))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_1h_lt_90) | (roc_9_4h_lt_100))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_4h_lt_80) | (roc_9_1d_lt_200))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_35) | (stochrsi_k_1h_lt_90) | roc_9_1d_gt_neg_50)
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_35) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20))
            # 15m down move, 15m high, 1d high & overbought
            & ((rsi_3_15m_gt_40) | (aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_85) | (rsi_3_1d_gt_35))
            # 15m down move, 15m high, 1h downtrend
            & ((rsi_3_15m_gt_40) | (aroonu_14_15m_lt_70) | (roc_9_1h_gt_neg_20))
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_40) | (aroonu_14_15m_lt_75) | (aroonu_14_4h_lt_75))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_40) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50))
            # 1h down move, 4h still high, 4h downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_10) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_14_1d_lt_60))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_70))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (roc_9_1d > -30.0))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (roc_9_1d_lt_10))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_60) | (roc_9_1d_lt_40))
            # 1h down move, 1h still not low enough, 1d downtrend
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_30) | (roc_9_1d > -30.0))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (roc_9_1d_lt_30))
            # 1h down move, 4h high, 1d overbought
            & (rsi_3_1h_gt_20 | aroonu_14_4h_lt_80 | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_80)
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_25) | (rsi_3_1d_gt_40) | (stochrsi_k_1d_lt_50))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_20))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h downtrend, 1d overbought
            & ((rsi_3_1h_gt_25) | (roc_9_4h_gt_neg_40) | roc_9_1d_lt_50)
            # 1h down move, 15m & 1h still high
            & ((rsi_3_1h_gt_30) | (aroonu_14_15m_lt_40) | (aroonu_14_1h_lt_50))
            # 1h down move, 1h still high 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_200))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_60) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_60) | (roc_9_4h_lt_20))
            # 1h down move, 4h & 1h overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_30) | (roc_9_1d_lt_40))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_35) | (rsi_3_1d_gt_35) | (aroonu_14_1h_lt_75))
            # 1h down move, 15m still high, 4h  high
            & ((rsi_3_1h_gt_35) | (aroonu_14_15m_lt_40) | aroonu_14_4h_lt_80)
            # 1h down move, 15m still high, 4h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_15m_lt_40) | (stochrsi_k_4h_lt_70))
            # 1h down move, 15m still high, 4h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_70)
            # 1h down move, 15m & 1d high
            & ((rsi_3_1h_gt_35) | (aroonu_14_15m_lt_60) | (aroonu_14_1d_lt_80))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (stochrsi_k_4h_lt_90))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_90))
            # 1h down move, 1h downtrend, 4h overbought
            & ((rsi_3_1h_gt_35) | (cmf_20_1h_gt_neg_0_30) | (roc_9_4h_lt_20))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_80))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_80 | roc_9_1d_lt_50)
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_80) | roc_9_1d_gt_neg_50)
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_40) | (rsi_3_4h_gt_50) | (stochrsi_k_1h_lt_70))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_40) | (rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_60))
            # 1h down move, 15m still high, 4h downtrend
            & ((rsi_3_1h_gt_40) | (stochrsi_k_15m_lt_40) | (roc_9_4h_gt_neg_15))
            # 1h down move, 15m still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_15m_lt_50) | roc_9_1d_lt_50)
            # 1h down move, 15m & 4h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_15m_lt_70) | aroonu_14_4h_lt_70)
            # 1h down move, 1h still high, 4h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (stochrsi_k_4h_lt_80))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_100))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_20))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_85) | (roc_9_1d_gt_neg_60))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_90) | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (cmf_20_1d_gt_neg_0_20))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_40) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1h down move, 15m high, 4h overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_15m_lt_70) | (roc_9_4h_lt_30))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_100) | (roc_9_4h_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_40))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_40) | (roc_9_1d_lt_200))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_10))
            # 1h down move, 15m & 1h high
            & ((rsi_3_1h_gt_50) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_50) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_10))
            # 1h down move, 4h still high, 1d overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_4h_lt_50) | (roc_9_1d_lt_200))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_50))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_80) | aroonu_14_4h_lt_100)
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_10))
            # 1h down move, 1h high, 1d high
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_70) | aroonu_14_1d_lt_100)
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_55) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_100))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_100))
            # 1h down move, 15m & 1h high
            & ((rsi_3_1h_gt_65) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_65) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1h still high, 4h downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_30))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_3) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 15m high, 1h still high
            & ((rsi_3_4h_gt_5) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_50))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_70))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_5) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_50))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_30) | (stochrsi_k_4h_lt_50))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_35) | (stochrsi_k_1d_lt_40))
            # 4h down move, 15m still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_30) | (roc_9_1d_gt_neg_40))
            # 4h down move, 15m high, 4h downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_60) | (roc_9_4h_gt_neg_50))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_70))
            # 4h & 1d down move, 15m high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_35) | (stochrsi_k_15m_lt_70))
            # 4h & 1d down move, 4h high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_35) | (stochrsi_k_4h_lt_70))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_40) | (aroonu_14_1d_lt_70))
            # 4h down move, 15m still high, 1h high
            & ((rsi_3_4h_gt_15) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_60))
            # 4h down move, 15m & 1d high
            & ((rsi_3_4h_gt_15) | (aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_80))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_80))
            # 4h down move, 1d high
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_80))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h & 1d down move, 1h still high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_1h_lt_40))
            # 4h & 1d down move, 15m high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_25) | (stochrsi_k_15m_lt_70))
            # 4h & 1d down move, 1d overbought
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_55) | roc_9_1d_lt_50)
            # 4h down move, 15m & 4h still high
            & (rsi_3_4h_gt_20 | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_50))
            # 4h down move, 15m high, 1d high
            & (rsi_3_4h_gt_20 | (aroonu_14_15m_lt_70) | (stochrsi_k_1d_lt_70))
            # 4h down move, 4h still high, 1d downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_10))
            # 4h down move, 15m high, 4h downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_80) | (roc_9_4h_gt_neg_50))
            # 4h down move, 1h high, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_60) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h still not low enough, 4h downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30) | (roc_9_4h_gt_neg_10))
            # 4h down move, 4h high, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_60))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_40) | (roc_9_1d_lt_30))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_80))
            # 4h down move, 15m still high, 1h high
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_100))
            # 4h down move, 15m & 4h still high
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_50))
            # 4h down move, 15m high, 1d overbought
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_100))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_25) | (aroonu_14_1h_lt_90) | roc_9_1d_lt_50)
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_60) | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_60) | (roc_9_1d_gt_neg_70))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_25) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_25) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 4h down move, 1h still high, 1d overbought
            & ((rsi_3_4h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_100))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_80) | roc_9_1d_gt_neg_50)
            # 4h down move, 1h high, 1h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_1h_gt_neg_10))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_30) | (rsi_3_1d > 50.0) | (roc_9_1d_lt_100))
            # 4h down move, 1d downtrend, 1d overbought
            & ((rsi_3_4h_gt_30) | (cmf_20_1d_gt_neg_0_30) | (roc_9_1d_lt_40))
            # 4h down move, 15m high, 4h high
            & ((rsi_3_4h_gt_30) | (aroonu_14_15m_lt_60) | (aroonu_14_4h_lt_90))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_90) | roc_9_1d_lt_50)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_10))
            # 4h down move, 15m still high, 1h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_90))
            # 4h down move, 15m still high, 4h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 4h down move, 15m high, 1h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_70))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_35) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h down move, 1d high, 1d downtrend
            & ((rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_60) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_40))
            # 4h down move, 15m still high, 1d overbought
            & ((rsi_3_4h_gt_40) | (aroonu_14_15m_lt_50) | roc_9_1d_lt_50)
            # 4h down move, 15m high, 1d overbought
            & ((rsi_3_4h_gt_40) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_200))
            # 4h down move, 1h & 4h high
            & ((rsi_3_4h_gt_40) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_80)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_40) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 4h down move, 15m high, 1h high
            & ((rsi_3_4h_gt_40) | (stochrsi_k_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_40) | (stochrsi_k_1h_lt_70) | (roc_9_1d_lt_60))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_40) | (roc_9_4h_lt_10) | (roc_9_1d_lt_30))
            # 4h down move, 15m still high, 4h high
            & ((rsi_3_4h_gt_45) | (aroonu_14_15m_lt_40) | (aroonu_14_4h_lt_90))
            # 45 down move, 15m high, 1h high
            & ((rsi_3_4h_gt_45) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_70))
            # 4h down move, 15m high, 4h high
            & ((rsi_3_4h_gt_45) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_70))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_4h_lt_60) | (roc_9_1d_lt_100))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_30))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_30))
            # 4h down move, 1d high, 1d downtrend
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_15))
            # 4h down move, 1d high, 4h overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_10))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_45) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_45) | (roc_9_4h_lt_30) | (roc_9_1d_lt_200))
            # 4h down move, 15m & 1h high
            & ((rsi_3_4h_gt_50) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 4h down move, 4h still high, 1h high
            & ((rsi_3_4h_gt_50) | (aroonu_14_4h_lt_40) | (stochrsi_k_1h_lt_70))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_50) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_80))
            # 4h down move, 1d high, 4h overbought
            & ((rsi_3_4h_gt_50) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_10))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h downtrend, 1d overbought
            & ((rsi_3_4h_gt_50) | (roc_9_4h_gt_neg_20) | (roc_9_1d_lt_20))
            # 4h down move, 1h high, 4h overbought
            & ((rsi_3_4h_gt_55) | (aroonu_14_1h_lt_100) | (roc_9_4h_lt_20))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_55) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_55) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_60))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_55) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 4h down move, 15m high, 1h high
            & ((rsi_3_4h_gt_60) | (aroonu_14_15m_lt_60) | (stochrsi_k_1h_lt_90))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_60) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_30))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_30) | roc_9_1d_lt_50)
            # 4h down move, 15m high, 4h high
            & ((rsi_3_4h_gt_65) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_90))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_65) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_3) | (roc_9_4h_gt_neg_40) | roc_9_1d_gt_neg_50)
            # 1d down move, 15m still high, 4h high
            & ((rsi_3_1d_gt_10) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_80))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_60))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_30) | roc_9_1d_gt_neg_50)
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1h_lt_85) | (roc_9_1d_gt_neg_30))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 1d down move, 15m high, 1h high
            & ((rsi_3_1d_gt_20) | (aroonu_14_15m_lt_60) | (stochrsi_k_1h_lt_80))
            # 1d down move, 15m high, 1h high
            & ((rsi_3_1d_gt_20) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 1d down move, 4h high, 4h downtrend
            & ((rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_70) | (roc_9_4h_gt_neg_20))
            # 1d down move, 15m high, 4h high
            & ((rsi_3_1d_gt_25) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_80))
            # 1d down move, 15m high, 4h downtrend
            & ((rsi_3_1d_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_30))
            # 1d down move, 1h & 1d high
            & ((rsi_3_1d_gt_25) | aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_80))
            # 1d down move, 1d still high, 1d downtrend
            & ((rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1d high & overbought
            & ((rsi_3_1d_gt_30) | (aroonu_14_1d_lt_60) | (roc_9_1d_lt_10))
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_70) | (roc_9_1d_lt_20))
            # 1d down move, 1h & 1d high
            & ((rsi_3_1d_gt_35) | aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_90))
            # 1d down move, 1h high, 1d overbought
            & ((rsi_3_1d_gt_40) | (aroonu_14_1h_lt_90) | (roc_9_1d_lt_80))
            # 1d down move, 1d high & overbought
            & ((rsi_3_1d_gt_40) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 1d down move, 1d high & overbought
            & ((rsi_3_1d_gt_40) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_10))
            # 1d down move, 1h high, 1d overbought
            & ((rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_70) | roc_9_1d_lt_50)
            # 15m still high, 4h high, 1d overbought
            & ((aroonu_14_15m_lt_50) | (rsi_14_4h < 60.0) | (roc_9_1d_lt_70))
            # 15m still high, 1h downtrend, 4h overbought
            & ((aroonu_14_15m_lt_50) | (roc_9_1h_gt_neg_10) | (roc_9_4h_lt_40))
            # 15m high, 4h high & overbought
            & ((aroonu_14_15m_lt_60) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 15m & 4h high, 1d overbought
            & ((aroonu_14_15m_lt_60) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_10))
            # 15m high, 15m & 4h overbought
            & ((aroonu_14_15m_lt_60) | (roc_9_15m < 10.0) | (roc_9_4h_lt_20))
            # 15m high, 4h downtrend
            & ((aroonu_14_15m_lt_60) | (roc_9_4h_gt_neg_30))
            # 15m & 1h & 4h high
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100)
            # 15m & 4h & 1d high
            & ((aroonu_14_15m_lt_70) | aroonu_14_4h_lt_70 | (aroonu_14_1d_lt_90))
            # 15m & 4h high, 4h overbought
            & ((aroonu_14_15m_lt_70) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 15m & 4h high, 1d downtrend
            & ((aroonu_14_15m_lt_70) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_20))
            # 15m & 1d high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_100))
            # 15m high, 4h downtrend, 1d overbought
            & ((aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_30) | (roc_9_1d_lt_200))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_40) | roc_9_1d_gt_neg_50)
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 1h high, 1d high & overbought
            & ((aroonu_14_1h_lt_90) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 1h high, 4h downtrend
            & ((aroonu_14_1h_lt_90) | (roc_9_4h_gt_neg_20))
            # 1h high, 4h & 1d overbought
            & ((aroonu_14_1h_lt_90) | (roc_9_4h_lt_10) | (roc_9_1d_lt_20))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_10))
            # 4h & 1d high, 1d downtrend
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1d_gt_neg_20))
            # 1d high, 4h & 1d downtrend
            & ((aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 1d high, 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_30))
            # 1d high, 4h downtrend, 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_30) | (roc_9_1d_lt_70))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_30) | (roc_9_1d_lt_40))
            # 15m & 1h high, 1d overbought
            & ((stochrsi_k_15m_lt_70) | (stochrsi_k_1h_lt_70) | roc_9_1d_lt_50)
            # 15m & 1d high
            & ((stochrsi_k_15m < 90.0) | (stochrsi_k_1d_lt_90))
            # 1h high, 4h & 1d downtrend
            & ((stochrsi_k_1h_lt_60) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_30))
            # 1h high, 4h downtrend
            & ((stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_30))
            # 1h high, 1d downtrend
            & ((stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_20))
            # 4h high, 4h overbought, 1d downtrend
            & ((stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_gt_neg_20))
            # 1d still high, 4h & 1d downtrend
            & ((stochrsi_k_1d_lt_50) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_30))
            # 1d P&D, 4h downtrend
            & ((change_pct_1d_gt_neg_50) | (change_pct_1d_shift.shift(288) < 50.0) | (rsi_3_4h_gt_15))
            # 1d P&D, 15m high
            & ((change_pct_1d_gt_neg_20) | (change_pct_1d_shift.shift(288) < 20.0) | (aroonu_14_15m_lt_70))
            # 1d red with top wick, 4h high
            & ((change_pct_1d_gt_neg_20) | (top_wick_pct_1d_lt_20) | aroonu_14_4h_lt_80)
            # 1d red, previous 1d top wick, 15m high
            & ((change_pct_1d_gt_neg_10) | (top_wick_pct_1d_shift.shift(288) < 40.0) | (aroonu_14_15m_lt_70))
            # 1d green with top wick, 4h overbought
            & ((change_pct_1d_lt_15) | (top_wick_pct_1d_lt_15) | (roc_9_4h_lt_20))
            # 1d green, 15m down move, 1h high
            & ((change_pct_1d_lt_50) | (rsi_3_15m_gt_25) | aroonu_14_1h_lt_70)
            # 1d green, 4h down move, 4h still high
            & ((change_pct_1d_lt_40) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_40))
            # 1d top wick, 4h down move, 1d overbought
            & ((top_wick_pct_1d_lt_50) | (rsi_3_4h_gt_35) | (roc_9_1d_lt_60))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_20 < rsi_20_shift.shift(1))
            & (rsi_4 < 45.0)
            & (rsi_14 > 30.0)
            & (aroonu_14 < 20.0)
            & (stochrsi_k_lt_20)
            & (close < sma_16 * 0.965)
            & (close < df["SMA_16_1h"] * 0.985)
          )

        # Condition #4 - Normal mode (Long).
        if long_entry_condition_index == 4:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            rsi_3_15m_gt_3
            # 5m & 1h down move, 1d still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_3) | (aroonu_14_1d_lt_40))
            # 5m & 1h & 4h down move
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_5) | (rsi_3_4h_gt_10))
            # 5m & 1h down move, 1h still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | rsi_3_1h_gt_20 | aroonu_14_1d_lt_100)
            # 5m & 1h down move, 1h high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_50) | aroonu_14_1h_lt_70)
            # 5m & 1h down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 5m & 1h down move, 1d downtrend
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_15) | (roc_9_1d > -30.0))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_25) | aroonu_14_4h_lt_70)
            # 5m & 1d down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_40))
            # 5m down move, 1h high, 4h overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_50))
            # 5m down move, 4h high, 1h overbought
            & ((rsi_3_gt_10) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_30))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (aroonu_14_1d_lt_40))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_70))
            # 15m & 1h & 4h down move, 1d high & overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_45) | (rsi_3_4h_gt_45) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_50))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (roc_9_1d_lt_70))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_30) | aroonu_14_1d_lt_100)
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_5) | aroonu_14_1h_lt_70 | (roc_9_1h_lt_10))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_5) | (roc_9_1h_lt_10) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 15m stil high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_15m_lt_50))
            # 15m & 1h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_40))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_70))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_80))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_70) | (roc_9_1d_lt_100))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_90) | (aroonu_14_1d_lt_100))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_50))
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_80))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 4h & 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_80) | (aroonu_14_1d_lt_100))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_70) | (roc_9_4h_lt_20))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_15) | (stochrsi_k_15m_lt_80))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_10))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_70))
            # 15m & 1h & 4h & 1d down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_40) | (rsi_3_4h_gt_40) | (rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_70))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_100))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_4h_lt_100) | (roc_9_1h_lt_30))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_80))
            # 15m down move, 4h high, 4h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_60) | (roc_9_4h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_40) | (aroonu_14_4h_lt_85))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_40) | (rsi_3_1h_gt_50) | (roc_9_4h_lt_50))
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (roc_9_15m > -30.0))
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (cmf_20_15m_gt_neg_0_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_70))
            # 1h down move, 1h high, 4h high
            & ((rsi_3_1h_gt_3) | aroonu_14_1h_lt_70 | (stochrsi_k_4h_lt_80))
            # 1h down move, 15m still high
            & ((rsi_3_1h_gt_3) | (stochrsi_k_15m_lt_50))
            # 1h down move, 1h still high, 4h overbought
            & ((rsi_3_1h_gt_3) | (stochrsi_k_1h_lt_50) | (roc_9_4h_lt_20))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (rsi_3_1d_gt_10))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1h_gt_neg_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h high, 1h downtrend
            & ((rsi_3_1h_gt_5) | (stochrsi_k_4h_lt_70) | (roc_9_1h_gt_neg_40))
            # 1h down move, 4h high, 1h downtrend
            & ((rsi_3_1h_gt_5) | (stochrsi_k_4h_lt_70) | (cmf_20_1h_gt_neg_0_40))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_5) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_5) | (roc_9_1d_lt_100))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_20))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | (rsi_14_4h_lt_40))
            # 1h & 3h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_80))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_70))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_85))
            # 1h down move, 1d high, 15m downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70) | (roc_9_15m > -50.0))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_15) | (roc_9_1d > -30.0))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_20))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_40))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_80))
            # 1h down move, 1h still high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_40))
            # 1h down move, 1h still high, 4h downtrend
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_50) | (roc_9_4h_gt_neg_50))
            # 1h down move, 1h high
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_80)
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_20))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_30) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_70)
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_30))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_200))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (stochrsi_k_15m_lt_80))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (stochrsi_k_1h_lt_70))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_30) | (stochrsi_k_15m_lt_40) | (aroonu_14_1h_lt_60))
            # 1h down move, 1h still high, 4h high
            & ((rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_40) | (stochrsi_k_4h_lt_70))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_30) | (roc_9_4h_gt_neg_25) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_20) | (roc_9_1d_lt_100))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_20))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_85) | (roc_9_1d_lt_100))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_200))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_45) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_40))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (aroonu_14_4h_lt_20))
            # 4h down move, 4h high, 4h downtrend
            & ((rsi_3_4h_gt_3) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_40))
            # 4h & 1d down move, 1h still not low enough
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_30))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_70))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_15) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1h still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (aroonu_14_1h_lt_40))
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_70))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_40))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_60))
            # 4h & 1d down move, 4h high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_70)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 4h still high, 1d downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_10))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_80))
            # 4h down move, 4h & 1d downtrend
            & (rsi_3_4h_gt_20 | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_40) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_200))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_45) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_60) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1h still high, 4h & 1d downtrend
            & ((aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1h_lt_80))
            # 1h high, 1d overbought
            & (aroonu_14_1h_lt_70 | (roc_9_1d_lt_70))
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_30))
            # 1h & 1d high, 1h overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_90) | (roc_9_1h_lt_30))
            # 4h still not low enough, 4h & 1d downtrend
            & ((aroonu_14_4h_lt_30) | (roc_9_4h_gt_neg_40) | (roc_9_1d_gt_neg_40))
            # 4h still high, 5m downtrend
            & ((aroonu_14_4h_lt_40) | (roc_9 > -40.0))
            # 4h high, 4h & 1d overbought
            & ((aroonu_14_4h_lt_60) | (roc_9_4h_lt_30) | roc_9_1d_lt_50)
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_50))
            # 4h high, 1h & 1d overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_30) | (roc_9_1d_lt_100))
            # 4h high, 1h & 4h high
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_50) | (roc_9_4h_lt_100))
            # 1d high, 4h & 1d downtrend
            & ((aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_40) | (roc_9_1d_gt_neg_40))
            # 1d high, 1h & 1d overbought
            & ((aroonu_14_1d_lt_80) | (roc_9_1h_lt_30) | (roc_9_1d_lt_200))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_4h_lt_20) | roc_9_1d_lt_50)
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h & 1d overbought
            & ((roc_9_4h_lt_100) | (roc_9_1d_lt_200))
            # 1d top wick, 1h & 4h down move, 1d high
            & ((top_wick_pct_1d_lt_20) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_100))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # drop in last 20 days, 1h high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_70))
          )

          # Logic
          long_entry_logic.append(
            (aroonu_14_lt_25) & (aroonu_14_15m_lt_25) & (close < (ema_9 * 0.946)) & (close < (ema_20 * 0.960))
          )

        # Condition #5 - Normal mode (Long).
        if long_entry_condition_index == 5:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            (rsi_3_15m_gt_20)
            # 5m & 1h down move, 1h still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | rsi_3_1h_gt_20 | aroonu_14_1d_lt_100)
            # 5m & 1h down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_3) | (stochrsi_k_15m_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_60))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (roc_9_4h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_50) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m stil not low enough, 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_30) | (aroonu_14_4h_lt_60))
            # 15m down move, 15m high, 1h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_60) | (stochrsi_k_1h_lt_70))
            # 15m down move, 1h & 4h overbought
            & ((rsi_3_15m_gt_25) | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_25) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_85))
            # 15m down move, 15m still high, 1d high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_50) | (stochrsi_k_1d_lt_70))
            # 15m down move, 15m high, 4h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_60) | (stochrsi_k_4h_lt_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_85) | aroonu_14_4h_lt_100)
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_30) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 15m down move, 4h high, 1h downtrend
            & ((rsi_3_15m < 30.0) | (aroonu_14_4h_lt_85) | (roc_9_1h_gt_neg_40))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_25))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_35) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (roc_9_4h_lt_10))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_1h_lt_85) | (roc_9_4h_lt_80))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_35) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_20))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_40) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_100))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_45) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_5) | (aroonu_14_1d_lt_70))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (roc_9_1d_lt_15))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_40))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | roc_9_1d_gt_neg_50)
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | (roc_9_1h_gt_neg_15))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_40))
            # 1h down move, 4h downtrend. 4h still not low enough
            & ((rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_20) | (aroonu_14_4h_lt_30))
            # 1h down move, 15m still high, 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_15m_lt_40) | (stochrsi_k_4h_lt_90))
            # 1h down move, 15m high, 4h downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_10))
            # 1h down move, 1h still high, 15m downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_40) | (cmf_20_15m_gt_neg_0_30))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_20))
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_50) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_30))
            # 1h & 4h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_55) | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_30))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_100))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_80))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_60) | roc_9_1d_lt_50)
            # 1h down move, 4h high, 1d high
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_80) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_60))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_10))
            # 1h down move, 1h downtrend, 1d overbought
            & ((rsi_3_1h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_1d_lt_80))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_15) | (roc_9_4h_lt_10) | (roc_9_1d_lt_60))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_80)
            # 1h & 1d down move, 1h still high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 1h & 4h & 1d down move, 4h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (rsi_3_1d_gt_30) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (aroonu_14_15m_lt_70))
            # 1h down move, 4h downtrend, 4h high
            & ((rsi_3_1h_gt_25) | (cmf_20_4h_gt_neg_0_50) | aroonu_14_4h_lt_70)
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_85))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_85))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_70) | (roc_9_4h_lt_20))
            # 1h & 4h down move, 4h & 1d high, 4h overbought
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_65) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_30))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_80) | (roc_9_1d_lt_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_100))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_30) | (stochrsi_k_15m_lt_40) | (aroonu_14_1h_lt_60))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_90) | (roc_9_1d_gt_neg_50))
            # 1h down move, 4h downtrend, 1d over
            & ((rsi_3_1h_gt_30) | (roc_9_4h_gt_neg_30) | (roc_9_1d_lt_50))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_100))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_70) | (roc_9_1d_gt_neg_25))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_200))
            # 1h down move, 15m high, 1h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_15m_lt_60) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_40) | (roc_9_1d_lt_100))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_30))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1d_lt_80) | roc_9_1d_lt_50)
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_40) | (roc_9_1h_lt_20) | (roc_9_4h_lt_20))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_40) | (roc_9_1h_lt_30))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_45) | (rsi_3_4h_gt_65) | (roc_9_1d_lt_200))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_45) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_50))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_70) | roc_9_1d_lt_50)
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_30))
            # 1h down move, 4h high, 1h overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_40))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_50) | aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100)
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_50) | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 1h down move, 15m high, 1h high
            & ((rsi_3_1h_gt_55) | (aroonu_14_15m_lt_60) | (stochrsi_k_1h_lt_80))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_60) | (roc_9_1d_lt_10))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_60) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_40))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 1h still not low enough
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_30))
            # 4h down move, 1d high, 4h downtrend
            & ((rsi_3_4h_gt_5) | (aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_10))
            # 4h & 1d down move, 15m high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_15m_lt_80))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (roc_9_1d_gt_neg_15))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50))
            # 4h down move, 15m downtrend, 1d high
            & ((rsi_3_4h_gt_10) | (cmf_20_15m_gt_neg_0_30) | (aroonu_14_1d_lt_80))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 15m still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50) | (roc_9_1d_gt_neg_25))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_80))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h downtrend, 1d overbought
            & ((rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d_lt_40))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (roc_9_4h_gt_neg_40))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_10))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h & 1ddown move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_80))
            # 4h & 1d down move, 1h still high, 4h still high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_40) | (aroonu_14_4h_lt_50))
            # 4h down move, 1d high, 1d downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_70))
            # 4h down move, 4h still high. 4h downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (cmf_20_4h_gt_neg_0_40))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_70))
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_10))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_60) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_35) | aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100)
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_40))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_50) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_10))
            # 1d down move, 1h high, 4h downtrend
            & ((rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_90) | (roc_9_4h_gt_neg_30))
            # 15m & 1h & 4h downtrend
            & ((cmf_20_15m_gt_neg_0_30) | (cmf_20_1h_gt_neg_0_30) | (cmf_20_4h_gt_neg_0_30))
            # 1d downtrend, 1d high & overbought
            & ((cmf_20_1d_gt_neg_0_40) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_20))
            # 15m not low enough, 1h & 4h downtrend
            & ((aroonu_14_15m_lt_20) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 15m high, 1h high & overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_85) | (roc_9_1h_lt_10))
            # 4h high, 4h & 1d overbought
            & (aroonu_14_4h_lt_70 | (roc_9_4h_lt_60) | (roc_9_1d_lt_80))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 1h & 1d high, 1d overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_200))
            # 1h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_10))
            # 4h still high, 5m downtrend
            & ((aroonu_14_4h_lt_40) | (roc_9 > -40.0))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_80))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_80))
            # 4h high, 1h & 4h overbought
            & ((aroonu_14_4h_lt_85) | (roc_9_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h high, 4h & 1d overbought
            & ((aroonu_14_4h_lt_85) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_40))
            # 4h high, 1h & 1d overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_40) | (roc_9_1d_lt_100))
            # 4h high, 4h & 1d overbought
            & (aroonu_14_4h_lt_100 | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 1d high, 1h & 4h down move
            & (aroonu_14_1d_lt_100 | (roc_9_1h_lt_25) | (roc_9_4h_lt_60))
            # 1d high, 1h downtrend, 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_1h_gt_neg_30) | (roc_9_1d_lt_100))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 15m high, 4h & 1d downtrend
            & ((stochrsi_k_15m_lt_70) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_30))
            # 1h high, 4h & 1d overbought
            & ((stochrsi_k_1h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_lt_100))
            # 4h high, 1h overbought, 1d downtrend
            & ((stochrsi_k_4h_lt_80) | (roc_9_1h_lt_40) | (roc_9_1d_gt_neg_70))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_80) | (roc_9_1d_lt_100))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_10) | (roc_9_4h_lt_80))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_20) | (roc_9_4h_lt_50))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_4h_lt_40) | (roc_9_1d_lt_100))
            # 1d P&D, dh downtrend
            & ((change_pct_1d_gt_neg_50) | (change_pct_1d_shift.shift(288) < 50.0) | (rsi_3_4h_gt_15))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # drop in last 20 days, 1h high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_70))
            # drop in last 20 days. 4h high
            & ((close > (high_max_20_1d * 0.10)) | (stochrsi_k_4h_lt_90))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_50)
            & (aroonu_14_lt_25)
            & (stochrsi_k_lt_30)
            & (ema_26 > ema_12)
            & ((ema_26 - ema_12) > (open_rate * 0.020))
            & ((ema_26_shift.shift() - ema_12_shift.shift()) > (open_rate / 100.0))
          )

        # Condition #6 - Normal mode (Long).
        if long_entry_condition_index == 6:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 15m down move, 15m still high
            ((rsi_3_gt_3) | (rsi_3_15m_gt_10) | (stochrsi_k_15m_lt_40))
            # 5m & 15m down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_15) | (aroonu_14_15m_lt_40))
            # 5m & 15m down move, 1d downtrend
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_15) | (roc_9_1d_gt_neg_20))
            # 5m & 15m down move, 1d downtrend
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_25) | (roc_9_1d_gt_neg_30))
            # 5m & 1h down move, 1h still not low enough
            & ((rsi_3_gt_3) | rsi_3_1h_gt_20 | (aroonu_14_1h_lt_30))
            # 5m & 1h down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 5m & 4h down move, 4h still high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_50))
            # 5m & 4h & 1d down move
            & ((rsi_3_gt_3) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_35))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_70))
            # 5m & 4h down move, 4h still high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_55) | (aroonu_14_4h_lt_50))
            # 5m & 1d down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_40))
            # 5m down move, 4h & 1d overbought
            & ((rsi_3_gt_3) | (roc_9_4h_lt_20) | (roc_9_1d_lt_40))
            # 5m & 1h down move, 4h high
            & ((rsi_3_gt_5) | (rsi_3_1h_gt_40) | (aroonu_14_4h_lt_60))
            # 5m & 1h down move, 1h high
            & ((rsi_3_gt_5) | (rsi_3_1h_gt_60) | aroonu_14_1h_lt_80)
            # 5m & 4h down move, 1d downtrend
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1d_gt_neg_20))
            # 5m & 4h down move, 4h still high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_50))
            # 5m & 4h down move, 1d overbought
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_60))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_60) | aroonu_14_4h_lt_80)
            # 5m down move, 15m still not low enough, 4h high
            & ((rsi_3_gt_5) | (aroonu_14_15m_lt_20) | (stochrsi_k_4h_lt_70))
            # 5m down move, 1h & 1d high
            & ((rsi_3_gt_5) | aroonu_14_1h_lt_70 | aroonu_14_1d_lt_100)
            # 5m down move, 4h high & overbought
            & ((rsi_3_gt_5) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_25))
            # 5m down move, 1h high
            & ((rsi_3_gt_5) | (stochrsi_k_1h_lt_80))
            # 5m & 1d down move, 1d still high
            & ((rsi_3_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_1d_lt_40))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | (aroonu_14_4h_lt_20))
            # 15m & 1h & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_25) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_10))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_20))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_40) | aroonu_14_4h_lt_70)
            # 15m & 4h down move, 1h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_30))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_10))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_20))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_25))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_45) | (stochrsi_k_1h_lt_60))
            # 15m & 1d down move, 15m still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1d_gt_10) | (aroonu_14_15m_lt_30))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1d_gt_55) | (stochrsi_k_4h_lt_70))
            # 1h & 1d downtrend, 1d high
            & ((rsi_3_15m_gt_3) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_10))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_30))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (aroonu_14_4h_lt_90))
            # 15m & 1h & 4h down move, 15m downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_40) | (rsi_3_4h_gt_50) | (cmf_20_15m_gt_neg_0_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_55) | (aroonu_14_4h_lt_100))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_20) | (aroonu_14_15m_lt_30))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_60))
            # 15m down move, 15m still high, 1h still high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_50))
            # 15m down move, 1h still high, 1d high
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_40) | (aroonu_14_1d_lt_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m & 1h still not low enough
            & ((rsi_3_15m_gt_5) | (stochrsi_k_15m_lt_30) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (stochrsi_k_4h_lt_60))
            # 15m & 1h & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30))
            # 15m & 1h & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_60))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_30))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_45) | (roc_9_1d_lt_150))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_65) | aroonu_14_1h_lt_80)
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_80))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_70))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (rsi_14_1d_lt_60))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_1d_lt_90))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (roc_9_1d_lt_20))
            # 15m & 4h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (cmf_20_4h_gt_neg_0_30))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_30))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_45) | aroonu_14_4h_lt_70)
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_75))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_75))
            # 15m & 1d down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1d > 50.0) | (roc_9_1d_lt_20))
            # 15m down move, 15m downtrend, 4h still high
            & ((rsi_3_15m_gt_10) | (cmf_20_15m_gt_neg_0_40) | (stochrsi_k_4h_lt_50))
            # 15m down move, 1h downtrend, 4h still high
            & ((rsi_3_15m_gt_10) | (cmf_20_1h_gt_neg_0_30) | (stochrsi_k_4h_lt_40))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_30) | (aroonu_14_4h_lt_60))
            # 15m down move, 15m still high, 1h still high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_50))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_20))
            # 15m down move, 1h still not low enough, 1d overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_30) | (roc_9_1d_lt_100))
            # 15m down move, 1h still high, 4h downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_10))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_70) | (roc_9_1d_lt_10))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (rsi_3_1h_gt_15))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 1h downtrend
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | (cmf_20_1h_gt_neg_0_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | aroonu_14_4h_lt_70)
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_100))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_30) | (stochrsi_k_1d_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_50) | aroonu_14_4h_lt_100)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_55) | (aroonu_14_1h_lt_90))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_90))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_50))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_60))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_60))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_80)
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_40) | (roc_9_1d_lt_40))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_45) | (roc_9_1d_lt_80))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_55) | (stochrsi_k_4h_lt_70))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_30))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_20) | (stochrsi_k_1h_lt_50))
            # 15m & 1d down move, 1d overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_30) | (roc_9_1d_lt_10))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_25) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_40) | (aroonu_14_4h_lt_70))
            # 15m down move, 1h still high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_80))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_60) | (aroonu_14_4h_lt_90))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_80) | (aroonu_14_4h_lt_85))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_70) | (aroonu_14_1d_lt_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_85) | (stochrsi_k_4h_lt_90))
            # 15m down move, 4h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_70) | (roc_9_4h_lt_30))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_25))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_100) | (roc_9_1h_lt_10))
            # 15m down move, 1h still high, 4h overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_50) | (roc_9_4h_lt_10))
            # 15m down move, 1h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_80) | (roc_9_4h_gt_neg_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_90) | (roc_9_1d_lt_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (stochrsi_k_1h_lt_20))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_30) | (roc_9_1d_gt_neg_30))
            # 15m & 1h down move, 1h overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_50) | (roc_9_1h_lt_10))
            # 15m & 1h & 4h down move, 1h still not low enough
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80))
            # 15m & 1h & 4h down move, 15m & 1h still high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_45) | (aroonu_14_15m_lt_40) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_35) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_60) | (aroonu_14_1h_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_60) | (stochrsi_k_4h_lt_90))
            # 15m & 4h & 1d down move
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_20))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_20) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_45) | (stochrsi_k_1d_lt_90))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_20) | (aroonu_14_1h_lt_70))
            # 15m & 1d down move, 15m still high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_30) | (stochrsi_k_15m_lt_50))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_25) | (stochrsi_k_1h_lt_90))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_40) | aroonu_14_1h_lt_70)
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_40) | aroonu_14_4h_lt_70)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_80)
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_80 | (roc_9_1d_lt_10))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_30))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_30))
            # 15m down move, 1d high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_20))
            # 15m down move, 1d high, 4h overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_20))
            # 15m down move, 1d high, 1d overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_15m_lt_60) | (roc_9_4h_gt_neg_50))
            # 15 down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_70) | (roc_9_1d_lt_10))
            # 15m down move, 4h high, 15m downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_4h_lt_70) | (cmf_20_15m_gt_neg_0_40))
            # 15m & 1h & 4h down move, 1h still not low enough, 4h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_35) | (stochrsi_k_1h_lt_30) | (stochrsi_k_4h_lt_40))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (stochrsi_k_15m_lt_70))
            # 15m & 1h & 4h down move, 4h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_50))
            # 15m & 1h & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | (roc_9_1d_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_50) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_60) | aroonu_14_4h_lt_100)
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_60) | (stochrsi_k_4h_lt_90))
            # 15m & 4h down move, 4h overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_55) | (roc_9_4h_lt_30))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1d_gt_25) | aroonu_14_1h_lt_80)
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_25) | (stochrsi_k_1h_lt_90))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_80))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_60) | (roc_9_1d_lt_60))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_25) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_40))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_85) | aroonu_14_4h_lt_100)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_90) | (aroonu_14_4h_lt_90))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_25) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_50))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_25) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_100))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_25) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_30))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_35) | aroonu_14_1h_lt_80)
            # 15m & 1h & 4h down move, 1h still high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_40) | (rsi_3_4h_gt_60) | (stochrsi_k_1h_lt_50))
            # 15m & 1h & 4h down move, 1h still high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_50) | (rsi_3_4h_gt_50) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_15m_lt_70))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_40) | (aroonu_14_4h_lt_85))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_40))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_35) | (rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_35) | (rsi_3_1h_gt_65) | aroonu_14_1h_lt_80)
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_35) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_25) | aroonu_14_1h_lt_80)
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_25) | (stochrsi_k_1h_lt_80))
            # 15m down move, 1m still high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_40) | (roc_9_4h_lt_50))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_35) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_10))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_35) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_70))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_40) | (rsi_3_1h_gt_40) | aroonu_14_4h_lt_100)
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_40) | (rsi_3_4h_gt_45) | (stochrsi_k_1h_lt_90))
            # 15m down move, 15m still high, 1d high
            & ((rsi_3_15m_gt_40) | (stochrsi_k_15m_lt_40) | (roc_9_1d_lt_100))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_40) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_40))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_50) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_70))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_4h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_40) | (stochrsi_k_15m_lt_30))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (roc_9_1d > -30.0))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_70))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_50))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_10))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_70))
            # 1h & 1d down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_1d > 50.0) | (stochrsi_k_1d_lt_60))
            # 1h down move, 1h high, 1d overbought
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_60) | roc_9_1d_lt_50)
            # 1h down move, 1h high, 1d overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70 | (roc_9_1d_lt_20))
            # 1h down move, 1d high, 4h downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h down move, 4h downtrend, 1d overbought
            & (rsi_3_1h_gt_20 | (roc_9_4h_gt_neg_10) | (roc_9_1d_lt_20))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_40))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (stochrsi_k_15m_lt_70))
            # 1h down move, 4h downtrend, 4h high
            & ((rsi_3_1h_gt_25) | (cmf_20_4h_gt_neg_0_50) | aroonu_14_4h_lt_70)
            # 1h down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_40) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h still high, 4h overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_50) | (roc_9_4h_lt_60))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_1d_lt_100))
            # 1h down move, 1d still high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_35) | (rsi_14_1d_lt_80))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_60))
            # 1h & 4h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (rsi_3_1d_gt_60) | (stochrsi_k_1d_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_1d_gt_30) | (aroonu_14_1h_lt_60))
            # 1h down move, 4h & 1d down move
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100)
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_85) | (roc_9_4h_lt_80))
            # 1h down move, 1d still high, 1d downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_40) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_30) | aroonu_14_1d_lt_100 | (roc_9_4h_gt_neg_30))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_30) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_30) | (roc_9_4h_gt_neg_25) | (roc_9_1d_gt_neg_60))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_35) | (rsi_3_1d_gt_35) | (aroonu_14_1h_lt_75))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_60) | aroonu_14_4h_lt_70)
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_30))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_35) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_35) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_40) | (rsi_3_4h_gt_50) | (stochrsi_k_1h_lt_60))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_60) | (roc_9_1d_lt_40))
            # 1h down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (aroonu_14_1d_lt_85))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_20))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_30))
            # 1h down move, 1h high, 15m downtrend
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (roc_9_15m > -15.0))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1d_lt_80) | roc_9_1d_lt_50)
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1d_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_40) | (roc_9_1h_lt_30))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_45) | (rsi_3_4h_gt_65) | (roc_9_1d_lt_200))
            # 1h down move, 1h still not low enough, 1d downtrend
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_30) | (roc_9_1d_gt_neg_25))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_40) | (roc_9_1d_lt_100))
            # 1h down move, 4h high, 1h overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_4h_lt_85) | (roc_9_1h_lt_20))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_50) | (roc_9_1h_lt_10) | (roc_9_4h_lt_100))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_50) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_55) | (rsi_3_4h_gt_55) | (stochrsi_k_1h_lt_70))
            # 1h & 1d down move, 1h & 1d high
            & ((rsi_3_1h_gt_55) | (rsi_3_1d_gt_55) | (aroonu_14_1h_lt_60) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_55) | (aroonu_14_1h_lt_80) | (roc_9_4h_lt_10))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_55) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_10))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_60) | (rsi_3_1d_gt_60) | (aroonu_14_1h_lt_70))
            # 1h down move, 4 high, 1h overbought
            & ((rsi_3_1h_gt_60) | (aroonu_14_4h_lt_100) | (roc_9_1h_lt_10))
            # 1h down move, 1d high, 1h overbought
            & ((rsi_3_1h_gt_60) | (aroonu_14_1d_lt_90) | (roc_9_1h_lt_10))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_10))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_100))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_65) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_25))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_65) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 1h still not low enough, 4h downtrend
            & ((rsi_3_4h_gt_3) | (aroonu_14_1h_lt_20) | (roc_9_4h_gt_neg_10))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_3) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_10))
            # 4h & 1d down move, 15m still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_25) | (stochrsi_k_15m_lt_40))
            # 4h & 1d down move, 1h still not low enough
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_20))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (roc_9_1d_gt_neg_40))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_50))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_35) | (aroonu_14_1d_lt_100))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_70))
            # 4h & 1d down move, 4h high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_70)
            # 4h & 1d down move, 1h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_70))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | (roc_9_1d_gt_neg_15))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d > 50.0) | (stochrsi_k_4h_lt_40))
            # 4h down move, 1d still high, 4h still not low enough
            & ((rsi_3_4h_gt_15) | (rsi_14_1d_lt_40) | (stochrsi_k_4h_lt_30))
            # 4h down move, 4h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h & 1d down move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_60))
            # 4h & 1d down move, 4h still high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_40))
            # 4h & 1d down move, 1d overbought
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_45) | (roc_9_1d_lt_40))
            # 4h down move, 15m high
            & (rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_80))
            # 4h down move, 1h high, 4h downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (cmf_20_4h_gt_neg_0_40))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_30))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_30) | (rsi_3_1d > 50.0) | (aroonu_14_1d_lt_90))
            # 4h down move, 1h high, 1h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_1h_gt_neg_10))
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_10))
            # 4h down move, 1h still high, 1d overbought
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_40) | (roc_9_1d_lt_30))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_35) | (rsi_3_1d > 50.0) | (roc_9_1d_lt_100))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_35) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_45) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_30))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_40) | (rsi_3_1d_gt_60) | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_60))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_20))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_60) | (roc_9_4h_lt_20))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_80) | (roc_9_1d_lt_10))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_55) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_55) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_100))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_55) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_60))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_60) | aroonu_14_4h_lt_70 | (aroonu_14_1d_lt_70))
            # 4h down move, 1d high, 4h overbought
            & ((rsi_3_4h_gt_60) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_10))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_60) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_200))
            # 4h down move, 4h still high, 4h overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_50) | (roc_9_4h_lt_10))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_65) | (aroonu_14_4h_lt_75) | (roc_9_1d_lt_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_65) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_20))
            # 1d down move, 1d still not low enough, 1d downtrend
            & ((rsi_3_1d_gt_5) | (aroonu_14_1d < 20.0) | (roc_9_1d_gt_neg_20))
            # 1d down move, 15m still high
            & ((rsi_3_1d_gt_5) | (stochrsi_k_15m_lt_40))
            # 1d down move, 1h & 4h still not low enough
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_20) | (stochrsi_k_4h_lt_20))
            # 1d down move, 1h high
            & ((rsi_3_1d_gt_10) | aroonu_14_1h_lt_70)
            # 1d down move, 4h downtrend, 4h high
            & ((rsi_3_1d_gt_20) | (cmf_20_4h_gt_neg_0_25) | aroonu_14_4h_lt_70)
            # 1d down move, 1d still high, 1d downtrend
            & ((rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 1d down move, 4h & 1d high
            & ((rsi_3_1d_gt_40) | aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100)
            # 1d down move, 1d high & overbought
            & ((rsi_3_1d_gt_40) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_10))
            # 1d down move, 1h high, 1d overbought
            & ((rsi_3_1d_gt_60) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_100))
            # 4h downtrend, 4h high & over
            & ((cmf_20_4h_gt_neg_0_10) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_30))
            # 15m still high, 4h high, 1h overbought
            & ((aroonu_14_15m_lt_40) | (aroonu_14_4h_lt_85) | (roc_9_1h_lt_20))
            # 15m still high, 4h high, 1h overbought
            & ((aroonu_14_15m_lt_40) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_20))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_40) | roc_9_1d_gt_neg_50)
            # 1h high, 4h high & overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_80 | (roc_9_4h_lt_30))
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_30))
            # 1h & 4h & 1d high
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100)
            # 1h & 4h high, 1d overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_1d_lt_30))
            # 1h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_10))
            # 1h & 1d high, 4h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_10))
            # 1h high, 1h & 4h overbought
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_10) | (roc_9_4h_lt_10))
            # 1h high, 1h overbought, 1d downtrend
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_50) | roc_9_1d_gt_neg_50)
            # 1h high, 4h &1d overbought
            & ((aroonu_14_1h_lt_85) | (roc_9_4h_lt_30) | (roc_9_1d_lt_30))
            # 1h high, 4h & 1d overbought
            & ((aroonu_14_1h_lt_90) | (roc_9_4h_lt_10) | (roc_9_1d_lt_15))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_50))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 4h & 1d high, 4h overbought
            & ((aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h high, 4h overbought, 1d downtrend
            & ((aroonu_14_4h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_gt_neg_40))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_70) | (roc_9_4h_lt_30) | (roc_9_1d_lt_200))
            # 1d high, 1h & 1d overbought
            & ((aroonu_14_1d_lt_80) | (roc_9_1h_lt_20) | roc_9_1d_lt_50)
            # 1d high, 1d downtrend
            & ((aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_30))
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 1d high, 1h & 1d overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_1h_lt_10) | roc_9_1d_lt_50)
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_10) | (roc_9_1d_lt_20))
            # 15m still not low enough, 4h high, 1d overbought
            & ((stochrsi_k_15m_lt_30) | aroonu_14_4h_lt_100 | (roc_9_1d_lt_30))
            # 15m still high, 4h high & overbought
            & ((stochrsi_k_15m_lt_40) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 1h high, 1d overbought
            & ((stochrsi_k_1h_lt_70) | (roc_9_1d_lt_40))
            # 1h high, 1h overbought, 4h downtrend
            & ((stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10) | (roc_9_4h_gt_neg_10))
            # 1h high, 4h & 1d downtrend
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_80))
            # 1h down move, 1h & 1d overbought
            & ((stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10) | roc_9_1d_lt_50)
            # 1h high & overbought
            & ((stochrsi_k_1h_lt_90) | (roc_9_1h_lt_40))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 4h high, 1h & 1d overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_lt_20) | (roc_9_1d_lt_200))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30) | (roc_9_1d_lt_30))
            # 4h high, 1d downtrend
            & ((stochrsi_k_4h_lt_80) | roc_9_1d_gt_neg_50)
            # 4h high, 1h & 1d overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_20) | (roc_9_1d_lt_20))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_4h_lt_10) | (roc_9_1d_lt_10))
            # 1d hihg, 1h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_1h_lt_30) | (roc_9_1d_lt_100))
            # 1d P&D, dh downtrend
            & ((change_pct_1d_gt_neg_50) | (change_pct_1d_shift.shift(288) < 50.0) | (rsi_3_4h_gt_15))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # drop in last 20 days, 1h high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_70))
            # drop in last 20 days. 4h high
            & ((close > (high_max_20_1d * 0.10)) | (stochrsi_k_4h_lt_90))
          )

          # Logic
          long_entry_logic.append(
            (rsi_20 < rsi_20_shift.shift(1))
            & (rsi_3_lt_46)
            & (aroonu_14_lt_25)
            & (stochrsi_k_lt_20)
            & (aroonu_14_15m_lt_50)
            & (close < sma_16 * 0.960)
          )

        # Condition #21 - Pump mode (Long).
        if long_entry_condition_index == 21:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          # long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m down move, 4h high, 1h overbought
            ((rsi_3_gt_10) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_30))
            # 15m down move, 1h & 4h overbought
            & ((rsi_3_15m_gt_5) | (roc_9_1h_lt_25) | (roc_9_4h_lt_50))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (roc_9_1d_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_80))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_45) | (roc_9_4h_lt_50))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_60) | (roc_9_4h_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_55) | (aroonu_14_4h_lt_90))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_80))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_70) | roc_9_1d_gt_neg_50)
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 15m down move, 1d high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_35) | (roc_9_4h_lt_100))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_35) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_40) | aroonu_14_4h_lt_100)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_40) | aroonu_14_4h_lt_100)
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_60) | (roc_9_4h_lt_80))
            # 15m down move, 4h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_90) | (cmf_20_4h_gt_neg_0_25))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (roc_9_1h_lt_30) | (roc_9_4h_lt_50))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_15) | (roc_9_4h_lt_60) | (roc_9_1d_lt_80))
            # 15m & 1h down move, 4h & 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_50) | (aroonu_14_4h_lt_80) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_50) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_20))
            # 15m & 1h down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_60) | (aroonu_14_4h_lt_100))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_4h_lt_80) | (roc_9_1h_lt_10))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_20) | (roc_9_4h_lt_80) | (roc_9_1d_lt_200))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_55) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m still high, 1d downtrend
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_40) | (roc_9_1d_gt_neg_25))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_90) | (aroonu_14_4h_lt_100))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_100) | (roc_9_1h_lt_20))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_100) | (roc_9_1d_lt_100))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_20))
            # 15m down move, 1h & 4h overbought
            & ((rsi_3_15m_gt_25) | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 15m & 4h & 1d down move, 4h & 1d high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_50) | (rsi_3_1d_gt_55) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_30) | (stochrsi_k_4h_lt_90) | (roc_9_4h < 200.0))
            # 15m down move, 1h & 4h overbought
            & ((rsi_3_15m_gt_30) | (roc_9_1h_lt_60) | (roc_9_4h_lt_80))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_40) | (roc_9_4h_lt_100) | (roc_9_1d_lt_100))
            # 1h down move, 4h overbought, 1d downtrend
            & ((rsi_3_1h_gt_15) | (roc_9_4h_lt_50) | (roc_9_1d > -30.0))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_20) | (roc_9_4h_lt_50) | aroonu_14_4h_lt_80)
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_20) | (roc_9_4h_lt_50) | (stochrsi_k_1h_lt_40))
            # 1h & 4h down move, 4h overbought
            & ((rsi_3_1h_gt_20) | (roc_9_4h_lt_50) | (roc_9_4h_lt_10))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_20) | (aroonu_14_1h_lt_80) | (aroonu_14_4h_lt_100))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_10))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_50))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_20) | (stochrsi_k_1h_lt_40) | (roc_9_4h_lt_10))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_20) | (roc_9_4h_lt_40) | (roc_9_1d_lt_100))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_25) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_60))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_30))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_80 | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_80) | roc_9_1d_gt_neg_50)
            # 1h down move, 1h & 1d overbought
            & ((rsi_3_1h_gt_40) | (roc_9_1h_lt_30) | (roc_9_1d_lt_60))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_25))
            # 1h down move, 4h high, 1h overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_20))
            # 1h down move, 4h high, 1h overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_10))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_45) | aroonu_14_1d_lt_100 | (roc_9_1d_gt_neg_25))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_10))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1h & 1d overbought
            & ((rsi_3_1h_gt_50) | (roc_9_1h_lt_25) | (roc_9_1d_lt_200))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_55) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_55) | (aroonu_14_4h_lt_85) | (roc_9_4h_lt_80))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_60) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_100))
            # 1h down move, 1h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_1h_lt_10) | (roc_9_1d < 250.0))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_65) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_30))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_65) | (roc_9_1h_lt_40))
            # 4h down move, 1h high & overbought
            & ((rsi_3_4h_gt_3) | (aroonu_14_1h_lt_85) | (roc_9_1h_lt_60))
            # 1d down move, 4h high & overbought
            & ((rsi_3_1d_gt_5) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_50))
            # 1d down move, 1h high
            & ((rsi_3_1d_gt_10) | aroonu_14_1h_lt_70)
            # 1d down move, 4h high, 1h overbought
            & ((rsi_3_1d_gt_20) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_25))
            # 1d down move, 4h high, 4h overbought
            & ((rsi_3_1d_gt_20) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_40))
            # 1d down move, 1h & 4h overbought
            & ((rsi_3_1d_gt_30) | (roc_9_1h_lt_30) | (roc_9_4h_lt_60))
            # 1d down move, 4h high & overbought
            & ((rsi_3_1d_gt_35) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_20))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_40) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 1d down move, 4h & 1d high
            & ((rsi_3_1d_gt_40) | aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100)
            # 1d down move, 4h high & overbought
            & ((rsi_3_1d_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_30))
            # 1d down move, 1h high, 1d overbought
            & ((rsi_3_1d_gt_60) | (aroonu_14_1h_lt_75) | (roc_9_1d_lt_20))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_65) | (aroonu_14_1h_lt_90) | aroonu_14_4h_lt_100)
            # 1d downtrend, 1d high & overbought
            & ((cmf_20_1d_gt_neg_0_40) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_20))
            # 15m not low enough, 1h high, 1d overbought
            & ((aroonu_14_15m_lt_25) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_200))
            # 1h still high, 1h & 4h overbought
            & ((aroonu_14_1h_lt_50) | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_20))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_80 | (roc_9_4h_lt_30))
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_30))
            # 1h & 4h high, 1d overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_100))
            # 1h & 1d high, 4h overbought
            & ((aroonu_14_1h_lt_90) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_30))
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_80 | (stochrsi_k_4h_lt_90) | (roc_9_1h_lt_10))
            # 1h high & overbought
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_80))
            # 1h high, 1h & 4h overbought
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_10) | (roc_9_4h_lt_10))
            # 1h high, 4h overbought, 1d downtrend
            & (aroonu_14_1h_lt_80 | (roc_9_4h_lt_10) | roc_9_1d_gt_neg_50)
            # 1h & 4h high, 15m downtrend
            & ((aroonu_14_1h_lt_85) | (aroonu_14_4h_lt_85) | (roc_9_15m > -40.0))
            # 1h & 4h high, 1h overbought
            & ((aroonu_14_1h_lt_90) | (aroonu_14_4h_lt_90) | (roc_9_1h_lt_10))
            # 4h high, 1h overbought, 1d downtrend
            & (aroonu_14_4h_lt_80 | (roc_9_1h_lt_30) | (roc_9_1d > -30.0))
            # 4h & 1d high, 4h downtrend
            & ((aroonu_14_4h_lt_85) | aroonu_14_1d_lt_100 | (cmf_20_4h_gt_neg_0_30))
            # 4h & 1d high, 1h overbought
            & ((aroonu_14_4h_lt_85) | (aroonu_14_1d_lt_90) | (roc_9_1h_lt_20))
            # 4h & 1d high, 4h overbought
            & ((aroonu_14_4h_lt_85) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_60))
            # 4h high, 1h & 4h overbought
            & ((aroonu_14_4h_lt_85) | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 4h high, 1d high & overbought
            & ((aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 4h high, 1h & 4h overbought
            & ((aroonu_14_4h_lt_90) | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 4h high, 4h & 1d overbought
            & ((aroonu_14_4h_lt_90) | (roc_9_4h_lt_30) | (roc_9_1d_lt_100))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_40) | (roc_9_4h_lt_80))
            # 1d high, 1h & 4h overbought
            & (aroonu_14_1d_lt_100 | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 1h high, 1h & 4h overbought
            & ((stochrsi_k_1h_lt_60) | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 1h high, 1h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h high, 4h overbought. 1d downtrend
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_40) | (cmf_20_1d_gt_neg_0_25))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 4h high & 4h & 1d overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1d high, 1h & 4h overbought
            & ((stochrsi_k_1d_lt_80) | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 1d hihg, 1h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_1h_lt_30) | (roc_9_1d_lt_100))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_4h_lt_40) | (roc_9_1d_lt_100))
          )

          # Logic
          long_entry_logic.append(
            (aroonu_14_lt_25)
            & (stochrsi_k_lt_20)
            & (aroonu_14_15m_lt_50)
            & (close < df["EMA_16"] * 0.960)
            & (((df["EMA_50"] - df["EMA_200"]) / close * 100.0) > 6.0)
          )

        # Condition #41 - Quick mode (Long).
        if long_entry_condition_index == 41:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          # long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 1d down move, 4h still high
            ((rsi_3_gt_15) | (rsi_3_1d_gt_30) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 1d still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (stochrsi_k_1d_lt_50))
            # 15m & 1h down move, 1h still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_5) | (stochrsi_k_1h_lt_30))
            # 15m & 1h & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_20))
            # 15m & 1h down move, 15m downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (cmf_20_15m_gt_neg_0_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_80))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_60))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (roc_9_1d_gt_neg_20))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | rsi_3_1h_gt_20 | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (aroonu_14_1d_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_45) | (stochrsi_k_1h < 75.0))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_5) | aroonu_14_4h_lt_80)
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_50))
            # 15m down move, 15m still high, 1d high
            & ((rsi_3_15m_gt_3) | (aroonu_14_15m_lt_40) | (aroonu_14_1d_lt_80))
            # 15m down move, 15m still high, 1d downtrend
            & ((rsi_3_15m_gt_3) | (aroonu_14_15m_lt_50) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1h still high, 1d high
            & ((rsi_3_15m_gt_3) | (aroonu_14_1h_lt_50) | (aroonu_14_1d_lt_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_3) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_80)
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_3) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_3) | (stochrsi_k_1h_lt_80) | (stochrsi_k_4h_lt_80))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_3) | (stochrsi_k_1h_lt_90) | (roc_9_4h_lt_10))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_3) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_3) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (roc_9_1d_gt_neg_10))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | aroonu_14_1h_lt_70)
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | aroonu_14_4h_lt_70)
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_5) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_25) | (roc_9_1d_gt_neg_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100)
            # 15m down move, 1h still high, 1d downtrend
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_50) | (roc_9_1d_gt_neg_40))
            # 5m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_5) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_40))
            # 15m down move, 1h & 4h overbought
            & ((rsi_3_15m_gt_5) | (roc_9_1h_lt_25) | (roc_9_4h_lt_25))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_5) | (roc_9_4h_lt_30) | (roc_9_1d_lt_100))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (roc_9_1d > -30.0))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_100))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_20))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_30))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_90))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_100)
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_50) | (roc_9_1d_lt_30))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_70))
            # 15m down move, 1h high, 15m downtrend
            & ((rsi_3_15m_gt_10) | aroonu_14_1h_lt_80 | (roc_9_15m > -10.0))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | aroonu_14_1h_lt_80 | (roc_9_1d > -30.0))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_85) | (roc_9_1d_lt_40))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_90) | aroonu_14_1d_lt_100)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100)
            # 15m down move, 4h high, 1h downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_85) | (roc_9_1h_gt_neg_25))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100)
            # 15m down move, 4h high, 15m downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_100) | (roc_9_15m > -30.0))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_60))
            # 15m down move, 1d high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_1d_lt_85) | (cmf_20_1d_gt_neg_0_40))
            # 15m down move, 1h high, 15m downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_80) | (roc_9_15m > -10.0))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_90) | (roc_9_1d_gt_neg_30))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_30))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (roc_9_1d_lt_30))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | (aroonu_14_1d_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_35) | aroonu_14_1h_lt_80)
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_90))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_100)
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d > 50.0) | (aroonu_14_1d_lt_80))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_80))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 15m down move, 4h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_15) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 15m down move, 1h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_30))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_80) | roc_9_1d_gt_neg_50)
            # 15m down move, 1d high, 4h overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_4h_lt_40))
            # 15m down move, 1h downtrend, 4h overbought
            & ((rsi_3_15m_gt_15) | (roc_9_1h_gt_neg_20) | (roc_9_4h_lt_80))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (roc_9_1d_lt_50))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 1h & 1d overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_50) | (roc_9_1h_lt_10) | (roc_9_1d_lt_40))
            # 15m &4h down move, 4h still high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_50))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_40))
            # 15m down move, 1h high, 4h downtrend
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_80 | (roc_9_4h_gt_neg_15))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_100) | (roc_9_1h_lt_50))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_60))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_60))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m high, 1h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_60) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_90) | (roc_9_4h_lt_30))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_100) | (roc_9_4h_lt_15))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_10))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_90) | (aroonu_14_4h_lt_90))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (stochrsi_k_1d_lt_50))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_70))
            # 1h down move, 15m & 1h downtrend
            & ((rsi_3_1h_gt_3) | (cmf_20_15m_gt_neg_0_30) | (cmf_20_1h_gt_neg_0_30))
            # 1h down move, 1h still high, 1h downtrend
            & ((rsi_3_1h_gt_3) | (aroonu_14_1h_lt_50) | (roc_9_1h_gt_neg_20))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_3) | aroonu_14_1h_lt_70)
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_3) | aroonu_14_4h_lt_70)
            # 1h down move, 1d high
            & ((rsi_3_1h_gt_3) | (aroonu_14_1d_lt_70))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_50) | (roc_9_1h_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_3) | (stochrsi_k_1d_lt_60) | (roc_9_1d_lt_20))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_20))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_20))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (cmf_20_1h_gt_neg_0_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 1h & 1d down move, 1h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_50))
            # 1h down move, 1h high, 1d high
            & ((rsi_3_1h_gt_5) | (aroonu_14_1h_lt_70) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1d high, 1h downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_50))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_100) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_5) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_50))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_5) | (roc_9_4h_gt_neg_25) | (roc_9_1d_gt_neg_50))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1h_lt_80))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1d still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_20))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_35))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (roc_9_15m > -20.0))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (roc_9_1d > -30.0))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_90))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h high & overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_55) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 1h & 1d down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_10) | (roc_9_1d > -30.0))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_10) | (aroonu_14_4h_lt_40))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_70))
            # 1h & 1d down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_20) | (stochrsi_k_1h_lt_20))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_70))
            # 1h & 1d down move, 1h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_30) | (cmf_20_1h_gt_neg_0_40))
            # 1h down move, 1d downtrend, 4h high
            & ((rsi_3_1h_gt_10) | (cmf_20_1d_gt_neg_0_30) | (stochrsi_k_4h_lt_90))
            # 1h down move, 1h still high, 4h overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_50) | (roc_9_4h_lt_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_60) | (aroonu_14_4h_lt_60))
            # 1h down move, 1h high, 1d high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_60) | (stochrsi_k_1d_lt_90))
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | roc_9_1d_lt_50)
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_15))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_25))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_70))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_100))
            # 1h & 1d down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_40))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_30) | (aroonu_14_1h_lt_80))
            # 1h down move, 1h downtrend, 1h still high
            & ((rsi_3_1h_gt_15) | (cmf_20_1h_gt_neg_0_30) | (stochrsi_k_1h_lt_40))
            # 1h down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_15) | (cmf_20_1d_gt_neg_0_30) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70) | (roc_9_1d_lt_40))
            # 1h down move, 1h high, 1h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_80) | (cmf_20_1h_gt_neg_0_25))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_80) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h still high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_1d_lt_60))
            # 1h down move, 4h high, 15m downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_85) | (roc_9_15m > -15.0))
            # 1h down move, 4h high, 1h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_85) | (roc_9_1h_gt_neg_30))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_10))
            # 1h down move, 4h still not low enough, 1d downtrend
            & ((rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_30) | (roc_9_1d > -30.0))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_100))
            # 1h down move, 1h downtrend, 1d overbought
            & ((rsi_3_1h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_1d_lt_35))
            # 1h down move, 4h downtrend, 1d overbought
            & ((rsi_3_1h_gt_15) | (roc_9_4h_gt_neg_25) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_70))
            # 1h & 1d down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_4h_lt_90))
            # 1h & 1d down move, 1h high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_25) | aroonu_14_1h_lt_70)
            # 1h & 1d down move, 4h overbought
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_30) | (roc_9_4h_lt_30))
            # 1h down move, 1h still high, 4h high
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h high, 1d overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70 | (roc_9_1d_lt_100))
            # 1h down move, 1d high & overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_60))
            # 1h down move, 1h high, 4h overbought
            & (rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_70) | (roc_9_4h_lt_10))
            # 1h down move, 1d high, 1d downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_80) | roc_9_1d_gt_neg_50)
            # 1h down move, 1d high & overbought
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_40))
            # 1h down move, 1h & 4h overbought
            & (rsi_3_1h_gt_20 | (roc_9_1h_lt_20) | (roc_9_4h_lt_40))
            # 1h down move, 4h & 1d downtrend
            & (rsi_3_1h_gt_20 | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | (roc_9_1d_lt_100))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_90))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_200))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_20))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_85) | roc_9_1d_lt_50)
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_40))
            # 1h down move, 15m downtrend, 4h overbought
            & ((rsi_3_1h_gt_25) | (roc_9_15m > -25.0) | (roc_9_4h_lt_30))
            # 1h down move, 1h & 1d downtrend
            & ((rsi_3_1h_gt_25) | (roc_9_1h_gt_neg_50) | roc_9_1d_gt_neg_50)
            # 1h down move, 1h downtrend, 4h overbought
            & ((rsi_3_1h_gt_25) | (roc_9_1h_gt_neg_25) | (roc_9_4h_lt_50))
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_25) | (roc_9_1h_lt_30) | (roc_9_4h_lt_100))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (aroonu_14_1h_lt_90))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h downtrend, 1h high
            & ((rsi_3_1h_gt_30) | (cmf_20_1h_gt_neg_0_25) | (stochrsi_k_1h_lt_70))
            # 1h down move, 4h downtrend, 4h high
            & ((rsi_3_1h_gt_30) | (cmf_20_4h_gt_neg_0_50) | aroonu_14_4h_lt_100)
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_1h_lt_10))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h high, 1h overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80 | (roc_9_1h_lt_50))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_90) | (roc_9_1d_gt_neg_30))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_100 | (roc_9_1d_lt_20))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1h down move, 15m & 1h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_40))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_80 | (roc_9_1d_gt_neg_40))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_90) | (roc_9_4h_lt_10))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_200))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 1h down move, 1h downtrend, 4h overbought
            & ((rsi_3_1h_gt_35) | (roc_9_1h_gt_neg_30) | (roc_9_4h_lt_100))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_35) | (roc_9_4h_lt_20) | (roc_9_1d_lt_70))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (roc_9_1h_lt_10))
            # 1h down move, 1h high, 1d high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_85) | (roc_9_1d_lt_80))
            # 1h down move, 1h high, 15m downtrend
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_90) | (roc_9_15m > -10.0))
            # 1h down move, 1h  high & overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_40) | (roc_9_4h_lt_20) | (roc_9_1d_lt_100))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_40) | (roc_9_4h_lt_30) | (roc_9_1d_lt_40))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_200))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_100))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_60) | (roc_9_1d_gt_neg_70))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_70) | (roc_9_1d_lt_100))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_60))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_80))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_60) | (roc_9_1h_lt_30))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 4h & 1d down move, 1d still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_30))
            # 4h down move, 4h high, 1h downtrend
            & ((rsi_3_4h_gt_3) | aroonu_14_4h_lt_70 | (roc_9_1h_gt_neg_40))
            # 4h down move, 1h still high, 4h downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_30))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_50))
            # 4h down move, 15m still high, 1d downtrend
            & ((rsi_3_4h_gt_5) | (aroonu_14_15m_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_25) | roc_9_1d_gt_neg_50)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_80))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_70) | (roc_9_1d_lt_35))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_15) | (roc_9_1d > -35.0))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40) | (roc_9_1d_lt_40))
            # 4h down move, 1h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_20) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_70))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_200))
            # 4h down move, 4h & 1d downtrend
            & (rsi_3_4h_gt_20 | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_30))
            # 4h down move, 15m high, 1d overbought
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_100))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_25) | aroonu_14_4h_lt_80)
            # 4h down move, 1d high, 1h downtrend
            & ((rsi_3_4h_gt_25) | aroonu_14_1d_lt_100 | (roc_9_1h_gt_neg_40))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | (roc_9_1d_lt_200))
            # 4h down move, 4h still not low enough, 1d overbought
            & ((rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_20) | (roc_9_1d_lt_60))
            # 4h down move, 1d high, 1d downtrend
            & ((rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_60) | (roc_9_1d_gt_neg_30))
            # 1h & 4h down move, 1d high & overbought
            & ((rsi_3_1h_gt_45) | (rsi_3_4h_gt_55) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_50))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1h_lt_85) | roc_9_1d_lt_50)
            # 4h down move, 1d high, 1d downtrend
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_15))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_45) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_25))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_50) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1d down move, 4h still high, 1d downtrend
            & ((rsi_3_1d_gt_3) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_25))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_10) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_40))
            # 1d down move, 4h high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_90) | (roc_9_1d_gt_neg_80))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_15) | (aroonu_14_1h_lt_90) | aroonu_14_4h_lt_100)
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_20) | (aroonu_14_1h_lt_100) | (roc_9_1d_gt_neg_30))
            # 1d down move, 1h still high, 4h downtrend
            & ((rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_30))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m downtrend, 4h & 1d high
            & ((cmf_20_15m_gt_neg_0_30) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 15m & 1h high, 1h overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_1h_lt_50))
            # 15m & 1d high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h & 4h high, 1h downtrend
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (cmf_20_1h_gt_neg_0_30))
            # 1h high, 4h high, 1h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1h_lt_20))
            # 1h & 1d high, 1h overbought
            & (aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_70) | (roc_9_1h_lt_20))
            # 1h high, 1d high & overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_200))
            # 1h high, 1h & 1d overbought
            & (aroonu_14_1h_lt_70 | (roc_9_1h_lt_20) | (roc_9_1d_lt_200))
            # 1h high, 4h downtrend, 1d overbought
            & (aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_40) | (roc_9_1d_lt_100))
            # 1h high, 1h & 1d overbought
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_20) | (roc_9_1d_lt_20))
            # 1h high, 1h overbought, 1d downtrend
            & (aroonu_14_1h_lt_80 | (roc_9_1h_lt_30) | (roc_9_1d_gt_neg_40))
            # 1h high, 4h & 1d overbought
            & (aroonu_14_1h_lt_80 | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1h high, 4h & 1d downtrend
            & ((aroonu_14_1h_lt_85) | (roc_9_4h_gt_neg_20) | roc_9_1d_gt_neg_50)
            # 1h & 4h high, 1h overbought
            & ((aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_10))
            # 4h high, 4h & 1d overbought
            & ((aroonu_14_4h_lt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h high, 4h & 1d overbought
            & (aroonu_14_4h_lt_80 | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 4h high, 15m downtrend, 4h overbought
            & (aroonu_14_4h_lt_100 | (roc_9_15m > -30.0) | (roc_9_4h_lt_30))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_30) | (roc_9_4h_lt_70))
            # 4h & 1d high, 1h overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_1h_lt_50))
            # 1d still high, 4h & 1d downtrend
            & ((aroonu_14_1d_lt_50) | (roc_9_4h_gt_neg_50) | roc_9_1d_gt_neg_50)
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 1d high, 4h downtrend, 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_25) | roc_9_1d_lt_50)
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1h high, 1d overbought
            & ((stochrsi_k_1h_lt_70) | (roc_9_1d_lt_40))
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 1h high, 1h overbought, 4h downtrend
            & ((stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10) | (roc_9_4h_gt_neg_15))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_20) | (roc_9_4h_lt_50))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_4h_lt_100) | (roc_9_1d_lt_100))
            # 1d P&D, 4h overbought
            & ((change_pct_1d_gt_neg_10) | (change_pct_1d_shift.shift(288) < 30.0) | (roc_9_4h_lt_10))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_gt_5) & (rsi_14 < 36.0) & (aroonu_14_lt_25) & (aroond_14_gt_75) & (ema_9 < (ema_26 * 0.960))
          )

        # Condition #42 - Quick mode (Long).
        if long_entry_condition_index == 42:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          # long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 1h down move, 1d still high
            ((rsi_3_gt_3) | (rsi_3_1h_gt_3) | (stochrsi_k_1d_lt_40))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_25) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_70))
            # 15m & 1h down move, 1h downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (roc_9_1h_gt_neg_50))
            # 15m & 1h down move, 1d still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_5) | (stochrsi_k_1d_lt_30))
            # 15m & 1h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_50))
            # 15m & 1h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_60))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_60))
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1d still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_40))
            # 15m & 1h down move, 1d downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (roc_9_1d > -30.0))
            # 15m down move, 4h still high, 1d downtrend
            & (rsi_3_15m_gt_3 | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_40))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | rsi_3_4h_gt_20)
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (aroonu_14_1d_lt_70))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_15))
            # 15m & 4h down move, 1h downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d > -30.0))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | aroonu_14_4h_lt_70)
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_60))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (roc_9_1d > -30.0))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | aroonu_14_4h_lt_100)
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (roc_9_1d_lt_10))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m & 1d down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_70))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | (stochrsi_k_15m_lt_50))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_50))
            # 15m & 4h & 1d down move, 15m still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_40))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_60))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_40) | (stochrsi_k_1d_lt_70))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_100))
            # 15m & 1h down move, 1h still high, 1d overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_40))
            # 15m down move, 15m still not low enough, 1d downtrend
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_25) | (roc_9_1d_gt_neg_50))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_80))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_40))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_25) | (stochrsi_k_4h_lt_90) | (roc_9_1d_gt_neg_10))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_80))
            # 1h & 4h down move
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_50))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_50))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_70))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_60))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_3) | (aroonu_14_1d_lt_70) | (roc_9_1h_gt_neg_50))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1d_gt_neg_30))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_40))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_25) | aroonu_14_1h_lt_70)
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_35) | (roc_9_1d_lt_40))
            # 1h & 1d down move, 1h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_5) | (aroonu_14_1h_lt_50))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_5) | (aroonu_14_4h_lt_90))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_75))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | (aroonu_14_1d_lt_100))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_70))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1d_lt_50))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_25) | (rsi_14_1d_lt_50))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_70))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h downtrend, 1h high
            & ((rsi_3_1h_gt_10) | (cmf_20_1h_gt_neg_0_30) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_40) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_60) | aroonu_14_4h_lt_70)
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_60) | (roc_9_1d_lt_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_40) | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_10) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d still high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_40) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h down move, 15m high
            & ((rsi_3_1h_gt_10) | (stochrsi_k_15m_lt_80))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_14_1d_lt_40) | (roc_9_1d_gt_neg_15))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_20))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_70))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_25) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 4h overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_35) | (roc_9_4h_lt_10))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_60))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (roc_9_1d_lt_10))
            # 1h down move, 1h downtrend, 1h high
            & ((rsi_3_1h_gt_15) | (cmf_20_1h_gt_neg_0_30) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h still high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1d still high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_50) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_30))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_50) | (roc_9_1d > -30.0))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_15) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (aroonu_14_1h_lt_70))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (aroonu_14_1d_lt_100))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (stochrsi_k_15m_lt_60))
            # 1h & 4h down move, 15m still not low enough, 1d still not low enough
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (stochrsi_k_15m_lt_30) | (stochrsi_k_1d_lt_30))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_80))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_20) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_60))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_20) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_100))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_20) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_20))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_1h_lt_60) | (roc_9_1d_lt_30))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_20) | (aroonu_14_1h_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_30))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_20) | (stochrsi_k_1d_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_70)
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | aroonu_14_1h_lt_80)
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_25) | (rsi_3_1d_gt_45) | (stochrsi_k_1d_lt_80))
            # 1h down move, 4h downtrend, 4h high
            & ((rsi_3_1h_gt_25) | (cmf_20_4h_gt_neg_0_50) | aroonu_14_4h_lt_70)
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60) | roc_9_1d_lt_50)
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60) | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_25) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_200))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_10))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (roc_9_1d_gt_neg_50))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_35) | (aroonu_14_15m_lt_80))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_75))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (stochrsi_k_15m_lt_80))
            # 1h & 4h & 1d down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_45) | (rsi_3_1d_gt_45) | (aroonu_14_1h_lt_50) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_80))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_30) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_80))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_30) | (rsi_3_1d_gt_40) | (roc_9_1d_lt_50))
            # 1h down move, 4h high, 4h downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_70) | (cmf_20_4h_gt_neg_0_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_30))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_10))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_80))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_10) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_45) | (aroonu_14_15m_lt_90))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_45) | (aroonu_14_4h_lt_90))
            # 1h down move, 15m high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_15m_lt_60) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_50) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | aroonu_14_1d_lt_100)
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_90) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_10))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_35) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_60) | roc_9_1d_gt_neg_50)
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_100))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_40))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_100))
            # 4h & 1d down move
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_60))
            # 4h down move, 1h downtrend, 4h still high
            & ((rsi_3_4h_gt_3) | (cmf_20_1h_gt_neg_0_30) | (aroonu_14_4h_lt_40))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_15) | (roc_9_4h_gt_neg_10))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_15) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_40))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_50))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (aroonu_14_4h_lt_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_70))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_1h_gt_neg_15) | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 15m still not low enough
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (aroonu_14_15m_lt_30))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 1d down move, 15m still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_15m_lt_50))
            # 4h & 1d down move, 4d & 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_30) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_30) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_10) | (rsi_3_1d > 50.0) | (stochrsi_k_4h_lt_20))
            # 4h down move, 15m high, 1h downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_60) | (roc_9_1h_gt_neg_10))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_80))
            # 4h down move, 4h still not low e nough, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_40) | (aroonu_14_1d_lt_80))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_15) | (roc_9_1d > -30.0))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_40))
            # 15m & 1d down move, 15m high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_30) | (stochrsi_k_15m_lt_70))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_30) | (stochrsi_k_4h_lt_50))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_35) | (rsi_14_1d_lt_50))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_30))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_50))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_40) | roc_9_1d_gt_neg_50)
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_90) | (roc_9_1d > -30.0))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (aroonu_14_1d_lt_70))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_40) | (roc_9_4h_gt_neg_40))
            # 4h & 1d down move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_80))
            # 4h & 1d down move, 15m high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_30) | (stochrsi_k_15m_lt_80))
            # 4h & 1d down move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d > 50.0) | (stochrsi_k_1d_lt_90))
            # 4h down move, 15m high, 4h downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_30))
            # 4h down move, 4h high
            & (rsi_3_4h_gt_20 | aroonu_14_4h_lt_100)
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_70))
            # 4h down move, 1d high, 4h downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_50))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_40))
            # 4h down move, 15m high
            & (rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_70))
            # 4h down move, 4h still not low enough, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h & 1d downtrend
            & (rsi_3_4h_gt_20 | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d high, 4h downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_80) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_90))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_90))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h high, 1h downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_60) | (roc_9_1h_gt_neg_10))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_30))
            # 4h down move, 1d high, 4h downtrend
            & ((rsi_3_4h_gt_25) | aroonu_14_1d_lt_100 | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d overbought
            & ((rsi_3_4h_gt_25) | (roc_9_1d_lt_100))
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_1h_lt_60) | (roc_9_4h_gt_neg_10))
            # 4h down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | (roc_9_1h_gt_neg_40))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_100)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_30) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_60))
            # 4h down move, 15m still high, 4h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_35) | aroonu_14_1h_lt_70)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_35) | aroonu_14_4h_lt_80 | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_35) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_30))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_35) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_50) | (roc_9_1d_lt_200))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_40) | aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_40) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_20))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h overbought, 1d downtrend
            & ((rsi_3_4h_gt_40) | (roc_9_4h_lt_10) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_40) | (roc_9_4h_lt_60) | (roc_9_1d_lt_80))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_45) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_55) | (roc_9_4h_lt_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1d still high
            & ((rsi_3_1d_gt_15) | (stochrsi_k_1d_lt_40))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 1d down move, 15m high
            & ((rsi_3_1d_gt_20) | (aroonu_14_15m_lt_80))
            # 1d down move, 4h high, 4h downtrend
            & ((rsi_3_1d_gt_20) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_40))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_30))
            # 1d down move, 1d still high, 1d downtrend
            & ((rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 1d down move, 4h & 1d high
            & ((rsi_3_1d_gt_30) | (aroonu_14_4h_lt_90) | (aroonu_14_1d_lt_90))
            # 1h & 4h downtrend, 4h high
            & ((cmf_20_1h_gt_neg_0_40) | (cmf_20_4h_gt_neg_0_40) | aroonu_14_4h_lt_80)
            # 4h & 1d downtrend, 1d high
            & ((cmf_20_4h_gt_neg_0_50) | (cmf_20_1d_gt_neg_0_50) | (aroonu_14_1d_lt_85))
            # 15m & 1d high, 4h overbought
            & ((aroonu_14_15m_lt_70) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_20))
            # 15m & 4h high, 1d downtrend
            & ((aroonu_14_15m_lt_85) | (aroonu_14_4h_lt_85) | (roc_9_1d_gt_neg_20))
            # 1h still high, 1h & 4h downtrend
            & ((aroonu_14_1h_lt_50) | (roc_9_1h_gt_neg_20) | (roc_9_4h_gt_neg_30))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 4h high, 4h & 1d downtrend
            & ((aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_30))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_80))
            # 4h high, 4h & 1d overbought
            & ((aroonu_14_4h_lt_90) | (roc_9_4h_lt_10) | (roc_9_1d_lt_10))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_70) | (roc_9_4h_lt_30) | (roc_9_1d_lt_200))
            # 1d high, 4h downtrend, 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_20) | (roc_9_1d_lt_200))
            # 1d high, 1h & 4h downtrend
            & (aroonu_14_1d_lt_100 | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 1d high, 1h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_1h_lt_10) | (roc_9_1d_lt_30))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 15m still high, 1h & 4h downtrend
            & ((stochrsi_k_15m_lt_50) | (roc_9_1h_gt_neg_20) | (roc_9_4h_gt_neg_20))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_20) | (roc_9_4h_lt_30))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 1d still high, 4h & 1d downtrend
            & ((stochrsi_k_1d_lt_50) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_30))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (willr_14 < -50.0)
            & (stochrsi_k_lt_20)
            & (willr_84_1h < -70.0)
            & (stochrsi_k_1h_lt_20)
            & (bbb_20_2_0_1h > 16.0)
            & (close_max_48 >= (close * 1.10))
          )

        # Condition #43 - Quick mode (Long).
        if long_entry_condition_index == 43:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          # long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 15m down move, 15m still high
            ((rsi_3_gt_3) | (rsi_3_15m_gt_5) | (aroonu_14_15m_lt_40))
            # 5m & 1h down move, 1h still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 5m & 1h down move, 1h still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_30))
            # 5m & 1h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_60))
            # 5m & 1d down move, 1d still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_30))
            # 5m down move, 1h & 4h high
            & ((rsi_3_gt_3) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 5m down move, 4h high & overbought
            & ((rsi_3_gt_3) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_20))
            # 5m down move, 1h high, 4h overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 5m down move, 1d high & overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 5m & 1h down move, 1d overbought
            & ((rsi_3_gt_5) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_100))
            # 5m & 1d down move, 1h high
            & ((rsi_3_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1h_lt_90))
            # 5m & 1h down move, 1h high
            & ((rsi_3_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_3))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (rsi_3_4h_gt_10))
            # 15m & 1h & 1d down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_1d_gt_25))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_14_1d_lt_50))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70))
            # 15m & 1d down move, 1d overbought
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (roc_9_1d_lt_10))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (aroonu_14_1d_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_70))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (roc_9_1d > -30.0))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | (aroonu_14_15m_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_100))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_200))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_45) | (aroonu_14_4h_lt_90))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_50))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_20) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_35) | (roc_9_1d_lt_60))
            # 15m & 1d down move, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1d_gt_10) | (aroonu_14_1d_lt_40))
            # 15m & 1d down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_50))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_70))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_3) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_100))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_3) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_40))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_3) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_3) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_40))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_3) | (stochrsi_k_4h_lt_80) | (roc_9_1d_lt_10))
            # 15m down move, 1h downtrend, 4h overbought
            & ((rsi_3_15m_gt_3) | (roc_9_1h_gt_neg_30) | (roc_9_4h_lt_100))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_3) | (roc_9_4h_gt_neg_70) | (roc_9_1d_gt_neg_70))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_20))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_50))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (aroonu_14_4h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_80))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 1h downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_50))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_20) | (aroonu_14_1d_lt_70))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_20) | (stochrsi_k_1h_lt_50))
            # 15m down move, 15m & 1h still high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_40) | (aroonu_14_1h_lt_50))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_70) | (roc_9_1h_lt_10))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_80) | (aroonu_14_4h_lt_100))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_80) | (roc_9_4h_lt_10))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_5) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_50))
            # 15m down move, 1d still high, 1d downtrend
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (roc_9_1d_gt_neg_60))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_5) | (roc_9_1h_lt_10) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_15m_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (roc_9_4h_gt_neg_20))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_1d_lt_80))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (roc_9_1d_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (roc_9_4h_lt_20))
            # 15m & 1h & 4h down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_60) | (aroonu_14_15m_lt_30) | (aroonu_14_4h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_60))
            # 15m & 1h & 4h & 1d down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_40) | (rsi_3_4h_gt_40) | (rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_40) | (aroonu_14_1d_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_90))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_40))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_90))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_70))
            # 15m down move, 15m still high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_40) | (roc_9_1d_gt_neg_30))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_50) | (roc_9_1d_lt_30))
            # 15m down move, 15m high, 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_60) | aroonu_14_1h_lt_80)
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_60) | (roc_9_4h_gt_neg_10))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_90) | aroonu_14_4h_lt_100)
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_40))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100)
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_100))
            # 15m down move, 4h still high, 1d overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_50) | (roc_9_1d_lt_30))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_10) | (roc_9_4h_lt_10) | (roc_9_1d_lt_200))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_90))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_100))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_20) | (aroonu_14_4h_lt_100))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_70))
            # 15m down move. 15m still high, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_100))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_80) | (roc_9_1d_lt_40))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_4h_lt_30))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_70) | (roc_9_1d_lt_200))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_100) | (roc_9_1d_lt_100))
            # 15m down move, 1h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_30))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_25))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_90) | (roc_9_1d_gt_neg_40))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_90) | (roc_9_1d_lt_30))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_100))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (roc_9_1d_lt_100))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_20) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_80 | (roc_9_4h_lt_10))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_80 | (roc_9_1d_lt_10))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (stochrsi_k_15m_lt_70))
            # 15m & 1h down move, 1h downtrend
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (roc_9_1h_gt_neg_30))
            # 15m & 4h down move, 15m & 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_25) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_70))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_30) | aroonu_14_1d_lt_100 | roc_9_1d_lt_50)
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_60))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_70))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | aroonu_14_1d_lt_100)
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_35) | (rsi_14_4h_lt_40))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_5) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_30))
            # 1h down move, 1d high, 1h downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_90) | (roc_9_1h_gt_neg_40))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_5) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_60))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d > -30.0))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_70))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_30) | (stochrsi_k_1d_lt_50))
            # 1h down move, 15m downtrend, 1d high
            & ((rsi_3_1h_gt_10) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_80) | (roc_9_4h_lt_10))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_60) | (roc_9_1d > -30.0))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_20))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_15))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (aroonu_14_1h_lt_70))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_70))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_50))
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_30) | (roc_9_1d > -30.0))
            # 1h down move, 1h still high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_10))
            # 1h & 4h down move, 1h still high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_50))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_75))
            # 1h down move, 1h high, 4h overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 1h high & overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_100))
            # 1h down move, 4h downtrend, 1d overbought
            & (rsi_3_1h_gt_20 | (roc_9_4h_gt_neg_40) | roc_9_1d_lt_50)
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_20))
            # 1h & 4h & 1d down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_35) | (rsi_3_1d_gt_45) | (cmf_20_1d_gt_neg_0_30) | (aroonu_14_1d_lt_70))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_80))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_70) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_80) | (roc_9_4h_lt_50))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_90) | (aroonu_14_1d_lt_100))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_70))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_30))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_25) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_60))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_1h_lt_70))
            # 1h & 4h down move, 15m & 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_80) | (roc_9_1d_lt_10))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_70) | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_30))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_40))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_30))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_30) | (roc_9_1d_lt_200))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_35) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_90) | (roc_9_1d_lt_80))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_100) | (aroonu_14_4h_lt_100))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_200))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_40) | (rsi_3_1d_gt_40) | (aroonu_14_1h_lt_90))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | (roc_9_1d > -30.0))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_4h_lt_80 | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_40))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_60) | (roc_9_1d_gt_neg_70))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_50) | aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100)
            # 4h & 1d down move, 15m still high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (stochrsi_k_15m_lt_40))
            # 4h & 1d down move, 1h still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_30))
            # 4h down move, 4h still high
            & ((rsi_3_4h_gt_3) | (aroonu_14_4h_lt_50))
            # 4h down move, 1h still high, 4h downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_30))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (stochrsi_k_1d_lt_40))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_1h_gt_neg_10) | (roc_9_4h_gt_neg_10))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (roc_9_1d > -30.0))
            # 4h down move, 4h still high
            & ((rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 4h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h & 1d  downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d > -30.0))
            # 4h down move, 1h still high
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_70) | roc_9_1d_lt_50)
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_90))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1d high, 1d downtrend
            & ((rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_60) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1d high, 1d downtrend
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_15))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 1d down move, 4h high, 1d downtrend
            & ((rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_70))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_40) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_80))
            # 4h downtrend, 1h & 4h high
            & ((cmf_20_4h_gt_neg_0_30) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 15m still high, 1h & 4h overbought
            & ((aroonu_14_15m_lt_50) | (roc_9_1h_lt_100) | (roc_9_4h_lt_100))
            # 15m & 1d high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h still high, 4h & 1d downtrend
            & ((aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 1h & 4h high, 1d downtrend
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1d_gt_neg_20))
            # 1h & 4h high, 1d overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1d_lt_20))
            # 1h & 1d high, 1d overbought
            & (aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_200))
            # 1h high, 4h downtrend, 1d overbought
            & (aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_40) | (roc_9_1d_lt_100))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_30))
            # 1h high, 1d downtrend
            & (aroonu_14_1h_lt_80 | (roc_9_1d_gt_neg_60))
            # 1h high, 1h & 4h overbought
            & ((aroonu_14_1h_lt_100) | (roc_9_1h_lt_100) | (roc_9_4h_lt_100))
            # 4h & 1d high, 1d overbought
            & ((aroonu_14_4h_lt_60) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_70))
            # 4h high, 1h & 4h overbought
            & ((aroonu_14_4h_lt_85) | (roc_9_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h high, 1h downtrend, 4h overbought
            & ((aroonu_14_4h_lt_90) | (roc_9_1h_gt_neg_40) | (roc_9_4h_lt_100))
            # 4h & 1d high, 4h overbought
            & ((aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_100))
            # 4h high, 1h & 4h overbought
            & ((aroonu_14_4h_lt_90) | (roc_9_1h_lt_10) | (roc_9_4h_lt_20))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_40))
            # 1d high, 1h & 4h downtrend
            & (aroonu_14_1d_lt_100 | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_20) | (roc_9_1d_lt_100))
            # 1h high, 1d overbought
            & ((stochrsi_k_1h_lt_70) | (roc_9_1d_lt_40))
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 1h high, 4h & 1d downtrend
            & ((stochrsi_k_1h < 85.0) | (roc_9_4h_gt_neg_70) | (roc_9_1d_gt_neg_70))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_1h_lt_40) | (roc_9_4h_lt_100))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_lt_100))
            # 1h & 4h overbought, 1d downtrend
            & ((roc_9_1h_lt_40) | (roc_9_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # big drop in last hour, 15m high
            & ((close > (close_max_12 * 0.60)) | (aroonu_14_15m_lt_70))
            # big drop in last hour, 4h high
            & ((close > (close_max_12 * 0.60)) | (aroonu_14_4h_lt_70))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_14 < 40.0)
            & (mfi_14 < 40.0)
            & (aroonu_14_lt_25)
            & (ema_26 > ema_12)
            & ((ema_26 - ema_12) > (open_rate * 0.024))
            & ((ema_26_shift.shift() - ema_12_shift.shift()) > (open_rate / 100.0))
            & (close < (ema_20 * 0.960))
            & (close < (bbl_20_2_0 * 0.999))
          )

        # Condition #44 - Quick mode (Long).
        if long_entry_condition_index == 44:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          # long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 1h & 4h down move
            ((rsi_3_gt_3) | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_15))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_3) | (rsi_3_4h_gt_10))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_3) | (aroonu_14_1h_lt_60))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (rsi_3_4h_gt_10))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (roc_9_1d_gt_neg_30))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | aroonu_14_1h_lt_80)
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_40))
            # 15m & 4h down move, 15m downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (roc_9_15m > -30.0))
            # 15m & 4h down move, 1h downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_40) | (stochrsi_k_1h_lt_40))
            # 15m down move, 1h still high, 1d overbought
            & ((rsi_3_15m_gt_3) | (aroonu_14_1h_lt_40) | (roc_9_1d_lt_70))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_3) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_100))
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_3) | (stochrsi_k_1h_lt_70))
            # 15m down move, 4h high, 15m downtrend
            & ((rsi_3_15m_gt_3) | (stochrsi_k_4h_lt_70) | (roc_9_15m > -30.0))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 1h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (roc_9_1h_gt_neg_20))
            # 14m & 1h & 4h down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100))
            # 15m & 4h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_30))
            # 15m down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (roc_9_4h_lt_30))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_75))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_45) | (aroonu_14_4h_lt_90))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (aroonu_14_1h_lt_20))
            # 1h & 4h down move
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_5))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_60))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_20) | (aroonu_14_1d_lt_60))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_20) | (stochrsi_k_4h_lt_60))
            # 1h & 4h down move, 1h & 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_40) | (aroonu_14_4h_lt_40))
            # 1h down move, 1h & 4h still high
            & ((rsi_3_1h_gt_3) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_50))
            # 1h down move, 1h still high, 1h downtrend
            & ((rsi_3_1h_gt_3) | (aroonu_14_1h_lt_50) | (roc_9_1h_gt_neg_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_50) | (roc_9_1h_gt_neg_15))
            # 1h downtrend, 4h high
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_70))
            # 1h down move, 1h & 4h downtrend
            & ((rsi_3_1h_gt_3) | (roc_9_1h_gt_neg_20) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_90))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (rsi_14_4h_lt_40))
            # 1h & 1d down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_5) | (roc_9_1d_gt_neg_20))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_5) | (aroonu_14_1h_lt_60))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_5) | aroonu_14_4h_lt_70)
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_5) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_25))
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_5) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (roc_9_1h_gt_neg_25))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_60) | (aroonu_14_1h_lt_70))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_10) | (aroonu_14_4h_lt_40))
            # 1h & 1d down move, 1h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (aroonu_14_1h_lt_50))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_40) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h still high, 4h downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_50) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high, 1h downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_60) | (roc_9_1h_gt_neg_10))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_70) | (roc_9_1d > -30.0))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_80))
            # 1h down move, 4h still high, 15m downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_50) | (cmf_20_15m_gt_neg_0_40))
            # 1h down move, 4h still high, 4h downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_50) | (roc_9_1d > -30.0))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_60) | (aroonu_14_1d_lt_100))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_100))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_100))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_60))
            # 1h down move, 4h overbought
            & ((rsi_3_1h_gt_10) | (roc_9_4h_lt_10))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_45) | (aroonu_14_4h_lt_80))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_60) | (aroonu_14_1d_lt_85))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_60) | (roc_9_1d > -30.0))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_60) | roc_9_1d_lt_50)
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70) | (roc_9_4h_gt_neg_10))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_100))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_100))
            # 1h down move, 1h & 4h downtrend
            & ((rsi_3_1h_gt_15) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_15) | (roc_9_4h_lt_10) | (roc_9_1d_lt_50))
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_15) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h still high, 4h downtrend
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h high, 1d downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_40))
            # 1h down move, 4h & 1d downtrend
            & (rsi_3_1h_gt_20 | (roc_9_4h_gt_neg_30) | (roc_9_1d_gt_neg_40))
            # 1h & 4h & 1d down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_35) | (rsi_3_1d_gt_45) | (cmf_20_1d_gt_neg_0_30) | (aroonu_14_1d_lt_70))
            # 1h & 4h down ove, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_45) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_70) | (aroonu_14_1d_lt_80))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_80) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_100))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 1h downtrend, 4h overbought
            & ((rsi_3_1h_gt_25) | (roc_9_1h_gt_neg_20) | (roc_9_4h_lt_20))
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (roc_9_1d_lt_200))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_100))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 4h down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_3) | (aroonu_14_4h_lt_50) | (aroonu_14_1d_lt_100))
            # 4h down move, 1d still high, 4h downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1d_lt_50) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1d overbought
            & ((rsi_3_4h_gt_3) | (roc_9_1d_lt_200))
            # 4h down move, 1h still high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_1h_lt_40))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_1h_gt_neg_15) | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_80))
            # 4h down move, 1d high, 4h downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_20))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h down move, 4h still not low enough, 1d overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30) | roc_9_1d_lt_50)
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_60))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40) | (roc_9_1d_lt_40))
            # 15m down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_80))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_30) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 4h down move, 1h high & overbought
            & ((rsi_3_4h_gt_35) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_100))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_70))
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_50) | (roc_9_4h_lt_60))
            # 4h downtrend, 4h high
            & ((cmf_20_4h_gt_neg_0_50) | aroonu_14_4h_lt_70)
            # 1h & 1d high, 4h downtrend
            & ((aroonu_14_1h_lt_40) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h still high, 1h & 4h downtrend
            & ((aroonu_14_1h_lt_40) | (roc_9_1h_gt_neg_20) | (roc_9_4h_gt_neg_30))
            # 1h & 4h high, 1d overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1d_lt_20))
            # 1h high, 4h & 1d downtrend
            & (aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_20) | roc_9_1d_gt_neg_50)
            # 1h high, 4h downtrend
            & (aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_40))
            # 1h & 1d high, 1d overbought
            & (aroonu_14_1h_lt_80 | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_80))
            # 1h & 1d high, 1h downtrend
            & (aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1h_gt_neg_20))
            # 4h & 1d high, 1h downtrend
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1h_gt_neg_30))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_40))
            # 4h high, 1h downtrend
            & (aroonu_14_4h_lt_80 | (roc_9_1h_gt_neg_40))
            # 4h high & overbought
            & (aroonu_14_4h_lt_80 | (roc_9_4h_lt_100))
            # 4h high, 1d downtrend
            & (aroonu_14_4h_lt_80 | (roc_9_1d > -30.0))
            # 1d still high, 1d downtrend
            & ((aroonu_14_1d_lt_50) | (roc_9_1d_gt_neg_30))
            # 1d high, 15m downtrend
            & ((aroonu_14_1d_lt_70) | (roc_9_15m > -50.0))
            # 1d high, 1h downtrend
            & ((aroonu_14_1d_lt_70) | (roc_9_1h > -70.0))
            # 1d high, 4h downtrend
            & ((aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_70))
            # 1d high, 4h downtrend
            & ((aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_40))
            # 1d high & overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_1d_lt_200))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 1h still high, 4h & 1d downtrend
            & ((stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_20) | roc_9_1d_gt_neg_50)
            # 1h high, 15m downtrend
            & ((stochrsi_k_1h_lt_70) | (roc_9_15m > -30.0))
            # 4h high, 1d downtrend
            & ((stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_70))
            # 1d high, 1h downtrend
            & ((stochrsi_k_1d_lt_90) | (roc_9_1h_gt_neg_20))
            # 1d high, 1d downtrend
            & ((stochrsi_k_1d_lt_60) | (roc_9_1d_gt_neg_30))
            # 15m downtrend, 1d overbought
            & ((roc_9_15m > -60.0) | (roc_9_1d_lt_200))
            # 1h downtrend, 1d overbought
            & ((roc_9_1h > -60.0) | (roc_9_1d_lt_200))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_40)
            & (rsi_3_15m_lt_50)
            & (aroonu_14_15m_lt_25)
            & (stochrsi_k_15m_lt_20)
            & (df["EMA_26_15m"] > df["EMA_12_15m"])
            & ((df["EMA_26_15m"] - df["EMA_12_15m"]) > (df["open_15m"] * 0.050))
            & ((df["EMA_26_15m"].shift() - df["EMA_12_15m"].shift()) > (df["open_15m"] / 100.0))
          )

        # Condition #45 - Quick mode (Long).
        if long_entry_condition_index == 45:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          # 5m & 15m down move, 4h still high
          long_entry_logic.append(
            ((rsi_3_gt_3) | (rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 5m & 4h & 1d down move
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_20))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_60))
            # 15m & 1h & 4h down move, 1d high & overbought
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_35) | (rsi_3_4h_gt_45) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_20))
            # 15m & 4h down move
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10))
            # 15m & 4h & 1d down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_25) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_30) | (rsi_14_4h < 35.0))
            # 15m down move, 4h still high, 15m downtrend
            & ((rsi_3_15m_gt_3) | (aroonu_14_4h_lt_40) | (cmf_20_15m_gt_neg_0_35))
            # 15m & 1h down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_80))
            # 15m down move, 1h still not low enough
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_30))
            # 15m down move, 4h high
            & ((rsi_3_15m_gt_5) | (aroonu_14_4h_lt_90))
            # 15m & 1h & 1d down move
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (rsi_3_1d_gt_10))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (roc_9_1d_lt_30))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_45) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_65) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_40))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_10) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_1h_lt_70 | (roc_9_1h_lt_10))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_20))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_75) | aroonu_14_1d_lt_100)
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_10))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | aroonu_14_4h_lt_70)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | aroonu_14_1h_lt_70 | (stochrsi_k_4h_lt_90))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_15) | aroonu_14_4h_lt_70 | roc_9_1d_lt_50)
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | (roc_9_1d_lt_80))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_25) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | aroonu_14_1h_lt_70)
            # 1h down move, 4h still not low enough
            & ((rsi_3_1h_gt_3) | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (aroonu_14_1h_lt_20))
            # 1h down move, 1h still not low enough
            & ((rsi_3_1h_gt_5) | (aroonu_14_1h_lt_30))
            # 1h down move, 1h still not low enough
            & ((rsi_3_1h_gt_5) | (stochrsi_k_1h < 25.0))
            # 1h & 4h down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_60))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_10) | (aroonu_14_4h_lt_40))
            # 1h & 1d down move, 5m moving down
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (roc_2 > -0.0))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_30) | (aroonu_14_4h_lt_50))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_30) | (stochrsi_k_1d_lt_70))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30))
            # 1h down move, 1h still not low enough, 1d high
            & ((rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_20) | (aroonu_14_1d_lt_85))
            # 1h down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (stochrsi_k_1h < 25.0))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_85))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70) | roc_9_1d_lt_50)
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_70))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_30))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (aroonu_14_1d_lt_100))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_30))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (roc_9_1d_lt_20))
            # 1h down move, 4h high
            & (rsi_3_1h_gt_20 | (aroonu_14_4h_lt_90))
            # 1h down move, 4h still high
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_60))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_70)
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70)
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80))
            # 1h & 1d down move, 1h still high
            & ((rsi_3_1h_gt_30) | (rsi_3_1d > 50.0) | (stochrsi_k_1h_lt_50))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_14_4h_lt_80))
            # 14 down move, 1h high
            & ((rsi_3_1h_gt_30) | aroonu_14_1h_lt_80)
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80)
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_80))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_80) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | roc_9_1d_lt_50)
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_45) | aroonu_14_1h_lt_70 | (aroonu_14_4h_lt_90))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_70) | (aroonu_14_4h_lt_90))
            # 4h down move, 1d high
            & ((rsi_3_4h_gt_5) | aroonu_14_1d_lt_100)
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50))
            # 4h downmove, 4h still high
            & ((rsi_3_4h_gt_10) | (aroonu_14_4h_lt_40))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h & 1d downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_35) | (rsi_14_1d_lt_50))
            # 4h down move, 1h still not low enough
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_30))
            # 4h & 1d down move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_80))
            # 4h down move, 4h still high, 1d high
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | aroonu_14_1d_lt_100)
            # 4h down move, 1d high
            & ((rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_90))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_25) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_40) | (stochrsi_k_1h_lt_70))
            # 4h down move, 4h still high
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_60) | (stochrsi_k_1h_lt_80))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80))
            # 1d down move, 1h still not low enough
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_30))
            # 1d down move, 1h still not low enough
            & ((rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_30))
            # 1d down move, 4h still high
            & ((rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_50))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m still high, 1h & 4h high
            & ((rsi_14_15m_lt_40) | aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_20))
            # 4h high, 1d overbought
            & (aroonu_14_4h_lt_70 | (roc_9_1d_lt_80))
            # 4h high, 1h & 1d downtrend
            & (aroonu_14_4h_lt_70 | (roc_9_1h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_80 | (roc_9_1h_lt_10) | (roc_9_4h_lt_10))
            # 4h high & overbought
            & ((aroonu_14_4h_lt_90) | (roc_9_4h_lt_80))
            # 1d high, 4h & 1d downtrend
            & ((aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h high, 1h & 1d downtrend
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_1h_lt_10) | (roc_9_4h_lt_10))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30) | (roc_9_1d_lt_30))
            # 1d top wick, 4h still high
            & ((top_wick_pct_1d < 40.0) | (aroonu_14_4h_lt_50))
            # pump, 4h still high
            & ((((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 2.0) | (stochrsi_k_4h_lt_50))
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 2.0)
              | (close > (high_max_6_4h * 0.75))
              | (close < (low_min_24_4h * 1.25))
            )
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_12_1d - low_min_12_1d) / low_min_12_1d) < 2.0)
              | (close > (high_max_24_4h * 0.70))
              | (close < (low_min_12_1d * 1.25))
            )
            # big drop in last hour
            & (close > (close_max_12 * 0.50))
            # big drop in last hour, 1d down move
            & ((close > (close_max_12 * 0.80)) | (rsi_3_1d_gt_15))
            # big drop in the last 12 hours, 4h still high
            & ((close > (df["high_max_12_1h"] * 0.50)) | (aroonu_14_4h_lt_50))
            # big drop in the last 6 days, 1h still high
            & ((close > (high_max_6_1d * 0.25)) | (aroonu_14_1h_lt_50))
            # big drop in the last 12 days, 1h down move
            & ((close > (high_max_12_1d * 0.45)) | (rsi_3_1h_gt_5))
            # big drop in the last 12 days, 4h down move
            & ((close > (high_max_12_1d * 0.40)) | (rsi_3_4h_gt_15))
            # big drop in the last 12 days, 1h still high
            & ((close > (high_max_12_1d * 0.25)) | (aroonu_14_1h_lt_75))
            # big drop in the last 20 days, 1h down move
            & ((close > (high_max_20_1d * 0.35)) | (rsi_3_1h_gt_10))
            # big drop in the last 20 days, 1h down move
            & ((close > (high_max_20_1d * 0.25)) | (rsi_3_1h_gt_15))
            # big drop in the last 20 days, 1h down move
            & ((close > (high_max_20_1d * 0.10)) | rsi_3_1h_gt_20)
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # big drop in the last 30 days, 4h down move, 4h still high
            & ((close > (high_max_30_1d * 0.25)) | (rsi_3_4h_gt_45) | (rsi_14_4h_lt_40))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_50)
            & (aroonu_14_15m_lt_25)
            & (stochrsi_k_15m_lt_20)
            & (df["close_15m"] < (df["EMA_20_15m"] * 0.924))
          )

        # Condition #46 - Quick mode (Long).
        if long_entry_condition_index == 46:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          # 5m & 1h down move
          long_entry_logic.append(
            ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_40))
            # 15m & 4h down move
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_40))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_30))
            # 15m & 1h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (rsi_14_4h_lt_30))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (rsi_3_4h_gt_20))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_20))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m down move, 4h still high, 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_50) | (aroonu_14_1d_lt_90))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_20) | (aroonu_14_4h_lt_60))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_40))
            # 15m & 1h & 1d down move, 1h still not low enough, 1d high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (rsi_3_1d_gt_30) | (rsi_14_1h < 30.0) | (aroonu_14_1d_lt_80))
            # 15m & 1h down move, 4h still high, 4h overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (aroonu_14_4h_lt_50) | (roc_9_4h_lt_10))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | aroonu_14_4h_lt_70)
            # 15m down move, 1h & 4h still high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_40) | (stochrsi_k_4h_lt_50))
            # 15m & 1h & 4h down move, 1d high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_45) | (aroonu_14_4h_lt_85))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (aroonu_14_15m < 15.0))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_35) | (aroonu_14_1h_lt_80))
            # 15m & 1h & 1d down move, 1h high
            & ((rsi_3_15m_gt_35) | (rsi_3_1h_gt_35) | (rsi_3_1d_gt_35) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h still not low enough, 1d high
            & ((rsi_3_1h_gt_3) | (aroonu_14_1h_lt_20) | (aroonu_14_1d_lt_90))
            # 1h & 4h down move
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_30))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_80))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_5) | aroonu_14_4h_lt_70)
            # 1h down move, 1d still high
            & ((rsi_3_1h_gt_5) | (stochrsi_k_1d_lt_50))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_30))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (rsi_3_1d_gt_30))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | roc_9_1d_lt_50)
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_45) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_40))
            # 1h & 1d down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_4h_lt_30))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_30) | (aroonu_14_4h_lt_50))
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_45) | (rsi_14_4h_lt_40))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_50))
            # 1h down move, 4h still high, 1d high
            & ((rsi_3_1h_gt_10) | (aroonu_14_4h_lt_60) | (aroonu_14_1d_lt_90))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 1d stll high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_14_1d_lt_40))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | roc_9_1d_lt_50)
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_25) | (rsi_3_1d_gt_25))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 1h & 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (rsi_14_1h_lt_40) | (rsi_14_4h_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_40))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_50))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40) | roc_9_1d_lt_50)
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_30))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_70))
            # 1h & 4h down move, 1h still not low enough
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_30))
            # 1h & 4h down move, 4h still high
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 4h still high
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 1d downtrend
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (roc_9_1d_gt_neg_30))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_35) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_45) | (aroonu_14_4h < 65.0))
            # 1h & 1d down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h still high, 1d high
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_40) | (aroonu_14_1d_lt_90))
            # 4h down move, 4h still high, 1d high
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | aroonu_14_1d_lt_100)
            # 1h down move, 4h still high, 1d downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_25))
            # 1h down move, 4h & 1d high
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_50) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_70)
            # 1h down move, 15m still not low enough, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_14_15m_lt_30) | (stochrsi_k_4h_lt_60))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_50))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_60))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_80))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_30) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_80))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_100 | (roc_9_1d > -30.0))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_90))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_55) | (aroonu_14_4h_lt_80))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_90))
            # 1h down move, 4h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_70) | (cmf_20_4h_gt_neg_0_30))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_40))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_70) | (roc_9_1d_lt_20))
            # 1h & 1d down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_45) | (rsi_3_1d_gt_55) | (cmf_20_1d_gt_neg_0_30) | (aroonu_14_1d_lt_80))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_70) | (aroonu_14_4h_lt_100))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_50) | (roc_9_1h_lt_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_70))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_1h_gt_neg_15) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d > 50.0) | (aroonu_14_1d_lt_90))
            # 4h down move, 4h & 1d still high
            & ((rsi_3_4h_gt_10) | (aroonu_14_4h_lt_50) | (aroonu_14_1d_lt_50))
            # 4h & 1d down move, 1d low
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | (cmf_20_1d_gt_neg_0_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_50))
            # 4h & 1d down move, 1d overbought
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_50) | (roc_9_1d_lt_40))
            # 4h & 1d down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_55) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_30))
            # 4h down move, 4h still not low enough, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h & 1d downtrend
            & (rsi_3_4h_gt_20 | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_90))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_35) | (aroonu_14_4h_lt_60) | (stochrsi_k_1d_lt_90))
            # 4h down move, 1d high, 4h overbought
            & ((rsi_3_4h_gt_45) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_10))
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_40))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_40))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_1d_gt_neg_30))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_20))
            # 4h high, 1h overbought
            & (aroonu_14_4h_lt_80 | (roc_9_1h_lt_40))
            # 4h high, 4h overbought
            & (aroonu_14_4h_lt_80 | (roc_9_4h_lt_40))
            # 4h high, 1h overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_lt_40))
            # 4h high, 4h overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_4h_lt_40))
            # 4h high, 4h overbought, 1d downtrend
            & ((stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_gt_neg_20))
            # 1d green, 4h down move, 4h still high
            & ((change_pct_1d_lt_40) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_40))
            # 4h top wick, 1h down move, 1h still high
            & ((df["top_wick_pct_4h"] < 20.0) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_50))
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_6_1d - df["low_min_6_1d"]) / df["low_min_6_1d"]) < 2.0)
              | (close > (high_max_12_4h * 0.50))
              | (close < (low_min_24_4h * 1.05))
            )
            # 1d overbought, drop but not yet near the previous lows
            & (roc_9_1d_lt_50 | (close > (high_max_6_1d * 0.70)) | (close < (low_min_12_1d * 1.25)))
            # 1d overbought, drop but not yet near the previous lows
            & (
              (((high_max_12_1d - low_min_12_1d) / low_min_12_1d) < 2.5)
              | (close > (high_max_6_1d * 0.60))
              | (close < (low_min_12_1d * 1.25))
            )
            # big drop in the last 2 days, 1d down move
            & ((close > (high_max_12_4h * 0.30)) | (rsi_3_1d_gt_30))
            # big drop in the last 12 days, 1h down move
            & ((close > (high_max_12_1d * 0.30)) | rsi_3_1h_gt_20)
            # big drop in the last 12 days, 4h still high
            & ((close > (high_max_12_1d * 0.40)) | (stochrsi_k_4h_lt_50))
            # big drop in the last 20 days, 1h down move
            & ((close > (high_max_20_1d * 0.40)) | (rsi_3_1h_gt_10))
            # big drop in the last 20 days, 4h down move
            & ((close > (high_max_20_1d * 0.10)) | (rsi_3_4h_gt_25))
            # big drop in the last 30 days, 4h down move
            & ((close > (high_max_30_1d * 0.40)) | (rsi_3_4h_gt_15))
            # big drop in the last 30 days, 4h still not low enough
            & ((close > (high_max_30_1d * 0.25)) | (stochrsi_k_4h_lt_30))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_40)
            & (rsi_3_15m_lt_50)
            & (df["WILLR_14_15m"] < -50.0)
            & (aroonu_14_15m_lt_25)
            & (stochrsi_k_15m_lt_20)
            & (willr_84_1h < -70.0)
            & (stochrsi_k_1h_lt_20)
            & (bbb_20_2_0_1h > 12.0)
            & (close_max_48 >= (close * 1.10))
          )

        # Condition #61 - Rebuy mode (Long).
        if long_entry_condition_index == 61:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 1h down move, 1h still not low enough
            ((rsi_3_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 5m & 1h down move, 1d high
            & ((rsi_3_gt_3) | rsi_3_1h_gt_20 | aroonu_14_1d_lt_100)
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_25) | aroonu_14_4h_lt_70)
            # 5m down move, 1d high & overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 15m & 1h & 4h down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (rsi_3_4h_gt_10))
            # 15m & 1h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 4h still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_5) | (stochrsi_k_4h_lt_20))
            # 15m & 1h & 4h down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_3))
            # 15m & 1h down move, 1d still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (rsi_14_1d_lt_50))
            # 15m & 1h down move, 4h downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (cmf_20_4h_gt_neg_0_30))
            # 15m & 1h down move, 1d still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (stochrsi_k_1d_lt_50))
            # 15m & 1h down move, 1d overbought
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 1d overbought
            & (rsi_3_15m_gt_3 | rsi_3_1h_gt_20 | roc_9_1d_lt_50)
            # 15m & 1h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | (aroonu_14_1d_lt_80))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_45) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_60) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_40) | (rsi_14_4h_lt_40))
            # 15m down move, 15m downtrend. 4h high
            & (rsi_3_15m_gt_3 | (cmf_20_15m_gt_neg_0_50) | (aroonu_14_4h_lt_60))
            # 15m down move, 15m still not low enough
            & (rsi_3_15m_gt_3 | (aroonu_14_15m_lt_30))
            # 15m down move, 4h high
            & (rsi_3_15m_gt_3 | aroonu_14_4h_lt_80)
            # 15m down move, 4h & 1d downtrend
            & (rsi_3_15m_gt_3 | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 1h downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (roc_9_1d_lt_70))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_5) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m still low, 4h still high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_20) | (aroonu_14_4h_lt_50))
            # 15m down move, 15m still high
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_50))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_5) | aroonu_14_1h_lt_70 | (roc_9_1h_lt_10))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_5) | (roc_9_1h_lt_10) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_50))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (roc_9_1d_lt_80))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_4h_lt_50))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 4h still high, 1d high & overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_10))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_70))
            # 15m & 4h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_55) | (roc_9_4h_lt_50))
            # 15m down move, 15m still not low enough, 1d downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_30) | (roc_9_1d_gt_neg_30))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_50) | (roc_9_1d_lt_30))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_60) | aroonu_14_1d_lt_100)
            # 15m down move, 1d high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (aroonu_14_1d_lt_85) | (cmf_20_1d_gt_neg_0_40))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_20))
            # 15m down move, 4h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_70))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_10) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_15m_lt_60))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_35) | aroonu_14_1h_lt_80)
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | aroonu_14_1h_lt_80)
            # 15m down move, 4h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 1d high, 4h overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_4h_lt_40))
            # 15m down move, 1h & 4h overbought
            & ((rsi_3_15m_gt_15) | (roc_9_1h_lt_20) | (roc_9_4h_lt_40))
            # 15m down move, 4h & 1d downtrend
            & ((rsi_3_15m_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_15) | (roc_9_4h_lt_20) | (roc_9_1d_lt_60))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_20) | rsi_3_1h_gt_20 | (aroonu_14_15m_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | rsi_3_1h_gt_20 | aroonu_14_1h_lt_70)
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_90))
            # 15m & 4h down move, 1d high & overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_80))
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_90))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_20))
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80))
            # 15m down move, 4h high
            & ((rsi_3_15m_gt_20) | (stochrsi_k_4h_lt_90))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_20))
            # 15m & 1h & 4h down move, 1d high, 4h still not low enough
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_100) | (stochrsi_k_4h_lt_30))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_50) | (aroonu_14_1h_lt_100))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_50) | aroonu_14_4h_lt_100)
            # 15m down move, 15m high, 4h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_60) | (stochrsi_k_4h_lt_70))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_30) | (stochrsi_k_1h_lt_70) | (stochrsi_k_4h_lt_80))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_5) | (stochrsi_k_4h_lt_20))
            # 1h & 4h down move, 15m stil high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_40))
            # 1h down move, 1h still not low enough
            & ((rsi_3_1h_gt_3) | (aroonu_14_1h_lt_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_20) | (stochrsi_k_4h_lt_30))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_70))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_5) | (aroonu_14_4h_lt_60) | (roc_9_1d_lt_10))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_100) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_20))
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_15m > -15.0))
            # 1h & 3h down move, 4h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_80))
            # 1h down move, 15m still high, 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_15m_lt_40) | (stochrsi_k_4h_lt_90))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_10))
            # 1h down move, 4h still high, 4d downtrend
            & ((rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_50) | roc_9_1d_gt_neg_50)
            # 1h down move, 4h downtrend, 1d overbought
            & ((rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_10) | (roc_9_1d_lt_40))
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_80))
            # 1h down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_15) | (cmf_20_1d_gt_neg_0_30) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_60) | roc_9_1d_lt_50)
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_15) | aroonu_14_4h_lt_70 | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (roc_9_1d_lt_20))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_30) | aroonu_14_4h_lt_80)
            # 1h down move, 1h high, 4h overbought
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | (roc_9_1d_lt_100))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_90))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_75))
            # 1h & 4h down move, 15m & 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_80 | (roc_9_4h_gt_neg_40))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_200))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_35) | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | (aroonu_14_4h_lt_90))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_85) | (roc_9_1d_lt_80))
            # 1h down move, 1h high, 4h downtrend
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1h high, 1h overbought
            & ((rsi_3_1h_gt_50) | aroonu_14_1h_lt_70 | (roc_9_1h_lt_25))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 4h & 1d down move, 15m still high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (stochrsi_k_15m_lt_40))
            # 4h & 1d down move, 1h still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_30))
            # 4h & 1d down move, 1d still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_30))
            # 4h down move, 1d high
            & ((rsi_3_4h_gt_3) | (aroonu_14_1d_lt_90))
            # 4h down move, 1h still high, 4h downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1h_lt_50) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1d high
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1d_lt_90))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_3) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1d overbought
            & ((rsi_3_4h_gt_3) | (roc_9_1d_lt_40))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (stochrsi_k_1d_lt_40))
            # 4h down move, 4h downtrend, 4h still high
            & ((rsi_3_4h_gt_5) | (cmf_20_4h_gt_neg_0_20) | (aroonu_14_4h_lt_40))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (roc_9_1d_gt_neg_40))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_60) | (roc_9_1d_gt_neg_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_60))
            # 4h down move, 4h high, 1h downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_1h_gt_neg_20))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_15) | aroonu_14_4h_lt_70 | (aroonu_14_1d_lt_70))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | roc_9_1d_lt_50)
            # 4h down move, 1h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | roc_9_1d_lt_50)
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_40) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1h_lt_85) | roc_9_1d_lt_50)
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_10))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 1d down move, 1h still high, 1d downtrend
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_50) | (roc_9_1d_gt_neg_30))
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_10) | aroonu_14_1h_lt_80 | (roc_9_1d_gt_neg_10))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_40))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 1d downtrend, 1d high & overbought
            & ((cmf_20_1d_gt_neg_0_30) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_100))
            # 15m high, 1h high & overbought
            & ((aroonu_14_15m_lt_60) | (aroonu_14_1h_lt_85) | (roc_9_1h_lt_10))
            # 1h high, 4h high, 1h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1h_lt_20))
            # 1h & 1d high, 1h overbought
            & (aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_70) | (roc_9_1h_lt_20))
            # 1h & 4h high, 1d downtrend
            & ((aroonu_14_1h_lt_85) | aroonu_14_4h_lt_100 | (roc_9_1d_gt_neg_80))
            # 4h still high, 5m downtrend
            & ((aroonu_14_4h_lt_40) | (roc_9 > -40.0))
            # 4h high, 4h & 1d overbought
            & ((aroonu_14_4h_lt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | roc_9_1d_lt_50)
            # 4h high, 4h & 1d overbought
            & (aroonu_14_4h_lt_80 | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 1d high, 1h & 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_lt_20) | (roc_9_1d_lt_100))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 1h high, 1d overbought
            & ((stochrsi_k_1h_lt_70) | (roc_9_1d_lt_40))
            # 4h high, 1h overbought, 1d downtrend
            & ((stochrsi_k_4h_lt_80) | (roc_9_1h_lt_40) | (roc_9_1d_gt_neg_70))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_20) | (roc_9_4h_lt_50))
            # 1h & 4h overbought
            & ((roc_9_1h_lt_100) | (roc_9_4h_lt_100))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_50)
            & (aroonu_14_lt_25)
            & (stochrsi_k_lt_30)
            & (ema_26 > ema_12)
            & ((ema_26 - ema_12) > (open_rate * 0.030))
            & ((ema_26_shift.shift() - ema_12_shift.shift()) > (open_rate / 100.0))
          )

        # Condition #62 - Rebuy mode (Long).
        if long_entry_condition_index == 62:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 4h down move, 1d high
            ((rsi_3_gt_3) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_90))
            # 5m & 1d down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_40))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_50))
            # 5m & 4h down move, 4h still not low enough
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_20))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_20))
            # 15m & 1h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_14_4h_lt_30))
            # 15m & 1h & 4h down move, 1d high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_80))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (rsi_14_4h_lt_50))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_20) | (stochrsi_k_4h_lt_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_3) | (aroonu_14_4h_lt_20))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_3) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_20))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (stochrsi_k_15m_lt_20))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_40))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_30))
            # 15m & 4h down move, 1h downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_lt_20))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_40))
            # 15m & 1h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_15m_lt_70))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_100))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_60))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (aroonu_14_4h_lt_90))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_20))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_70))
            # 15m & 4h down move, 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (cmf_20_4h_gt_neg_0_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | (roc_9_1d_lt_200))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_75))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_10) | aroonu_14_4h_lt_70 | (roc_9_1d_gt_neg_25))
            # 15m & 1h & 4h & 1d down move, 4h still not low enough
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_35) | (rsi_3_1d_gt_35) | (aroonu_14_4h_lt_30))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_75))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_60))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_40))
            # 15m down move, 15m downtrend, 4h high
            & ((rsi_3_15m_gt_15) | (cmf_20_15m_gt_neg_0_30) | (aroonu_14_4h_lt_50))
            # 15m down move, 15m still high, 4h overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_40) | (roc_9_4h_lt_40))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_15) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 15m down move, 15m still not low enough, 1d overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_15m_lt_30) | (roc_9_1d_lt_80))
            # 15m & 4h down move, 15m stil high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_30) | (stochrsi_k_15m_lt_40))
            # 15m down move, 15m still not low enough, 1d downtrend
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_25) | roc_9_1d_gt_neg_50)
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_35) | aroonu_14_4h_lt_70)
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 1h down move, 15m still not low enough
            & ((rsi_3_1h_gt_3) | (stochrsi_k_15m_lt_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_4h_lt_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_20))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_40))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_60))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 1h downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_40))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_30))
            # 1h& 1d down move, 1h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_25) | (aroonu_14_1h_lt_40))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_60) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (rsi_14_1d_lt_60))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_70))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_90))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_45) | (roc_9_1d_gt_neg_40))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_80))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_15) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_100))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h & 1d still not low enough, 15m still not low enough
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_20) | (rsi_14_4h_lt_30) | (rsi_14_1d < 30.0) | (stochrsi_k_15m_lt_30))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_70))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_70))
            # 1h & 4h down move, 4h overbought
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_40) | (roc_9_4h_lt_10))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_45) | aroonu_14_1d_lt_100)
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_80))
            # 1h down move, 1h high
            & (rsi_3_1h_gt_20 | aroonu_14_1h_lt_70)
            # 1h down move, 4h still high, 1d downtrend
            & (rsi_3_1h_gt_20 | (aroonu_14_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h high
            & (rsi_3_1h_gt_20 | (aroonu_14_4h_lt_85))
            # 1h down move, 1h still not low enough, 4h stil high
            & (rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_20) | (aroonu_14_4h_lt_40))
            # 1h down move, 4h still high, 1d downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1d high, 4h downtrend
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h down move, 4h high
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_80))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_1h_lt_20))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | roc_9_1d_lt_50)
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_60))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_60) | aroonu_14_1d_lt_100)
            # 1h down move, 4h high, 4h downtrend
            & ((rsi_3_1h_gt_25) | aroonu_14_4h_lt_70 | (cmf_20_4h_gt_neg_0_50))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_25) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 15m still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_15m_lt_50) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_100))
            # 1h & dh down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_85))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_30) | (roc_9_4h_gt_neg_25) | (roc_9_1d_gt_neg_60))
            # 1h down move, 4h & 1h overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_30) | (roc_9_1d_lt_40))
            # 1h down move, 4h high, 4h downtrend
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | (cmf_20_4h_gt_neg_0_40))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_80))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_10) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_80)
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1d_lt_90) | (roc_9_4h_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_100))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_50) | (roc_9_1h_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_60) | (roc_9_4h_lt_30) | (roc_9_1d_lt_100))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_40))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (aroonu_14_4h_lt_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_70))
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_5) | aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_5) | (aroonu_14_4h_lt_60))
            # 4h & 1d down move, 1d still not low enough
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_30))
            # 4h down move, 15m still high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_40))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (rsi_14_1d_lt_40) | (roc_9_1d_gt_neg_15))
            # 4h down move, 1h downtrend, 1d downtrend
            & ((rsi_3_4h_gt_15) | (cmf_20_1h_gt_neg_0_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 15m high, 1d overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_100))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 4h down move, 15m still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h & 1d down move, 1d overbought
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_45) | (roc_9_1d_lt_40))
            # 4h down move, 15m high, 4h downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_15m_lt_70) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_30))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 4h down move, 15m high, 4h high
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_70) | aroonu_14_4h_lt_80)
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50) | (cmf_20_4h_gt_neg_0_40))
            # 4h down move, 4h high, 1d high
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_70 | (stochrsi_k_1d_lt_80))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_1d_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_30) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 4h down move, 4h still not low enough, 1d overbought
            & ((rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_20) | (roc_9_1d_lt_40))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_35) | aroonu_14_1h_lt_70)
            # 4h down move, 15m & 4h still high
            & ((rsi_3_4h_gt_40) | (stochrsi_k_15m_lt_50) | (stochrsi_k_4h_lt_50))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_40) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_200))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_40) | aroonu_14_4h_lt_100)
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_55) | (roc_9_4h_lt_30))
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_40))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_30))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1d down move, 4h & 1d downtrend
            & ((rsi_3_1d_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_40))
            # 4h & 1d downtrend, 1d high
            & ((cmf_20_4h_gt_neg_0_50) | (cmf_20_1d_gt_neg_0_50) | (aroonu_14_1d_lt_85))
            # 4h still not low enough, 4h & 1d downtrend
            & ((aroonu_14_4h_lt_30) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_25))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_80))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_80 | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 1d high, 4h downtrend, 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_20) | (roc_9_1d_lt_200))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_90) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_lt_40) | (roc_9_4h_lt_40))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1d green, 4h down move, 4h still high
            & ((change_pct_1d_lt_40) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_40))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_40)
            & (aroonu_14_lt_30)
            & (stochrsi_k_lt_20)
            & (stochrsi_k_15m_lt_70)
            & (willr_84_1h < -70.0)
            & (stochrsi_k_1h_lt_30)
            & (bbb_20_2_0_1h > 12.0)
            & (close_max_48 >= (close * 1.10))
          )

        # Condition #63 - Rebuy mode (Long).
        if long_entry_condition_index == 63:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            (rsi_3_15m_gt_5)
            # 5m & 1h down move, 1h still not low enough
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_30))
            # 5m & 1d down move, 1d downtrend
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_15) | (cmf_20_1d_gt_neg_0_25))
            # 5m down move, 1h high, 4h overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 5m down move, 1d high & overbought
            & ((rsi_3_gt_3) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_4h_lt_10))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_90))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_50))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_80))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (aroonu_14_1d_lt_70))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_75))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 15m down move, 1h still high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_60))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_60) | (roc_9_1d_lt_60))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_20))
            # 15m down move, 1d high, 4h overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1d_lt_90) | (roc_9_4h_lt_10))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_15))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | aroonu_14_1h_lt_70)
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (aroonu_14_15m_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_15m_lt_60))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_60))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_100)
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (stochrsi_k_4h_lt_80))
            # 15m down move, 4h high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_20))
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_75) | aroonu_14_1d_lt_100)
            # 15m down move, 15m still not low enough, 1h still high
            & ((rsi_3_15m_gt_15) | (stochrsi_k_15m_lt_30) | (stochrsi_k_1h_lt_50))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_15) | (roc_9_4h_lt_20) | (roc_9_1d_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_85))
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_75))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_80))
            # 15m down move, 15m high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_15m_lt_60) | (roc_9_4h_gt_neg_50))
            # 15m down move, 4h overbought
            & ((rsi_3_15m_gt_20) | (roc_9_4h_lt_40))
            # 15m & 1h & 4h & 1d down move, 4h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (rsi_3_1d_gt_30) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | aroonu_14_1h_lt_70)
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | (roc_9_1d_lt_80))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_60))
            # 15m down move, 1d high, 4h overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_4h_lt_10))
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_25) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_40) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m downtrend, 4h high
            & ((rsi_3_15m_gt_30) | (cmf_20_15m_gt_neg_0_30) | aroonu_14_4h_lt_100)
            # 15m down move, 15m still high, 1d high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_50) | (stochrsi_k_1d_lt_70))
            # 15m down move, 15m high, 4h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_60) | (stochrsi_k_4h_lt_70))
            # 15m down move, 4h high, 1h downtrend
            & ((rsi_3_15m_gt_30) | (aroonu_14_4h_lt_85) | (roc_9_1h_gt_neg_40))
            # 15m down move, 4h high
            & ((rsi_3_15m_gt_30) | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_35) | (rsi_3_1h_gt_45) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_35) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m still high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_40) | (roc_9_4h_lt_20))
            # 15m down move, 15m still high, 1d overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_40) | (roc_9_1d_lt_30))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_4h_lt_60) | (roc_9_4h_lt_20))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_35) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_20))
            # 15m still high, 4h high
            & ((rsi_3_15m < 40.0) | (aroonu_14_4h_lt_85))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h > 2.0) | (rsi_3_4h_gt_15) | (rsi_14_4h_lt_30))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (stochrsi_k_15m_lt_30))
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (roc_9_15m > -30.0))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_40))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 4h stil high
            & ((rsi_3_1h_gt_3) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_40))
            # 1h ^ 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | roc_9_1d_gt_neg_50)
            # 1h & 1d down move, 4h still high
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_40))
            # 1h & 1d down move, 1h downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_15) | (roc_9_1h_gt_neg_40))
            # 1h down move, 15m downtrend, 1h still high
            & ((rsi_3_1h_gt_3) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1h_lt_40))
            # 1h down move, 15m still not low enough, 4h still high
            & ((rsi_3_1h_gt_3) | (aroonu_14_15m_lt_30) | (stochrsi_k_4h_lt_40))
            # 1h down move, 1h still not low enough
            & ((rsi_3_1h_gt_3) | (stochrsi_k_1h_lt_30))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_3) | (stochrsi_k_4h_lt_70))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_1d_lt_60))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_20))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30))
            # 1g & 4h & 1d down move, 1h still not low enough, 1d still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_30) | (stochrsi_k_1d_lt_50))
            # 15m & 4h down move, 4h still not low enough, 15m still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_20) | (stochrsi_k_15m_lt_20))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_35) | (rsi_14_4h_lt_40))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_5) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (roc_9_4h_gt_neg_20))
            # 1h, 1d downtrend
            & ((rsi_3_1h_gt_5) | roc_9_1d_gt_neg_50)
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_14_4h_lt_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_30))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_20))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (roc_9_1d_gt_neg_40))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_35) | (roc_9_1d_lt_70))
            # 1h & 1d down move, 1h still high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_40))
            # 1h & 1d down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_4h_lt_70))
            # 1h & 1d downtrend, 1d overbought
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 1h down move, 1h downtrend, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (cmf_20_1h_gt_neg_0_20) | (aroonu_14_1h_lt_30))
            # 1h down move, 1h downtrend, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (cmf_20_1h_gt_neg_0_20) | (stochrsi_k_1h_lt_30))
            # 1h down move, 1h downtrend
            & ((rsi_3_1h_gt_10) | (cmf_20_1h_gt_neg_0_30))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70) | roc_9_1d_lt_50)
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_20))
            # 1h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_30))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_15m < 90.0))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (roc_9_1d_gt_neg_40))
            # 1h & 4h down mov, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_100))
            # 1h down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_15) | (cmf_20_1d_gt_neg_0_30) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h down move, 1d high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_40))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_20) | (rsi_3_4h_gt_45) | (aroonu_14_1h_lt_60))
            # 1h & 1d down move, 1d high & overbought
            & ((rsi_3_1h_gt_20) | (rsi_3_1d_gt_55) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_20))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_1h_lt_70) | (roc_9_1d_lt_100))
            # 1h down move, 4h still high
            & ((rsi_3_1h_gt_20) | (aroonu_14_4h_lt_40))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_20) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_25))
            # 1h down move, 4h high & overbought
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_10))
            # 1h & 4h & 1d down move, 1d downtrend, 1d high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_35) | (rsi_3_1d_gt_45) | (cmf_20_1d_gt_neg_0_30) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_70) | (aroonu_14_1d_lt_90))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_85))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_50) | (roc_9_1d_lt_100))
            # 1h down move, 1h still not low enough, 4h still high
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_30) | (stochrsi_k_4h_lt_50))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_40))
            # 1h down move, 1h still high, 1h downtrend
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_40) | (roc_9_1h_gt_neg_50))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_4h_lt_80) | (roc_9_1d_lt_70))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_60))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | aroonu_14_1h_lt_70)
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_70) | (roc_9_4h_lt_30))
            # 1h down move, 1h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_1h_lt_80))
            # 1h down move, 4h & 1d high, 4h overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_200))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_90) | (roc_9_4h_gt_neg_40))
            # 1h down move, 1d high, 4h overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_100) | (roc_9_4h_lt_80))
            # 1h down move, 1h & 4h still high
            & ((rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_40) | (stochrsi_k_4h_lt_50))
            # 1h down move, 1h highm 1d overbought
            & ((rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_60) | (roc_9_1d_lt_30))
            # 1h down move, 4h overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_50))
            # 4h down move, 1d downtrend
            & ((rsi_3_4h_gt_30) | (roc_9_1d_gt_neg_50))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_70) | (roc_9_4h_lt_40))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (aroonu_14_1h_lt_70) | (roc_9_1d_gt_neg_25))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_85) | (roc_9_4h_lt_100))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_10))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_35) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_100))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_200))
            # 1h & 1d down move, 1d high & overbought
            & ((rsi_3_1h_gt_40) | (rsi_3_1d_gt_50) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_40) | (rsi_14_1d_lt_80) | (roc_9_1d_lt_150))
            # 1h down move, 15m high, 1h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_15m_lt_60) | (aroonu_14_1h_lt_70))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_80) | (roc_9_1d_lt_80))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_4h_lt_20))
            # 1h down move, 1h & 4h overbought
            & ((rsi_3_1h_gt_40) | (roc_9_1h_lt_10) | (roc_9_4h_lt_10))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_45) | (rsi_3_4h_gt_65) | (roc_9_1d_lt_200))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_70) | (roc_9_1h_lt_10))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_40))
            # 1h down move, 1h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_4h_lt_100) | (roc_9_4h_lt_100))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_60) | (roc_9_1d_gt_neg_60))
            # 1h down move, 15m high, 1h high
            & ((rsi_3_1h_gt_55) | (aroonu_14_15m_lt_60) | (stochrsi_k_1h_lt_80))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_10))
            # 4h & 1d down move, 4h still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (aroonu_14_4h_lt_20))
            # 4h down move, 1h still not low enough, 4h downtrend
            & ((rsi_3_4h_gt_3) | (stochrsi_k_1h_lt_20) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_3) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 4h down move, 1d high, 4h downtrend
            & ((rsi_3_4h_gt_5) | (aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_10))
            # 4h down move, 1h still high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_1h_lt_50))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_15) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 1d high, 4h downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_20))
            # 4h down move, 15m high, 15m downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_60) | (roc_9_15m > -10.0))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_70))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h downtrend, 1d overbought
            & ((rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_30) | (roc_9_1d_lt_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_60))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_40) | (aroonu_14_1d_lt_80))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 15m still high
            & (rsi_3_4h_gt_20 | (aroonu_14_15m < 45.0))
            # 4h down move, 1h still not low enough, 1d downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_1h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still high, 1d high
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | aroonu_14_1d_lt_100)
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_80))
            # 4h down move, 15m still high, 4h high
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_40) | aroonu_14_4h_lt_70)
            # 4h down move, 1h & 4h still high
            & ((rsi_3_4h_gt_25) | (stochrsi_k_1h_lt_40) | (stochrsi_k_4h_lt_40))
            # 4h dowqn move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | roc_9_1d_lt_50)
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_1h_lt_70 | (roc_9_4h_gt_neg_10))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_40) | aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_40) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_80))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_40) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_40) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high, 1d overbought
            & ((rsi_3_4h_gt_50) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_20))
            # 1d down move, 1h & 4h still not low enough
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_20) | (stochrsi_k_4h_lt_20))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_40) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_80))
            # 1d down move, 4h high & overbought
            & ((rsi_3_1d_gt_45) | aroonu_14_4h_lt_80 | (roc_9_4h_lt_30))
            # 1h downtrend, 1h high
            & ((cmf_20_1h_gt_neg_0_20) | aroonu_14_1h_lt_80)
            # 4h & 1d downtrend, 1d high
            & ((cmf_20_4h_gt_neg_0_30) | (cmf_20_1d_gt_neg_0_30) | (stochrsi_k_1d_lt_60))
            # 1d downtrend, 1d high & overbought
            & ((cmf_20_1d_gt_neg_0_30) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_100))
            # 1d downtrend, 1d high & overbought
            & ((cmf_20_1d_gt_neg_0_40) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_20))
            # 15m still high, 1h overbought
            & ((aroonu_14_15m_lt_40) | (roc_9_1h_lt_40))
            # 15m still high, 4h overbought
            & ((aroonu_14_15m_lt_40) | (roc_9_4h_lt_80))
            # 15m still high, 1h high
            & ((aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 15m still high, 4h high & overbought
            & ((aroonu_14_15m_lt_50) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_30))
            # 15m still high, 4h downtrend, 1d overbought
            & ((aroonu_14_15m_lt_50) | (roc_9_4h_gt_neg_20) | (roc_9_1d_lt_40))
            # 1h still high, 4h & 1d downtrend
            & ((aroonu_14_1h_lt_40) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 1h high, 4h high, 1h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_1h_lt_20))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100 | (roc_9_4h_lt_40))
            # 1h & 1d high, 1h overbought
            & (aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_70) | (roc_9_1h_lt_20))
            # 1h high, 1h & 4h overbought
            & (aroonu_14_1h_lt_70 | (roc_9_1h_lt_10) | (roc_9_4h_lt_40))
            # 1h high, 1d downtrend
            & (aroonu_14_1h_lt_80 | (roc_9_1d_gt_neg_40))
            # 4h still not low enough, 4h & 1d downtrend
            & ((aroonu_14_4h_lt_30) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_25))
            # 4h still high, 1d high, 4h downtrend
            & ((aroonu_14_4h_lt_50) | aroonu_14_1d_lt_100 | (roc_9_4h_gt_neg_30))
            # 4h high, 1h & 1d downtrend
            & (aroonu_14_4h_lt_70 | (roc_9_1h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | roc_9_1d_lt_50)
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_10))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_10) | (roc_9_4h_lt_40))
            # 1d high, 4h & 1d downtrend
            & ((aroonu_14_1d_lt_80) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 1d high, 1h & 4h downtrend
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_50))
            # 1d high, 1h & 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_1h_lt_20) | (roc_9_1d_lt_100))
            # 1d high, 1h & 4h down move
            & (aroonu_14_1d_lt_100 | (roc_9_1h_lt_25) | (roc_9_4h_lt_60))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_20) | (roc_9_1d_lt_30))
            # 1h high, 4h & 1d overbought
            & ((stochrsi_k_1h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_lt_100))
            # 4h still high, 4h & 1d downtrend
            & ((stochrsi_k_4h_lt_40) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 4h high, 1h & 1d downtrend
            & ((stochrsi_k_4h_lt_70) | (roc_9_1h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_4h_lt_20) | (roc_9_1d_lt_30))
            # 4h high, 1h overbought, 1d downtrend
            & ((stochrsi_k_4h_lt_80) | (roc_9_1h_lt_40) | (roc_9_1d_gt_neg_70))
            # 4h high, 4h overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 4h high, 1h & 4h overbought
            & ((stochrsi_k_4h_lt_90) | (roc_9_1h_lt_20) | (roc_9_4h_lt_50))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_90) | (roc_9_4h_lt_40) | (roc_9_1d_lt_100))
            # 1h & 4h overbought
            & ((roc_9_1h_lt_30) | (roc_9_4h_lt_80))
            # 1d green with top wick, 4h high
            & ((change_pct_1d_lt_30) | (top_wick_pct_1d_lt_20) | aroonu_14_4h_lt_80)
            # 1d top wick, 4h down move, 1d overbought
            & ((top_wick_pct_1d_lt_50) | (rsi_3_4h_gt_35) | (roc_9_1d_lt_60))
            # drop in last 20 days, 4h high
            & ((close > (high_max_20_1d * 0.10)) | (stochrsi_k_4h_lt_90))
            # drop in last 20 days, 1h high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | aroonu_14_1h_lt_70 | (roc_9_1d_gt_neg_70))
            # drop in last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3 > 0.0)
            & (rsi_3_lt_50)
            & (aroonu_14_lt_25)
            & (ema_26 > ema_12)
            & ((ema_26 - ema_12) > (open_rate * 0.022))
            & ((ema_26_shift.shift() - ema_12_shift.shift()) > (open_rate / 100.0))
          )

        # Condition #101 - Rapid mode (Long).
        if long_entry_condition_index == 101:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(rsi_14_1h_lt_80)
          long_entry_logic.append(rsi_14_4h_lt_80)
          long_entry_logic.append(rsi_14_1d_lt_80)
          # big drop in the last hour
          long_entry_logic.append(
            (close > (close_max_12 * 0.50))
            # 5m & 4h down move, 1d downtrend
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_50))
            # 5 & 15m down move, 1h high
            & ((rsi_3_gt_10) | (rsi_3_15m_gt_40) | (stochrsi_k_1h_lt_90))
            # 5m down move, 1h & 4h high
            & ((rsi_3_gt_10) | (aroonu_14_1h_lt_85) | (aroonu_14_4h_lt_90))
            # 15m & 1h & 4h & 1d down move, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_50) | (rsi_14_1d_lt_40))
            # 15m & 1h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (stochrsi_k_4h_lt_30))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_5) | (aroonu_14_1d_lt_40))
            # 15m & 1h & 4h down move, 4h still not low enough, 1d still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_20) | (rsi_14_1d_lt_50))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_15) | (rsi_14_4h_lt_40))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_30) | (aroonu_14_4h_lt_75))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_30))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_20))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_30))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_3) | (aroonu_14_15m_lt_20) | (stochrsi_k_1h_lt_60))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_3) | (aroonu_14_15m_lt_30) | (stochrsi_k_4h_lt_70))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_3) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_30))
            # 15m & 1h & 1d down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (rsi_3_1d_gt_20))
            # 15m down move, 1h still not low enough, 1d high
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_30) | (aroonu_14_1d_lt_90))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_40) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_90))
            # 15m & 4h down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_1d_lt_40))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_50))
            # 15m & 1d down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_5))
            # 15m & 1d down move, 4h still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_30) | (stochrsi_k_4h_lt_30))
            # 15m down move, 1h still high, 4h high
            & ((rsi_3_15m_gt_5) | (aroonu_14_1h_lt_50) | (stochrsi_k_4h_lt_90))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_5) | aroonu_14_1h_lt_80 | (roc_9_1h_lt_10))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_50))
            # 15m & 1h & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_25))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_50) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m < 10.0))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (roc_9_1d_gt_neg_25))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_85))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_70))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_50))
            # 15m down move, 15m still not low enough, 1h still high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_50))
            # 15m down move, 1h still high, 4h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_50) | (aroonu_14_4h_lt_85))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_70) | (stochrsi_k_4h < 75.0))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (stochrsi_k_15m_lt_30))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_55) | (aroonu_14_4h_lt_60) | (roc_9_4h_lt_30))
            # 15m & 4h & 1d down move
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_15))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (aroonu_14_15m_lt_30))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_50))
            # 1h & 1d down move, 1d overbought
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (roc_9_1d_lt_10))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_25) | (stochrsi_k_1h_lt_80))
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_40))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_70) | (aroonu_14_4h_lt_85))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_90))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_20) | (stochrsi_k_1h_lt_70))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_20) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_20))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_60) | (aroonu_14_1h_lt_85))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_25) | (aroonu_14_4h_lt_60))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_25) | (stochrsi_k_15m_lt_30) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_45) | aroonu_14_1h_lt_70)
            # 1h & 4h down move, 15m downtrend
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_3) | (roc_9_15m > -30.0))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_25))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_30))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_20))
            # 1h & 4h down move, 1d low
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (cmf_20_1d_gt_neg_0_20))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_20))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30))
            # 1h & 1d down move, 5m moving down
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (roc_2 > -0.0))
            # 1h down move, 4h downtrend
            & ((rsi_3_1h_gt_10) | (roc_9_4h_gt_neg_30))
            # 1h down move, 1d downtrend
            & ((rsi_3_1h_gt_10) | (roc_9_1d > -30.0))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_30))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_40))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (stochrsi_k_1h_lt_30))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_10) | (aroonu_14_1h_lt_40))
            # 1h down move, 1d high & overbought
            & (rsi_3_1h_gt_20 | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h down move, 1h still not low enough, 4h high
            & (rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_20) | aroonu_14_4h_lt_80)
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_1h_lt_50))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_80))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (stochrsi_k_1h_lt_50))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 1h down move, 15m high
            & ((rsi_3_1h_gt_35) | (stochrsi_k_15m_lt_80))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 1d high & overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_60) | (stochrsi_k_1d_lt_70) | (roc_9_1d_lt_40))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_60) | (aroonu_14_4h_lt_90))
            # 4h down move, 15m still high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_40))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 15m 4h still high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_40) | (aroonu_14_4h_lt_50))
            # 4h & 1d down move, 4h high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_70)
            # 4h down move, 1h still high
            & ((rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 4h down move, 4h still high
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_20))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_15) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_15))
            # 4h down move, 4h & 1d downtrend
            & (rsi_3_4h_gt_20 | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_30))
            # 4h dowqn move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_35) | aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100)
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_40) | (rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_50))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_40) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_60))
            # 4h down move, 4h still high
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_40))
            # 4h down move, 4h overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_20))
            # 1d down move, 1h still high, 4h high
            & ((rsi_3_1d_gt_20) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_85))
            # 1d down move, 1h high & overbought
            & ((rsi_3_1d_gt_35) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 1d down move, 4h high, 1d overbought
            & ((rsi_3_1d_gt_45) | (stochrsi_k_4h_lt_90) | (roc_9_1d_lt_10))
            # 4h still high, 4h moving lower, 4h overbought
            & ((aroonu_14_4h_lt_50) | (aroonu_14_4h > aroonu_14_4h_shift.shift(48)) | (roc_9_4h_lt_40))
            # 1h high, 1d downtrend
            & ((aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_30))
            # 1d high, 4h & 1d overbought
            & ((aroonu_14_1d_lt_85) | (roc_9_4h_lt_60) | (roc_9_1d_lt_60))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_10) | (roc_9_1d_lt_20))
            # 1h high, 4h downtrend
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_gt_neg_20))
            # 1h high, 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_4h_lt_80))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30) | (roc_9_1d_lt_30))
            # 1d high, 4h & 1d overbought
            & ((stochrsi_k_1d_lt_80) | (roc_9_4h_lt_60) | (roc_9_1d_lt_60))
            # 1d red, 4h down move, 1h still high
            & ((change_pct_1d_gt_neg_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_50))
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 2.0)
              | (close > (high_max_6_4h * 0.75))
              | (close < (low_min_24_4h * 1.25))
            )
            # 4h high, drop but not yet near the previous lows
            & (aroonu_14_4h_lt_70 | (close > (high_max_6_4h * 0.80)) | (close < (low_min_24_4h * 1.25)))
            # 4h high, drop but not yet near the previous lows
            & (aroonu_14_4h_lt_80 | (close > (high_max_6_4h * 0.85)) | (close < (low_min_24_4h * 1.25)))
            # 1h down move, drop but not yet near the previous lows
            & ((rsi_3_1h_gt_30) | (close > (high_max_12_4h * 0.50)) | (close < (low_min_24_4h * 1.25)))
            # 1d overbought, drop but not yet near the previous lows
            & (roc_9_1d_lt_50 | (close > (high_max_6_1d * 0.70)) | (close < (low_min_12_1d * 1.25)))
            # big drop in last 6 hours, 1d overbought
            & ((close > (df["high_max_6_1h"] * 0.65)) | roc_9_1d_lt_50)
            # big drop in last 4 hours, 4h still not low enough
            & ((close > (high_max_24_4h * 0.50)) | (stochrsi_k_4h_lt_30))
            # big drop in the last 4 days, 4h down move
            & ((close > (high_max_24_4h * 0.20)) | rsi_3_4h_gt_20)
            # big drop in the last 6 days, 1d down move
            & ((close > (high_max_6_1d * 0.30)) | (rsi_3_1d_gt_15))
            # big drop in the last 12 days, 4h high
            & ((close > (high_max_12_1d * 0.50)) | (stochrsi_k_4h_lt_90))
            # big drop in the last 30 days, 4h down move
            & ((close > (high_max_20_1d * 0.10)) | (rsi_3_4h_gt_30))
            # big drop in the last 20 days, 1h still high
            & ((close > (high_max_20_1d * 0.05)) | (aroonu_14_1h_lt_50))
            # big drop in the last 20 days, 1d high, 1d downtrend
            & ((close > (high_max_20_1d * 0.20)) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # big drop in the last 30 days, 1h down move
            & ((close > (high_max_30_1d * 0.25)) | (rsi_3_1h_gt_15))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_gt_3)
            & (rsi_14 < 36.0)
            & (aroonu_14_lt_25)
            & (stochrsi_k_lt_20)
            & (close < (sma_16 * 0.946))
            & (aroonu_14_15m_lt_50)
          )

        # Condition #102 - Rapid mode (Long).
        if long_entry_condition_index == 102:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(rsi_3_lt_46)
          long_entry_logic.append(rsi_3_15m_gt_5)
          long_entry_logic.append(rsi_3_1h_gt_10)
          long_entry_logic.append(rsi_3_4h_gt_10)
          # 5m & 15m down move, 4h still high
          long_entry_logic.append(
            ((rsi_3_gt_3) | (rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_50))
            # 5m & 15m down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_20) | (aroonu_14_15m_lt_40))
            # 5m & 15m down move, 1h still high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_40))
            # 5m & 1h down move, 4h still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_25) | (aroonu_14_4h_lt_50))
            # 5m & 4h & 1d down move
            & ((rsi_3_gt_3) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_20))
            # 5m & 1d down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_10) | (stochrsi_k_15m_lt_40))
            # 5m down move, 15m high
            & ((rsi_3_gt_3) | (aroonu_14_15m_lt_70))
            # 5m down move, 15m & 1h still high
            & ((rsi_3_gt_3) | (stochrsi_k_15m_lt_40) | (aroonu_14_1h_lt_40))
            # 5m down move, 1h high
            & ((rsi_3_gt_3) | aroonu_14_1h_lt_70 | (stochrsi_k_1h_lt_50))
            # 5m & 1h down move, 1h high
            & ((rsi_3_gt_5) | (rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_60))
            # 5m & 4h down move, 4h high
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 5m down move, 15m still high, 1h high
            & ((rsi_3_gt_5) | (rsi_14_15m_lt_40) | aroonu_14_1h_lt_80)
            # 5m down move, 15m still high, 1h high
            & ((rsi_3_gt_5) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_50))
            # 5m down move, 15m & 4h high
            & ((rsi_3_gt_5) | (stochrsi_k_15m_lt_70) | (stochrsi_k_4h_lt_90))
            # 5m & 15m down move, 4h high
            & ((rsi_3_gt_10) | (rsi_3_15m_gt_20) | (aroonu_14_4h_lt_90))
            # 5m & 15m down move, 1d high
            & ((rsi_3_gt_10) | (rsi_3_15m_gt_20) | (stochrsi_k_1d_lt_80))
            # 5m & 15m down move, 1h high
            & ((rsi_3_gt_10) | (rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_90))
            # 5m & 1h down move, 4h still high
            & ((rsi_3_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_50))
            # 5m down move, 1h & 4h high
            & ((rsi_3_gt_10) | (aroonu_14_1h_lt_85) | (aroonu_14_4h_lt_90))
            # 5m down move, 4h high, 1d high
            & ((rsi_3_gt_10) | (aroonu_14_4h_lt_60) | (stochrsi_k_1d_lt_90))
            # 5m down move, 15m still high, 1h high
            & ((rsi_3_gt_15) | (rsi_14_15m_lt_40) | (stochrsi_k_1h_lt_90))
            # 5m down move, 15m still high, 4h high
            & ((rsi_3_gt_15) | (rsi_14_15m_lt_40) | (stochrsi_k_4h_lt_90))
            # 15m down move, 15m still not low enough, 1h high
            & (rsi_3_15m_gt_3 | (aroonu_14_15m_lt_20) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (aroonu_14_1d_lt_70))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (stochrsi_k_1h_lt_20))
            # 15m & 1h & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_1h_lt_30))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_35) | aroonu_14_4h_lt_70)
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30))
            # 15m& 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_40))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_15m_lt_50))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_85))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | aroonu_14_4h_lt_70)
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_50))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_80))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_50))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_20))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_40))
            # 15m & 1h & 4h & 1d down move, 1d high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_40) | (rsi_3_1d_gt_50) | (stochrsi_k_1d_lt_70))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_45) | (aroonu_14_4h_lt_80))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_45) | (stochrsi_k_15m_lt_50))
            # 15m & 4h & 1d down move
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (rsi_3_1d_gt_15))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_15m < 25.0))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_60))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_70))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_50))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_14_15m_lt_35) | (stochrsi_k_4h_lt_90))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_30) | (stochrsi_k_4h_lt_90))
            # 15m down move, 15m & 4h still high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_50))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_15) | (stochrsi_k_15m_lt_40) | (stochrsi_k_1h_lt_70))
            # 15m down move, 1h still high, 4h high
            & ((rsi_3_15m_gt_15) | (stochrsi_k_1h_lt_50) | (stochrsi_k_4h_lt_60))
            # 15m down move, 4h still high 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_50) | roc_9_1d_lt_50)
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_20) | rsi_3_1h_gt_20 | (aroonu_14_15m_lt_30))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_40) | (aroonu_14_15m_lt_60))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_60))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_60) | aroonu_14_4h_lt_80)
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_90))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_14_15m_lt_35) | (rsi_14_4h < 85.0))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m still not low enough, 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_30) | (stochrsi_k_4h_lt_70))
            # 15m down move, 15m still high, 4d downtrend
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_40) | (roc_9_4h_gt_neg_20))
            # 15m down move, 15m still not low enough, 1h still high
            & ((rsi_3_15m_gt_20) | (stochrsi_k_15m_lt_30) | (aroonu_14_1h_lt_50))
            # 15m down move, 15m & 1h still high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_40))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_20) | aroonu_14_1h_lt_70 | (aroonu_14_4h_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | aroonu_14_1h_lt_80)
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_80))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_40) | (stochrsi_k_1d_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_60) | (aroonu_14_1h_lt_85))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_40) | (aroonu_14_15m_lt_50))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1d_gt_25) | (stochrsi_k_4h_lt_70))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1d_gt_30) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m & 1h still high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_50))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_50) | (stochrsi_k_4h_lt_70))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_100))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_85))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_70) | (aroonu_14_4h_lt_90))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_25) | aroonu_14_4h_lt_80 | roc_9_1d_lt_50)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_45) | (aroonu_14_1h_lt_60))
            # 15m down move, 15m high, 4h still high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_50))
            # 15m down move, 15m still not low enough, 1h high
            & ((rsi_3_15m_gt_30) | (stochrsi_k_15m_lt_30) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m still high, 1d high, 1d downtrend
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_50) | (stochrsi_k_1d_lt_70) | (roc_9_1d_gt_neg_15))
            # 15m down move, 1h still high, 4h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_70))
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_70))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_80))
            # 15m down move, 4h still high, 4h overbought
            & ((rsi_3_15m_gt_35) | (stochrsi_k_4h_lt_50) | (roc_9_4h_lt_20))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_40) | (rsi_14_15m_lt_50) | aroonu_14_1h_lt_80)
            # 15m down move, 15m high, 1h high
            & ((rsi_3_15m_gt_40) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_90))
            # 15m down move, 15m high
            & ((rsi_3_15m_gt_45) | (aroonu_14_15m_lt_90))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_14_4h_lt_40))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_50))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_40))
            # 1h & 1d down move, 4h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (cmf_20_4h_gt_neg_0_40))
            # 1h down move, 1d high & overbought
            & (rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_70)
            # 1h down move, 1h still not low enough, 4h high
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_30) | (stochrsi_k_4h_lt_70))
            # 1h down move, 1d still high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 4h high, 1d downtrend
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | roc_9_1d_gt_neg_50)
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_55) | (stochrsi_k_4h_lt_80))
            # 1h down move, 1h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_1h_lt_70 | (roc_9_1d_lt_20))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_40) | (rsi_14_4h_lt_75) | (roc_9_1d_lt_100))
            # 1h down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (aroonu_14_1d_lt_85))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (roc_9_1d_lt_20))
            # 1h down move 1h high & overbought
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_90) | (roc_9_1h_lt_10))
            # 1h down move, 1h high & overbought
            & ((rsi_3_1h_gt_55) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_10))
            # 1h down move, 1d high, 1h overbought
            & ((rsi_3_1h_gt_60) | (aroonu_14_1d_lt_90) | (roc_9_1h_lt_10))
            # 4h down move, 4h still not low enough, 1d overbought
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30) | (roc_9_1d_lt_100))
            # 4h down move, 15m still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 15m still not low enough
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_30))
            # 4h down move, 4h still not low enough, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d high, 4h downtrend
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1d_lt_90) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_35) | (rsi_3_1d_gt_35) | (stochrsi_k_4h_lt_50) | (aroonu_14_1d_lt_60))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_30))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_40) | (rsi_3_1d_gt_60) | aroonu_14_1d_lt_100)
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_20))
            # 4h down move, 15m high, 4h overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_15m_lt_80) | (roc_9_4h_lt_20))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_60) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1d down move, 1h & 4h still not low enough
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_20) | (stochrsi_k_4h_lt_20))
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (aroonu_14_1h_lt_85) | (roc_9_1d_gt_neg_30))
            # 1d down move, 15m still not low enough, 1h still high
            & ((rsi_3_1d_gt_15) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_50))
            # 15m still not low enough, 1h high, 1d overbought
            & ((aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_100))
            # 15m still high, 4h high & overbought
            & ((aroonu_14_15m_lt_40) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_30))
            # 15m & 1h & 4h high
            & ((aroonu_14_15m_lt_70) | aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90))
            # 15m & 1h high, 4h overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_90) | (roc_9_4h_lt_20))
            # 15m & 1d high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_100))
            # 15m high
            & ((aroonu_14_15m_lt_80) | (stochrsi_k_15m_lt_60))
            # 15m & 4h high
            & ((aroonu_14_15m_lt_80) | (stochrsi_k_4h_lt_70))
            # 15m high, 1d overbought
            & ((aroonu_14_15m_lt_80) | roc_9_1d_lt_50)
            # 15m & 4h high
            & ((aroonu_14_15m_lt_90) | aroonu_14_4h_lt_70)
            # 15m & 1h high
            & ((aroonu_14_15m_lt_90) | (aroonu_14_1h_lt_90))
            # 1h still high, 4h high & overbought
            & ((aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_80))
            # 1h & 4h high, 1h overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_4h_lt_100 | (roc_9_1h_lt_40))
            # 1h & 1d high, 1d overbought
            & (aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 1h high, 4h & 1d overbought
            & ((aroonu_14_1h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_lt_40))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_80 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_30))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_10))
            # 4h high & overbought
            & ((aroonu_14_4h_lt_90) | (stochrsi_k_4h < 85.0) | (roc_9_4h_lt_50))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_20) | (roc_9_1d_lt_40))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_70) | (roc_9_4h_lt_30) | (roc_9_1d_lt_30))
            # 5m red, 1h still high
            & ((df["change_pct"] > -5.0) | (stochrsi_k_1h_lt_50))
            # 1d top wick, 4h down move, 4h still high
            & ((top_wick_pct_1d_lt_30) | (rsi_3_4h_gt_60) | (aroonu_14_4h_lt_50))
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 2.0)
              | (close > (high_max_6_4h * 0.75))
              | (close < (low_min_24_4h * 1.25))
            )
            # 4h high, drop but not yet near the previous lows
            & ((stochrsi_k_4h_lt_90) | (close > (close_max_48 * 0.85)) | (close < (df["low_min_24_1h"] * 1.25)))
            # 4h high, drop but not yet near the previous lows
            & (aroonu_14_4h_lt_70 | (close > (high_max_6_4h * 0.80)) | (close < (low_min_24_4h * 1.25)))
            # 1d overbought, drop but not yet near the previous lows
            & (roc_9_1d_lt_50 | (close > (high_max_6_1d * 0.70)) | (close < (low_min_12_1d * 1.25)))
            # big drop in the last 4 days, 4h down move
            & ((close > (high_max_24_4h * 0.20)) | rsi_3_4h_gt_20)
            # big drop in the last 12 days, 1h high
            & ((close > (high_max_12_1d * 0.30)) | (stochrsi_k_1h_lt_90))
            # big drop in the last 20 days, 1d down move
            & ((close > (high_max_20_1d * 0.40)) | (rsi_3_1d_gt_30))
            # big drop in the last 30 days, 4h down move, 4h still high
            & ((close > (high_max_30_1d * 0.25)) | (rsi_3_4h_gt_45) | (rsi_14_4h_lt_40))
            # big drop in the last 30 days, 1h high
            & ((close > (high_max_30_1d * 0.20)) | (stochrsi_k_1h_lt_80))
          )

          # Logic
          long_entry_logic.append(
            (willr_14 < -95.0) & (stochrsi_k < 10.0) & (close < (bbl_20_2_0 * 0.999)) & (close < (ema_20 * 0.960))
          )

        # Condition #103 - Rapid mode (Long).
        if long_entry_condition_index == 103:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(roc_2 > -0.0)
          # 15m down move, 4h high, 1d overbought
          long_entry_logic.append(
            ((rsi_3_15m_gt_10) | (stochrsi_k_4h_lt_70) | (roc_9_1d_lt_80))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_10) | rsi_3_4h_gt_20)
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | aroonu_14_1h_lt_70)
            # 15m down move, 4h high & overbought
            & ((rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_30))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_45) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_50))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_14_15m_lt_40) | (stochrsi_k_1h_lt_70))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_20) | (rsi_14_15m_lt_40) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_50) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_60) | aroonu_14_1h_lt_70)
            # 15m down move, 15m high, 4h still high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_50))
            # 15m down move, 15m & 1h still high
            & ((rsi_3_15m_gt_20) | (stochrsi_k_15m_lt_50) | (stochrsi_k_1h_lt_50))
            # 15m down move, 4h overbought
            & ((rsi_3_15m_gt_20) | (roc_9_4h_lt_70))
            # 15m down move, 15m still high, 1h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_50) | aroonu_14_1h_lt_80)
            # 15m down move, 4h & 1d high
            & ((rsi_3_15m_gt_25) | (aroonu_14_4h_lt_90) | (stochrsi_k_1d_lt_90))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_80) | (stochrsi_k_1d_lt_90))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_25) | (stochrsi_k_1h_lt_80) | (roc_9_1h_lt_20))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_30) | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_70))
            # 15m & 4h & 1d down move, 4h & 1d high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_50) | (rsi_3_1d_gt_55) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_100))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_90))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_30) | (stochrsi_k_1h_lt_70) | (aroonu_14_4h_lt_90))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_35) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_80))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_80))
            # 15m down move, 1h high, 4h overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_1h_lt_85) | (roc_9_4h_lt_80))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_40))
            # 1h down move, 4h still high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_20))
            # 1h down move, 15m still not low enough, 4h high
            & (rsi_3_1h_gt_20 | (aroonu_14_15m_lt_25) | aroonu_14_4h_lt_80)
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | (stochrsi_k_1d_lt_80))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | (roc_9_4h_lt_10))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_30) | (roc_9_4h_lt_30) | (roc_9_1d_lt_40))
            # 1h down move, 15m & 1h still high
            & ((rsi_3_1h_gt_40) | (aroonu_14_15m_lt_50) | (stochrsi_k_1h_lt_50))
            # 1h down move, 1h still high, 4h high
            & ((rsi_3_1h_gt_40) | (aroonu_14_1h_lt_50) | (aroonu_14_4h_lt_90))
            # 1h down move, 1h high, 4h overbought
            & ((rsi_3_1h_gt_40) | aroonu_14_1h_lt_70 | (roc_9_4h_lt_30))
            # 1h down move, 1h overbought
            & ((rsi_3_1h_gt_40) | (roc_9_1h_lt_30))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_45) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 1h down move, 15m & 1h still high
            & ((rsi_3_1h_gt_50) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_60) | (rsi_3_4h_gt_60) | aroonu_14_4h_lt_80)
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_60) | (rsi_3_4h_gt_60) | (stochrsi_k_4h_lt_80))
            # 4h down move, 1h & 4h downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_1h_gt_neg_30) | (roc_9_4h_gt_neg_30))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20))
            # 4h down move, 4h still high, 1d downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 1h down move, 15m & 1h still high
            & (rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_40) | (stochrsi_k_1h_lt_50))
            # 4h down move, 15m still high, 4h high
            & ((rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_50) | (aroonu_14_4h_lt_70))
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_1h_lt_70) | (roc_9_4h_gt_neg_10))
            # 4h down move, 15m still not low enough, 4h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_30) | (aroonu_14_4h_lt_70))
            # 1d down move, 4h & 1d high
            & ((rsi_3_1d_gt_55) | (aroonu_14_4h_lt_100) | (aroonu_14_1d_lt_100))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | (aroonu_14_4h_lt_80) | (roc_9_4h_lt_20))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_30))
            # 4h down move, 15m still high, 1h high
            & ((rsi_3_4h_gt_60) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_90))
            # 4h down move, 1h high, 1d overbought
            & ((rsi_3_4h_gt_60) | (stochrsi_k_1h_lt_90) | (roc_9_1d_lt_30))
            # 1d down move, 1h high, 1d downtrend
            & ((rsi_3_1d_gt_10) | (aroonu_14_1h_lt_80) | (roc_9_1d_gt_neg_10))
            # 1d down move, 4h high
            & ((rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_80))
            # 1d down move, 15m still high, 1h high
            & ((rsi_3_1d_gt_15) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1d down move, 1h & 1d overbought
            & ((rsi_3_1d_gt_45) | (roc_9_1h_lt_80) | (roc_9_1d_lt_80))
            # 15m still high, 1h & 4h high
            & ((rsi_14_15m_lt_40) | aroonu_14_1h_lt_80 | (aroonu_14_4h_lt_90))
            # 15m & 1h still high, 4h high
            & ((rsi_14_15m < 45.0) | (aroonu_14_1h_lt_40) | (stochrsi_k_4h_lt_70))
            # 15m still high, 4h high & overbought
            & ((rsi_14_15m_lt_50) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_80))
            # 15m still high, 1h high, 4h still high
            & ((aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_90) | (stochrsi_k_4h_lt_50))
            # 15m still high, 1d high
            & ((aroonu_14_15m_lt_50) | (stochrsi_k_1d_lt_90))
            # 15m & 1h
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_90))
            # 15m & 1h & 4h high
            & ((aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_70) | (aroonu_14_4h_lt_90))
            # 1h & 1d high, 4h downtrend
            & ((aroonu_14_1h_lt_40) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h & 4h high, 4h overbought
            & (aroonu_14_1h_lt_70 | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_10))
            # 1h high, 1h & 1d overbought
            & ((aroonu_14_1h_lt_90) | (roc_9_1h_lt_10) | (roc_9_1d_lt_30))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_10))
            # 4h high, 4h & 1d overbought
            & (aroonu_14_4h_lt_80 | (roc_9_4h_lt_80) | (roc_9_1d_lt_100))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 15m still high, 1h high
            & ((stochrsi_k_15m_lt_40) | (aroonu_14_1h_lt_90) | (stochrsi_k_1h_lt_90))
            # 15m still high, 1d high
            & ((stochrsi_k_15m_lt_50) | (stochrsi_k_1d_lt_90))
            # 4h high, 4h & 1d overbought
            & ((stochrsi_k_4h_lt_80) | (roc_9_4h_lt_40) | (roc_9_1d_lt_100))
            # 1d green, 4h down move, 4h still high
            & ((change_pct_1d_lt_40) | (rsi_3_4h_gt_35) | (aroonu_14_4h_lt_40))
            # 1d top wick, 4h high
            & ((top_wick_pct_1d_lt_30) | (aroonu_14_4h_lt_90))
            # pump, 4h overbought
            & ((((df["high_max_6_1h"] - df["low_min_6_1h"]) / df["low_min_6_1h"]) < 0.5) | (roc_9_4h_lt_50))
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 2.0)
              | (close > (high_max_6_4h * 0.85))
              | (close < (low_min_24_4h * 1.25))
            )
            # pump, 1h high
            & ((((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 4.0) | (stochrsi_k_1h_lt_90))
            # big drop in the last 2 days, 1d down move
            & ((close > (high_max_12_4h * 0.30)) | (rsi_3_1d_gt_30))
            # big drop in the last 12 days, 1h still high
            & ((close > (high_max_12_1d * 0.25)) | (aroonu_14_1h_lt_50))
            # big drop in the last 12 days, 1h still not low enough
            & ((close > (high_max_12_1d * 0.10)) | (stochrsi_k_1h_lt_30))
            # big drop in the last 12 days, 15m still high
            & ((close > (high_max_12_1d * 0.20)) | (aroonu_14_15m_lt_50))
            # big drop in the last 20 days, 4h down move
            & ((close > (high_max_20_1d * 0.10)) | rsi_3_4h_gt_20)
          )

          # Logic
          long_entry_logic.append(
            (rsi_4 < 45.0)
            & (rsi_14 > 35.0)
            & (rsi_20 < rsi_20_shift.shift(1))
            & (aroonu_14_lt_25)
            & (close < sma_16 * 0.960)
          )

        # Condition #104 - Rapid mode (Long).
        if long_entry_condition_index == 104:
          # Protections
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          # 5m & 4h & 1d down move
          long_entry_logic.append(
            ((rsi_3_gt_3) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_20))
            # 5m & 4h down move, 1d downtrend
            & ((rsi_3_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 5m & 1h down move, 1h still high
            & ((rsi_3_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 4h & 1d down move
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 15m & 1h down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3))
            # 15m & 1h down move, 4h still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_5) | (rsi_14_4h < 35.0))
            # 15m & 1h down move, 1d still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_50))
            # 15m & 1h down move, 1h still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_30))
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_30) | (rsi_14_4h_lt_40))
            # 15m & 1h & 4h down move
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (rsi_3_4h_gt_15))
            # 15m & 1h & 4h down move, 15m downtrend
            & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (cmf_20_15m_gt_neg_0_20))
            # 15m & 1h down move, 4h still not low enough
            & ((rsi_3_15m_gt_5) | rsi_3_1h_gt_20 | (aroonu_14_4h_lt_20))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50))
            # 15m & 1h down move, 15m & 1h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (cmf_20_15m_gt_neg_0_40) | (cmf_20_1h_gt_neg_0_40))
            # 15m & 1h down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_20))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_40) | (roc_9_4h_lt_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | aroonu_14_1h_lt_80)
            # 15m & 4h down move, 1h & 4h downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (cmf_20_1h_gt_neg_0_20) | (cmf_20_4h_gt_neg_0_20))
            # 15m & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_30))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_90))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (roc_9_1d_gt_neg_25))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_20))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_80)
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_15) | rsi_3_1h_gt_20 | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | aroonu_14_4h_lt_70)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_30) | (aroonu_14_1h_lt_40))
            # 15m down move, 4h still high, 4h downtrend
            & ((rsi_3_15m_gt_15) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 15m down move, 1d high, 4h overbought
            & ((rsi_3_15m_gt_15) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_50))
            # 15m & 3h down move, 15m still not low enough
            & ((rsi_3_15m_gt_20) | rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_20))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_25) | (rsi_14_1h_lt_40))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_25) | aroonu_14_4h_lt_70)
            # 15m down move, 15m still not low enough, 1d overbought
            & ((rsi_3_15m_gt_25) | (stochrsi_k_15m_lt_20) | (roc_9_1d_lt_80))
            # 1h & 4h down move
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 1h & 4h down move
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_50))
            # 1h down move, 1h still high
            & ((rsi_3_1h_gt_5) | (aroonu_14_1h_lt_50))
            # 1h down move, 4h high
            & ((rsi_3_1h_gt_5) | (aroonu_14_4h_lt_85))
            # 1h & 4h down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_30))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_1d_lt_50))
            # 1h & 1d down move, 1h still moving lower
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (cci_20_change_pct_1h_gt_neg_0))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_10) | (aroonu_14_1d_lt_85) | (roc_9_4h_gt_neg_10))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_50))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_30))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_20))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_25) | (rsi_3_1d_gt_25))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_40) | (aroonu_14_1h_lt_80))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_70))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_70))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_60) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | roc_9_1d_lt_50)
            # 1h & 4h down move, 1h still high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (stochrsi_k_1h_lt_50))
            # 1h & 1d down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_70))
            # 4h & 1d down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_40) | (aroonu_14_1d_lt_80))
            # 1h down move, 1h still high, 4h high
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_50) | aroonu_14_4h_lt_70)
            # 1h down move, 4h high
            & (rsi_3_1h_gt_20 | (stochrsi_k_4h_lt_90))
            # 1h down move, 1h & 1d high
            & ((rsi_3_1h_gt_25) | aroonu_14_1h_lt_70 | (aroonu_14_1d_lt_90))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1h still high, 1d overbought
            & ((rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_45) | aroonu_14_4h_lt_80)
            # 1h & dh down move, 4h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_85))
            # 1h down move, 4h still not low enough, 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_30) | roc_9_1d_lt_50)
            # 1h down move, 1h still not low enough, 4h downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_30) | (roc_9_4h_gt_neg_20))
            # 1h down move, 4h still high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_20))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_40) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_20))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_20))
            # 4h down move, 15m not low enough, 1h still high
            & ((rsi_3_4h_gt_3) | (stochrsi_k_15m_lt_20) | (stochrsi_k_1h_lt_40))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_20) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (aroonu_14_1d_lt_70))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_5) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_5) | (stochrsi_k_1d_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h downtrend, 1h still not low enough
            & ((rsi_3_4h_gt_10) | (cmf_20_1h_gt_neg_0_25) | (aroonu_14_1h_lt_30))
            # 4h down move, 1h & 1d downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_1h_gt_neg_20) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_45) | (stochrsi_k_4h_lt_40))
            # 4h & 1d down move, 1d high
            & (rsi_3_4h_gt_20 | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_60))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_70) | roc_9_1d_lt_50)
            # 4h down move, 1h still high, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h high
            & (rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_80))
            # 4h down move, 1d high, 1h downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_70) | (roc_9_1h_gt_neg_10))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_40) | (roc_9_1d_lt_100))
            # 4h down move, 4h high, 1h downtrend
            & ((rsi_3_4h_gt_30) | aroonu_14_4h_lt_80 | (roc_9_1h_gt_neg_30))
            # 4h down move, 4h still high, 1d overbought
            & ((rsi_3_4h_gt_35) | (aroonu_14_4h_lt_50) | (roc_9_1d_lt_40))
            # 4h down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_40) | (aroonu_14_4h_lt_50) | aroonu_14_1d_lt_100)
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_40) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 1d down move, 1h still not low enough
            & ((rsi_3_1d_gt_5) | (stochrsi_k_1h_lt_20))
            # 1h & 4h high, 4h overbought
            & ((aroonu_14_1h_lt_60) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_30))
            # 4h & 1d high, 4h overbought
            & ((aroonu_14_4h_lt_60) | aroonu_14_1d_lt_100 | (roc_9_4h_lt_40))
            # 4h & 1d high,1d overbought
            & (aroonu_14_4h_lt_70 | aroonu_14_1d_lt_100 | roc_9_1d_lt_50)
            # 1d red, 4h down move, 1h still high
            & ((change_pct_1d_gt_neg_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_50))
            # 1d top wick, 4h down move, 1d high
            & ((top_wick_pct_1d_lt_20) | (rsi_3_4h_gt_40) | (aroonu_14_1d_lt_100))
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_24_4h - low_min_24_4h) / low_min_24_4h) < 2.0)
              | (close > (high_max_12_4h * 0.60))
              | (close < (low_min_24_4h * 1.10))
            )
            # pump, drop but not yet near the previous lows
            & (
              (((high_max_12_1d - low_min_12_1d) / low_min_12_1d) < 5.0)
              | (close > (high_max_6_1d * 0.30))
              | (close < (low_min_12_1d * 1.25))
            )
            # big drop in the last hour
            & (close > (close_max_12 * 0.50))
            # big drop in the last 12 days, 15m & 4h down move
            & ((close > (high_max_12_1d * 0.40)) | (rsi_3_15m_gt_10) | (rsi_3_4h_gt_10))
            # big drop in the last 20 days, 15m & 1h down move
            & ((close > (high_max_20_1d * 0.40)) | (rsi_14_15m < 10.0) | (rsi_14_1h < 10.0))
            # big drop in the last 20 days, 1d down move
            & ((close > (high_max_20_1d * 0.25)) | (rsi_3_1d_gt_30))
            # big drop in the last 20 days, 4h still not low enough
            & ((close > (high_max_20_1d * 0.10)) | (rsi_14_4h_lt_30))
            # big drop in the last 30 days, 4h down move
            & ((close > (high_max_30_1d * 0.25)) | rsi_3_4h_gt_20)
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_lt_40)
            & (aroonu_14_lt_25)
            & (stochrsi_k_lt_20)
            & (aroonu_14_15m_lt_25)
            & (stochrsi_k_15m_lt_30)
            & (close < df["EMA_16"] * 0.975)
            & (((df["EMA_50"] - df["EMA_200"]) / close * 100.0) < -5.5)
          )

        # Condition #120 - Grind mode (Long).
        if long_entry_condition_index == 120:
          # Protections
          long_entry_logic.append(num_open_long_grind_mode < self.grind_mode_max_slots)
          long_entry_logic.append(protections_long_global == True)
          long_entry_logic.append(is_pair_long_grind_mode)
          long_entry_logic.append(rsi_3 <= 50.0)
          long_entry_logic.append(rsi_3_15m >= 20.0)
          long_entry_logic.append(rsi_3_1h >= 10.0)
          long_entry_logic.append(rsi_3_4h >= 10.0)
          long_entry_logic.append(rsi_14_1h_lt_80)
          long_entry_logic.append(rsi_14_4h_lt_80)
          long_entry_logic.append(rsi_14_1d_lt_80)
          long_entry_logic.append(aroonu_14_15m_lt_70)
          long_entry_logic.append(aroonu_14_1h_lt_100)
          long_entry_logic.append(aroonu_14_4h_lt_100)
          long_entry_logic.append(aroonu_14_1d_lt_100)
          long_entry_logic.append(stochrsi_k_1d_lt_90)

          # Logic
          long_entry_logic.append(
            (stochrsi_k_lt_20) & (willr_14 < -80.0) & (aroonu_14_lt_25) & (close < (ema_20 * 0.978))
          )

        # Condition #141 - Top Coins mode (Long).
        if long_entry_condition_index == 141:
          # Protections
          long_entry_logic.append(is_pair_long_top_coins_mode)
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 15m down move, 15m high
            ((rsi_3_gt_3) | (rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70))
            # 5m & 15m down move, 4h still high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_15) | (stochrsi_k_4h_lt_50))
            # 5m & 15m down move, 15m high
            & ((rsi_3_gt_3) | (rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70))
            # 5m & 1h down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_15) | (aroonu_14_15m_lt_40))
            # 5m & 1h down move, 1h high
            & ((rsi_3_gt_3) | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_80))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_5) | (aroonu_14_15m_lt_40))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_40))
            # 5m & 4h down move, 15m still high
            & ((rsi_3_gt_3) | rsi_3_4h_gt_20 | (stochrsi_k_15m_lt_50))
            # 5m & 4h down move, 1h high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_45) | (stochrsi_k_1h_lt_80))
            # 5m & 1d down move, 15m high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_10) | (aroonu_14_15m_lt_70))
            # 5m & 1d down move, 15m stil high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_10) | (stochrsi_k_15m_lt_40))
            # 5m & 1d down move, 4h still high
            & ((rsi_3_gt_3) | (rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_40))
            # 5m down move, 1h high
            & ((rsi_3_gt_3) | (stochrsi_k_1h_lt_90))
            # 5m down move, 15m & 1d high
            & ((rsi_3_gt_5) | (aroonu_14_15m_lt_60) | aroonu_14_1d_lt_100)
            # 5m down move, 1h & 1d high
            & ((rsi_3_gt_10) | aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100)
            # 15m & 1h down move, 1d overbought
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (roc_9_1d_lt_100))
            # 15m & 1h down move, 1h still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_20))
            # 15m & 1h down move, 1d overbought
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (roc_9_1d_lt_60))
            # 15m & 1h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 1d still high
            & (rsi_3_15m_gt_3 | rsi_3_1h_gt_20 | (stochrsi_k_1d_lt_50))
            # 15m & 1h & 4h down move, 1d downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_25) | (rsi_14_4h_lt_40) | (roc_9_1d_gt_neg_10))
            # 15m & 1h down move, 15m still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_50))
            # 15m & 1h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | (aroonu_14_1d_lt_80))
            # 15m & 1h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_85))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_40) | (stochrsi_k_1h_lt_80))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_80))
            # 15m & 1h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_45) | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 15m downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_3) | (cmf_20_15m_gt_neg_0_30))
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_40))
            # 15m down move, 1h high, 4h overbought
            & (rsi_3_15m_gt_3 | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 15m down move, 1d high & overbought
            & (rsi_3_15m_gt_3 | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_10))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_50))
            # 15m & 1h & 4h down move, 15m still not low enough, 1h still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_70))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80))
            # 15m & 1d down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_10) | (aroonu_14_1d_lt_40))
            # 15m down move, 15m downtrend, 1d high
            & ((rsi_3_15m_gt_5) | (cmf_20_15m_gt_neg_0_40) | aroonu_14_1d_lt_100)
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_5) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_10))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_85))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_85))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_15m_lt_50))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 1d still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1d_lt_50))
            # 15m & 1h & 4h & 1d down move, 1h still not low enough
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_30))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_15m_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (aroonu_14_1h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_60))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_15m_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_80))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_lt_20))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (rsi_14_1d_lt_70))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_15m_lt_60))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | roc_9_1d_lt_50)
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_30))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_45) | aroonu_14_4h_lt_70)
            # 15m down move, 1h high
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_90))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_50))
            # 15m & 1d down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_30) | (stochrsi_k_1d_lt_60))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_60) | (aroonu_14_1h_lt_100))
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_60) | aroonu_14_4h_lt_70)
            # 15m down move, 15m high, 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_80))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_100))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_20))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_80))
            # 15m & 1h & 1d down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_90))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_50))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_20) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_60))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_90))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_30))
            # 15m down move, 15m downtrend, 1h high
            & ((rsi_3_15m_gt_15) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1h_lt_60))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_20))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100)
            # 15m down move, 4h & 1d overbought
            & ((rsi_3_15m_gt_15) | (roc_9_4h_lt_20) | (roc_9_1d_lt_80))
            # 15m & 1h & 1d down move, 4h still high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 15m & 1h down move, 4h high & overbought
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_30) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_20) | (aroonu_14_1h_lt_80) | (roc_9_1d_lt_10))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m down move, 4h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_4h_lt_80) | (roc_9_1d_gt_neg_30))
            # 15m & 1h & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | (aroonu_14_4h_lt_70))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_25) | (rsi_3_4h_gt_30) | (stochrsi_k_15m_lt_70))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 15m & 4h down mve, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_30) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_90))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_10))
            # 15m down move, 15m high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_90))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_10))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_10))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (stochrsi_k_15m_lt_20))
            # 1h & 4h down move, 4h downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_10))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_60))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_40))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_25) | (stochrsi_k_4h_lt_60))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_40) | aroonu_14_4h_lt_70)
            # 1h & 1d down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_15) | (aroonu_14_1h_lt_20))
            # 1h & 1d down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_20) | (aroonu_14_1h_lt_30))
            # 1h down move, 15m downtrend, 1d high
            & ((rsi_3_1h_gt_10) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h high, 4h high
            & ((rsi_3_1h_gt_10) | (aroonu_14_1h_lt_70) | (stochrsi_k_4h_lt_80))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_40))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_50))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1d > -30.0))
            # 1h & 1d down move, 4h downtrend
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_15) | (roc_9_4h_gt_neg_30))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_50))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (aroonu_14_1d_lt_70))
            # 1h down move, 1h still high, 1d high
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (stochrsi_k_1d_lt_80))
            # 1h down move, 1h still high, 4h overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_4h_lt_10))
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_1d > -30.0))
            # 1h down move, 4h still high, 1d overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_1d_lt_40))
            # 1h down move, 1d high, 4h downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_20))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_30) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_35) | aroonu_14_1h_lt_70)
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_100)
            # 1h & 4h down move, 1d downtrend
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_25) | (roc_9_1d_gt_neg_30))
            # 1h down move, 15m still high, 1d high
            & (rsi_3_1h_gt_20 | (aroonu_14_15m_lt_40) | (aroonu_14_1d_lt_90))
            # 1h down move, 1h high, 1d overbought
            & (rsi_3_1h_gt_20 | (aroonu_14_1h_lt_60) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | aroonu_14_1h_lt_80)
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1d high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_35) | (rsi_14_1d_lt_80))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_40))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_30) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_20))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_30) | (aroonu_14_4h_lt_90) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 1h still high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_35) | (stochrsi_k_1h_lt_50))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_35) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_80)
            # 1h down move, 1h high , 1d overbought
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_80) | (roc_9_1d_lt_30))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_100))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_45) | (rsi_3_1d_gt_45) | aroonu_14_1h_lt_80)
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_75) | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 1d high & overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_60) | (stochrsi_k_1d_lt_70) | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_25))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_60) | (rsi_3_1d_gt_60) | aroonu_14_1h_lt_70)
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_20) | (rsi_14_1d_lt_40))
            # 4h down move, 1h still not low enough, 4h downtrend
            & ((rsi_3_4h_gt_3) | (aroonu_14_1h_lt_20) | (roc_9_4h_gt_neg_10))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_30) | (stochrsi_k_1d_lt_40))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_1h_lt_90))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_5) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_10))
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_60))
            # 4h & 1d down move, 4h downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_40))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (roc_9_1d > -30.0))
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_30) | (aroonu_14_1h_lt_100))
            # 4h down move, 15m still high, 1h still high
            & ((rsi_3_4h_gt_10) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_50))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_80))
            # 4h down move, 1h still not low enough, 4h downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_20) | (roc_9_4h_gt_neg_20))
            # 4h & 1d down move, 15m still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_15) | (stochrsi_k_15m_lt_50))
            # 4h & 1d down move, 1h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (aroonu_14_1d_lt_60))
            # 4h & 1d down move, 4h high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_70)
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_30) | (stochrsi_k_4h_lt_50))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_40) | (aroonu_14_1d_lt_70))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d > 50.0) | (stochrsi_k_4h_lt_40))
            # 4h down move, 1d still high, 4h still not low enough
            & ((rsi_3_4h_gt_15) | (rsi_14_1d_lt_40) | (stochrsi_k_4h_lt_30))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_10))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_1d_lt_50) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1h downtrend, 1d overbought
            & ((rsi_3_4h_gt_15) | (roc_9_1h_gt_neg_10) | (roc_9_1d_lt_200))
            # 4h down move, 4h high, 4h downtrend
            & (rsi_3_4h_gt_20 | (aroonu_14_4h_lt_60) | (roc_9_4h_gt_neg_20))
            # 4h down move, 1d high & overbought
            & (rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_70))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_25) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_10))
            # 1h down move, 4h still not low enough, 1d downtrend
            & (rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_30) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_80))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_25) | (stochrsi_k_1h_lt_70))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_40) | (roc_9_1d_lt_30))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_30) | (rsi_3_1d_gt_30) | (stochrsi_k_4h_lt_50))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_30) | (rsi_3_1d_gt_60) | (aroonu_14_1d_lt_90))
            # 4h down move, 15m & 4h high
            & ((rsi_3_4h_gt_30) | (aroonu_14_15m_lt_70) | aroonu_14_4h_lt_70)
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_30) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_20))
            # 4h down move, 15m still high, 1h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_100))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_40) | aroonu_14_1h_lt_80)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_20))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_55) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_80))
            # 1d down move, 1d high, 4h downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_40))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_30) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 1d down move, 4h high, 1d overbought
            & ((rsi_3_1d_gt_45) | (stochrsi_k_4h_lt_90) | (roc_9_1d_lt_10))
            # 1d down move, 1d high & overbought
            & ((rsi_3_1d_gt_55) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_10))
            # 1d down move, 1d overbought
            & ((rsi_3_1d_gt_60) | (roc_9_1d_lt_200))
            # 15m & 1h high, 4h overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_4h_lt_15))
            # 15m & 1h high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_100))
            # 15m & 1h high, 1d downtrend
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_1d_gt_neg_10))
            # 15m high, 1d high & overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_90) | (roc_9_1d_lt_30))
            # 15m high, 1d high & overbought
            & ((aroonu_14_15m_lt_70) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 15m high, 1h high, 1d downtrend
            & ((aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 1h & 4h high, 4h overbought
            & ((aroonu_14_1h_lt_90) | (aroonu_14_4h_lt_90) | (roc_9_4h_lt_10))
            # 1h & 4h high, 1d overbought
            & ((aroonu_14_1h_lt_90) | aroonu_14_4h_lt_100 | roc_9_1d_lt_50)
            # 1h & 1d high, 1d overbought
            & ((aroonu_14_1h_lt_100) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_40))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_50))
            # 4h & 1d high, 1d overbought
            & ((aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100 | roc_9_1d_lt_50)
            # 1h high, 1h & 4h overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_1h_lt_20) | (roc_9_4h_lt_20))
            # 4h & 1d overbought
            & ((roc_9_4h_lt_100) | (roc_9_1d_lt_200))
          )

          # Logic
          long_entry_logic.append(
            (rsi_20 < rsi_20_shift.shift(1)) & (rsi_3 < 30.0) & (aroonu_14_lt_25) & (close < sma_16 * 0.960)
          )

        # Condition #142 - Top Coins mode (Long).
        if long_entry_condition_index == 142:
          # Protections
          long_entry_logic.append(is_pair_long_top_coins_mode)
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 4h down move, 15m high
            ((rsi_3_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_15m_lt_40))
            # 5m & 1d down move, 15m high
            & ((rsi_3_gt_10) | (rsi_3_1d_gt_30) | (aroonu_14_15m_lt_80))
            # 5m down move, 1h & 1d high
            & ((rsi_3_gt_10) | aroonu_14_1h_lt_80 | aroonu_14_1d_lt_100)
            # 5m down move, 15m & 1h high
            & ((rsi_3_gt_10) | (aroonu_14_15m_lt_85) | (aroonu_14_1h_lt_100))
            # 15m & 1h & 4h down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (rsi_3_4h_gt_15))
            # 15m & 1h & 4h down move, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_4h_lt_20))
            # 15m & 1h down move, 1d high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (aroonu_14_1d_lt_70))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 1d overbought
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_10) | (roc_9_1d_lt_60))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50))
            # 15m & 1h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 15m high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_70))
            # 15m & 1h down move, 1h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_75))
            # 15m & 4h down move, 1d downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_25) | (aroonu_14_4h_lt_40))
            # 15m down move, 1h high, 4h overbought
            & (rsi_3_15m_gt_3 | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 15m down move, 4h high
            & (rsi_3_15m_gt_3 | (aroonu_14_4h_lt_90))
            # 15m down move, 1h high, 1d overbought
            & (rsi_3_15m_gt_3 | (stochrsi_k_1h_lt_60) | (roc_9_1d_lt_20))
            # 15m down move, 4h high
            & (rsi_3_15m_gt_3 | (stochrsi_k_4h_lt_80))
            # 15m & 1d down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (aroonu_14_1d_lt_40))
            # 15m & 1h down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_5) | (stochrsi_k_15m_lt_30))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_50))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_70))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_5) | rsi_3_4h_gt_20 | (aroonu_14_15m_lt_60))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_85))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_60))
            # 15m & 1h & 4h down move, 15m still not low enough, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_30) | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_5) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80))
            # 15m down move, 4h high, 1h overbought
            & ((rsi_3_15m_gt_5) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_10))
            # 15m & 1h & 4h & 1d down mode, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_20) | (roc_9_1d_gt_neg_50))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_85))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (stochrsi_k_4h_lt_60))
            # 15m & 1h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 15m high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | (aroonu_14_15m_lt_60))
            # 15m & 1h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (aroonu_14_15m_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (roc_9_1d_lt_60))
            # 15m & 4h down move, 1d still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_50))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_80))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (roc_9_1d_lt_20))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (rsi_14_1d_lt_70))
            # 15m & 4h down move, 4h still high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_4h_lt_50))
            # 14m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1d_lt_80))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | (stochrsi_k_1d_lt_80))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_10) | rsi_3_4h_gt_20 | roc_9_1d_lt_50)
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 1d high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_30) | (roc_9_1d_lt_30))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_90))
            # 15m & 4h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_35) | (roc_9_4h_lt_10))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | (aroonu_14_15m_lt_70))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_50))
            # 15m down move, 15m high, 1h high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_70) | (stochrsi_k_1h_lt_80))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_10) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_100))
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_20))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_25) | aroonu_14_4h_lt_100)
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_90))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_15) | (roc_9_1d_gt_neg_20))
            # 15m & 4h down move, 1d overbought
            & ((rsi_3_15m_gt_15) | rsi_3_4h_gt_20 | roc_9_1d_lt_50)
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_90))
            # 15m & 4h down move, 4h overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_45) | (roc_9_4h_lt_20))
            # 15m & 1d down move, 4h high
            & ((rsi_3_15m_gt_15) | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m downtrend, 1h high
            & ((rsi_3_15m_gt_15) | (cmf_20_15m_gt_neg_0_40) | (aroonu_14_1h_lt_60))
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_50) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_15m_lt_70) | (roc_9_1d_lt_10))
            # 15m down move, 1h & 4h high
            & ((rsi_3_15m_gt_15) | (aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100)
            # 15m down move, 1d high & overbought
            & ((rsi_3_15m_gt_15) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_20) | (stochrsi_k_1h_lt_60))
            # 15m & 1h & 4h & 1d down move, 1h high
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_40) | (rsi_3_4h_gt_40) | (rsi_3_1d_gt_40) | (stochrsi_k_1h_lt_70))
            # 15m & 1h & 1d down move, 4h still high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_20) | (aroonu_14_15m_lt_70))
            # 15m & 4h down move, 15m still high
            & ((rsi_3_15m_gt_20) | (rsi_3_4h_gt_20) | (stochrsi_k_15m_lt_50))
            # 15m down move, 15m & 1h high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100))
            # 15m down move, 15m high, 1d high
            & ((rsi_3_15m_gt_20) | (aroonu_14_15m_lt_90) | aroonu_14_1d_lt_100)
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1h high & overbought
            & ((rsi_3_15m_gt_20) | (stochrsi_k_1h_lt_90) | (roc_9_1h_lt_10))
            # 15m & 1h & 4h down move, 4h high
            & ((rsi_3_15m_gt_25) | (rsi_3_1h_gt_30) | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_70)
            # 15m down move, 15m still high, 4h high
            & ((rsi_3_15m_gt_25) | (aroonu_14_15m_lt_50) | aroonu_14_4h_lt_80)
            # 15m & 4h down mve, 1h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_80))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_30) | (rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_80))
            # 15m down move, 1h high, 1d downtrend
            & ((rsi_3_15m_gt_30) | (aroonu_14_1h_lt_90) | (roc_9_1d_gt_neg_10))
            # 15m down move, 15m high, 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (stochrsi_k_4h_lt_80))
            # 15m down move, 15m & 4h high
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_90))
            # 15m down move, 15m high, 1d overbought
            & ((rsi_3_15m_gt_35) | (aroonu_14_15m_lt_80) | roc_9_1d_lt_50)
            # 15m down move, 1d high, 1h overbought
            & ((rsi_3_15m_gt_40) | (stochrsi_k_1d_lt_80) | (roc_9_1h_lt_20))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_3) | (rsi_3_4h_gt_25) | (roc_9_1d_lt_10))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_40))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_5) | rsi_3_4h_gt_20 | (rsi_3_1d_gt_25))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_60))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_15))
            # 1h & 4h down move, 1d still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_20))
            # 1h & 4h down move, 15m still high
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_50))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_30))
            # 1h & 4h down move, 1d overbought
            & ((rsi_3_1h_gt_10) | rsi_3_4h_gt_20 | (roc_9_1d_lt_100))
            # 1h & 1d downtrend, 1d high
            & ((rsi_3_1h_gt_10) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_70))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1h_lt_20))
            # 1h & 4h down move. 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_60))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_1d_lt_50))
            # 1h & 4h down move, 1h still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_1h_lt_30))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (stochrsi_k_15m_lt_30))
            # 1h & 4h down move, 4h still high
            & ((rsi_3_1h_gt_15) | rsi_3_4h_gt_20 | (stochrsi_k_4h_lt_40))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_20) | (stochrsi_k_1d_lt_40))
            # 1h & 1d down move, 1d high
            & ((rsi_3_1h_gt_15) | (rsi_3_1d_gt_35) | (aroonu_14_1d_lt_70))
            # 1h down move, 15m & 1d high
            & ((rsi_3_1h_gt_15) | (aroonu_14_15m_lt_70) | (aroonu_14_1d_lt_100))
            # 1h down move, 1h still high, 4h overbought
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_4h_lt_10))
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (aroonu_14_1h_lt_50) | (roc_9_1d > -30.0))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_15) | (roc_9_4h_lt_30) | roc_9_1d_lt_50)
            # 1h & 4h down move, 1h still high
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | (aroonu_14_1h_lt_50))
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 1d overbought
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_30) | (roc_9_1d_lt_100))
            # 1h & 4h down move, 1h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_35) | aroonu_14_1h_lt_70)
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_100)
            # 1h down move, 1d high, 4h & 1d overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_1d_lt_80) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought, 1d downtrend
            & ((rsi_3_1h_gt_20) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 15m high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_25) | (stochrsi_k_15m_lt_70))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_25) | (rsi_3_4h_gt_30) | (aroonu_14_4h_lt_60))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_25) | (roc_9_4h_lt_30) | (roc_9_1d_lt_60))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_50))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_60))
            # 1h & 4g down move, 4h still high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_4h_lt_50))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1h down move, 4h high, 1d overbought
            & ((rsi_3_1h_gt_35) | aroonu_14_4h_lt_70 | (roc_9_1d_lt_100))
            # 1h down move, 4h & 1d high
            & ((rsi_3_1h_gt_35) | aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100)
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_35) | (stochrsi_k_1h_lt_50) | (roc_9_1d_gt_neg_30))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_45) | (rsi_3_1d_gt_45) | aroonu_14_1h_lt_80)
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_45) | (aroonu_14_1h_lt_75) | aroonu_14_4h_lt_100)
            # 1h down move, 1h high, 1d high & overbought
            & ((rsi_3_1h_gt_45) | (stochrsi_k_1h_lt_60) | (stochrsi_k_1d_lt_70) | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought
            & ((rsi_3_1h_gt_50) | (stochrsi_k_4h_lt_90) | (roc_9_4h_lt_25))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_10) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_20) | (rsi_14_1d_lt_40))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_45) | (aroonu_14_1d_lt_70))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_5) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_10))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_5) | (stochrsi_k_1h_lt_90))
            # 4h & 1d down move, 1h still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_50))
            # 4h & 1d down move, 1h high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (stochrsi_k_1h_lt_70))
            # 4h down move, 15m still high, 1h still high
            & ((rsi_3_4h_gt_10) | (aroonu_14_15m_lt_40) | (stochrsi_k_1h_lt_50))
            # 4h down move, 1d still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 15m high
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_80))
            # 4h down move, 15m still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_15m_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 1h still high, 1d downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_50) | (roc_9_1d > -30.0))
            # 4h down move, 1h high, 4h downtrend
            & ((rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_70) | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h & 1d downtrend
            & ((rsi_3_4h_gt_10) | (roc_9_4h_gt_neg_15) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_50))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_20) | (aroonu_14_4h_lt_40))
            # 4h & 1d down move, 4h high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_25) | aroonu_14_4h_lt_70)
            # 4h & 1d down move, 15m high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d_gt_30) | (stochrsi_k_15m_lt_80))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_15) | (rsi_3_1d > 50.0) | (stochrsi_k_4h_lt_40))
            # 4h down move, 1d still high, 4h still not low enough
            & ((rsi_3_4h_gt_15) | (rsi_14_1d_lt_40) | (stochrsi_k_4h_lt_30))
            # 4h down move, 15m still not low enough, 1d high
            & ((rsi_3_4h_gt_15) | (aroonu_14_15m_lt_30) | (aroonu_14_1d_lt_70))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50) | (roc_9_4h_gt_neg_10))
            # 4h down move, 4h still not low enough, 1d downtrend
            & ((rsi_3_4h_gt_15) | (stochrsi_k_4h_lt_20) | (roc_9_1d_gt_neg_20))
            # 4h down move, 4h & 1d high
            & ((rsi_3_4h_gt_20) | (aroonu_14_4h_lt_70) | (aroonu_14_1d_lt_70))
            # 4h down move, 4h high
            & ((rsi_3_4h_gt_20) | (aroonu_14_4h_lt_80))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_20) | (aroonu_14_1d_lt_80) | (roc_9_1d_lt_70))
            # 4h down move, 4h still high, 4h downtrend
            & ((rsi_3_4h_gt_20) | (stochrsi_k_4h_lt_50) | (roc_9_4h_gt_neg_20))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_20) | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_20))
            # 4h down move, 1d overbought
            & ((rsi_3_4h_gt_20) | (roc_9_1d_lt_80))
            # 4h & 1d down move, 4h overbought
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_45) | (roc_9_4h_lt_5))
            # 4h & 1d down move, 1d overbought
            & ((rsi_3_4h_gt_25) | (rsi_3_1d_gt_45) | (roc_9_1d_lt_10))
            # 4h down move, 15m still not low enough, 4h still high
            & ((rsi_3_4h_gt_25) | (aroonu_14_15m_lt_30) | (stochrsi_k_4h_lt_40))
            # 4h down move, 1d high, 4h overbought
            & ((rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80) | (roc_9_4h_lt_5))
            # 4h & 1d down move, 4h still high
            & ((rsi_3_4h_gt_30) | (rsi_3_1d_gt_30) | (stochrsi_k_4h_lt_50))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_30) | (rsi_3_1d_gt_60) | (aroonu_14_1d_lt_90))
            # 4h down move, 4h high, 1d high
            & ((rsi_3_4h_gt_30) | (aroonu_14_4h_lt_70) | (stochrsi_k_1d_lt_80))
            # 4h down move, 1d stil high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (aroonu_14_1d_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1h high, 1d downtrend
            & ((rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_80) | (roc_9_1d_gt_neg_40))
            # 4h & 1d down move, 4h still high, 1d high
            & ((rsi_3_4h_gt_35) | (rsi_3_1d_gt_35) | (stochrsi_k_4h_lt_50) | (aroonu_14_1d_lt_60))
            # 4h down move, 15m still high, 1h high
            & ((rsi_3_4h_gt_35) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_100))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_35) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_30))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_35) | (stochrsi_k_1d_lt_80) | (roc_9_1d_lt_20))
            # 4h down move, 1h high
            & ((rsi_3_4h_gt_40) | (aroonu_14_1h_lt_80))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_45) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_20))
            # 4h down move, 4h high, 1d downtrend
            & ((rsi_3_4h_gt_45) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_25))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_50) | (aroonu_14_1d_lt_85) | (roc_9_1d_lt_200))
            # 4h down move, 4h high & overbought
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_70) | (roc_9_4h_lt_10))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_50) | (stochrsi_k_4h_lt_50) | (roc_9_1d_gt_neg_40))
            # 4h down move, 4h & 1d overbought
            & ((rsi_3_4h_gt_50) | (roc_9_4h_lt_10) | roc_9_1d_lt_50)
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_55) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_80))
            # 1d down move, 1d high, 4h downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_4h_gt_neg_40))
            # 1d down move, 1d high, 1d downtrend
            & ((rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1d down move, 1h & 4h high
            & ((rsi_3_1d_gt_30) | aroonu_14_1h_lt_70 | aroonu_14_4h_lt_100)
            # 15m & 1h high, 4h overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_4h_lt_15))
            # 15m & 1h high, 1d overbought
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_1d_lt_100))
            # 15m & 1h high, 1d downtrend
            & ((aroonu_14_15m_lt_70) | (aroonu_14_1h_lt_100) | (roc_9_1d_gt_neg_10))
            # 15m & 4h & 1d high
            & ((aroonu_14_15m_lt_70) | (aroonu_14_4h_lt_90) | aroonu_14_1d_lt_100)
            # 15m high, 1d high & overbought
            & ((aroonu_14_15m_lt_70) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_20))
            # 15m high, 1h & 4h overbought
            & ((aroonu_14_15m_lt_70) | (roc_9_1h_lt_10) | (roc_9_4h_lt_10))
            # 15m high, 4h overbought, 1d downtrend
            & ((aroonu_14_15m_lt_80) | (roc_9_4h_lt_20) | (roc_9_1d_gt_neg_30))
            # 15m & 1h high
            & ((aroonu_14_15m_lt_90) | (aroonu_14_1h_lt_100))
            # 15m & 4h high
            & ((aroonu_14_15m_lt_90) | aroonu_14_4h_lt_100)
            # 1h & 1d high, 1d overbought
            & ((aroonu_14_1h_lt_100) | aroonu_14_1d_lt_100 | (roc_9_1d_lt_10))
            # 1h & 4h high, 1h overbought
            & ((aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100 | (roc_9_1h_lt_10))
            # 1h & 4h high, 4h overbought
            & ((aroonu_14_1h_lt_100) | aroonu_14_4h_lt_100 | (roc_9_4h_lt_10))
            # 4h & 1d high, 4h overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_4h_lt_20))
            # 4h & 1d high, 1d overbought
            & (aroonu_14_4h_lt_100 | aroonu_14_1d_lt_100 | (roc_9_1d_lt_30))
            # 4h high, 1h & 4h overbought
            & (aroonu_14_4h_lt_100 | (roc_9_1h_lt_20) | (roc_9_4h_lt_40))
            # 1d high, 4h & 1d downtrend
            & ((aroonu_14_1d_lt_60) | (roc_9_4h_gt_neg_20) | (roc_9_1d_gt_neg_30))
            # 1d high, 4h & 1d overbought
            & (aroonu_14_1d_lt_100 | (roc_9_4h_lt_60) | (roc_9_1d_lt_100))
            # 15m high, 4h & 1d overbought
            & ((stochrsi_k_15m_lt_70) | (roc_9_4h_lt_20) | (roc_9_1d_lt_20))
            # 1h high, 1h & 1d overbought
            & ((stochrsi_k_1h_lt_80) | (roc_9_1h_lt_20) | (roc_9_1d_lt_100))
            # 4h high, 4h overbought, 1d downtrend
            & ((stochrsi_k_4h_lt_90) | (roc_9_4h_lt_20) | (roc_9_1d_gt_neg_20))
            # 1d high, 1h & 4h overbought
            & ((stochrsi_k_1d_lt_80) | (roc_9_1h_lt_20) | (roc_9_4h_lt_20))
          )

          # Logic
          long_entry_logic.append(
            (rsi_3_gt_5)
            & (rsi_4 < 46.0)
            # & (stochrsi_k < 20.0)
            & (rsi_20 < rsi_20_shift.shift(1))
            & (close < sma_16 * 0.960)
          )

        # Condition #143 - Top Coins mode (Long).
        if long_entry_condition_index == 143:
          # Protections
          long_entry_logic.append(is_pair_long_top_coins_mode)
          long_entry_logic.append(num_empty_288 <= allowed_empty_candles_288)
          long_entry_logic.append(protections_long_global == True)

          long_entry_logic.append(
            # 5m & 4h & 1d down move
            ((rsi_3_gt_3) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_10))
            # 5m & 4h down move, 4h still high
            & ((rsi_3_gt_3) | (rsi_3_4h_gt_10) | (stochrsi_k_4h_lt_50))
            # 15m & 1h down move, 1h still not low enough
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_3) | (aroonu_14_1h_lt_25))
            # 15m & 1h & 4h down move
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_5) | (rsi_3_4h_gt_10))
            # 15m & 1h & 4h down move, 15m still not low enough, 4h still not low enough
            & ((rsi_3_15m_gt_3) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (aroonu_14_15m_lt_20) | (aroonu_14_4h_lt_20))
            # 15m & 1h down move, 15m still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (aroonu_14_15m_lt_40))
            # 15m & 1h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (aroonu_14_4h_lt_40))
            # 15m & 1h down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_50))
            # 15m & 1h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_15) | (stochrsi_k_4h_lt_90))
            # 15m & 1h down move, 15m high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_30) | (aroonu_14_15m_lt_70))
            # 15m & 1h down move, 1d downtrend
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_35) | (roc_9_1d_gt_neg_30))
            # 15m & 1h down move, 4h high
            & (rsi_3_15m_gt_3 | (rsi_3_1h_gt_40) | (aroonu_14_1h_lt_85))
            # 15m & 4h down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_50))
            # 15m & 4h down move, 15m still high
            & (rsi_3_15m_gt_3 | rsi_3_4h_gt_20 | (aroonu_14_15m_lt_50))
            # 15m & 1d down move, 4h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1d_gt_20) | (stochrsi_k_4h_lt_50))
            # 15m & 4h down move, 1d still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_5) | (rsi_14_1d_lt_40))
            # 15m & 1h down move, 4h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_10) | (rsi_14_4h_lt_40))
            # 15m & 1h down move, 1d high
            & ((rsi_3_15m_gt_5) | (rsi_3_1h_gt_15) | (aroonu_14_1d_lt_100))
            # 15m & 4h down move, 15m still not low enough
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_15m_lt_30))
            # 15m & 4h down move, 4h high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_4h_lt_80))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_40))
            # 15m & 4h down move, 1d downtrend
            & ((rsi_3_15m_gt_5) | (rsi_3_4h_gt_10) | (roc_9_1d_gt_neg_20))
            # 15m & 1d down move, 1h still high
            & ((rsi_3_15m_gt_5) | (rsi_3_1d_gt_10) | (aroonu_14_1h_lt_50))
            # 15m & 1d down move, 1h still high
            & (rsi_3_15m_gt_3 | (rsi_3_1d_gt_25) | (stochrsi_k_1h_lt_50))
            # 15m down move, 1h high, 4h overbought
            & (rsi_3_15m_gt_3 | aroonu_14_1h_lt_70 | (roc_9_4h_lt_10))
            # 15m down move, 4h high, 1d downtrend
            & (rsi_3_15m_gt_3 | (stochrsi_k_4h_lt_70) | (roc_9_1d_gt_neg_20))
            # 15m down move, 15m still high, 1d downtrend
            & ((rsi_3_15m_gt_5) | (aroonu_14_15m_lt_50) | (roc_9_1d_gt_neg_20))
            # 15m down move, 1h high, 1d overbought
            & ((rsi_3_15m_gt_5) | (stochrsi_k_1h_lt_50) | (roc_9_1d_lt_40))
            # 15m & 1h & 4h & 1d down mode, 1d downtrend
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (rsi_3_4h_gt_20) | (rsi_3_1d_gt_20) | (roc_9_1d_gt_neg_50))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_1h_lt_60))
            # 15m & 1h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_10) | (aroonu_14_4h_lt_60))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | rsi_3_1h_gt_20 | aroonu_14_1h_lt_80)
            # 15m & 1h & 4h down move, 4h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_20) | (rsi_3_4h_gt_40) | (aroonu_14_4h_lt_80))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_25) | (stochrsi_k_1h_lt_70))
            # 15m & 1h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1h_gt_30) | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 1h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1h_lt_50))
            # 15m & 4h down move, 4h still high, 1d high & overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_40) | (aroonu_14_1d_lt_70) | (roc_9_1d_lt_10))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_20) | (stochrsi_k_1h_lt_70))
            # 15m & 4h down move, 4h overbought
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_35) | (roc_9_4h_lt_10))
            # 15m & 1d down move, 1h high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_70))
            # 15m & 1d down move, 4h still high
            & ((rsi_3_15m_gt_10) | (rsi_3_1d_gt_10) | (stochrsi_k_4h_lt_40))
            # 15m & 4h down move, 15m high
            & ((rsi_3_15m_gt_10) | (rsi_3_4h_gt_40) | (aroonu_14_15m_lt_70))
            # 15m down move, 15m high, 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_15m_lt_60) | (aroonu_14_1d_lt_100))
            # 15m down move, 1h & 1d high
            & ((rsi_3_15m_gt_10) | (aroonu_14_1h_lt_90) | (aroonu_14_1d_lt_100))
            # 15m down move, 4h high, 1d overbought
            & ((rsi_3_15m_gt_10) | (aroonu_14_4h_lt_70) | (roc_9_1d_lt_100))
            # 15m down move, 1h still high, 1d downtrend
            & ((rsi_3_15m_gt_10) | (stochrsi_k_1h_lt_50) | (roc_9_1d_gt_neg_20))
            # 15m & 1h down move, 1h high, 1d high & overbought
            & ((rsi_3_15m_gt_15) | (rsi_3_1h_gt_15) | (aroonu_14_1h_lt_70) | (aroonu_14_1d_lt_100) | (roc_9_1d_lt_10))
            # 15m & 4h down move, 1h high
            & ((rsi_3_15m_gt_15) | (rsi_3_4h_gt_35) | (aroonu_14_1h_lt_90))
            # 15m & 1h & 1d down move, 4h still high, 4h downtrend
            & ((rsi_3_15m_gt_20) | (rsi_3_1h_gt_25) | (rsi_3_1d_gt_25) | (aroonu_14_4h_lt_40) | (roc_9_4h_gt_neg_20))
            # 1h & 1d down move, 1d still high
            & ((rsi_3_1h_gt_3) | (rsi_3_1d_gt_25) | (stochrsi_k_1d_lt_40))
            # 1h & 4h down move, 1d downtrend
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_5) | (roc_9_1d_gt_neg_30))
            # 1h & 4h down move, 1d still high
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (aroonu_14_1d_lt_50))
            # 1h & 4h & 1d down move
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_10) | (rsi_3_1d_gt_20))
            # 1h & 4h down move, 4h still not low enough
            & ((rsi_3_1h_gt_5) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_30))
            # 1h down move, 4h & 1d downtrend
            & ((rsi_3_1h_gt_5) | (roc_9_4h_gt_neg_10) | (roc_9_1d_gt_neg_20))
            # 1h & 4h down move, 1d still not low enough
            & ((rsi_3_1h_gt_10) | (rsi_3_4h_gt_10) | (stochrsi_k_1d_lt_20))
            # 1h & 4h down move, 15m still not low enough
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_3) | (stochrsi_k_15m_lt_30))
            # 1h & 4h down move, 4h high
            & ((rsi_3_1h_gt_15) | (rsi_3_4h_gt_15) | (aroonu_14_4h_lt_60))
            # 1h down move, 1h still not low enough, 1d overbought
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_30) | roc_9_1d_lt_50)
            # 1h down move, 1h still high, 1d downtrend
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1h_lt_40) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high & overbought
            & ((rsi_3_1h_gt_15) | (stochrsi_k_1d_lt_90) | (roc_9_1d_lt_40))
            # 1h & 4h down move, 1h high
            & (rsi_3_1h_gt_20 | rsi_3_4h_gt_20 | aroonu_14_1h_lt_70)
            # 1h & 4h down move, 1d high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_25) | (aroonu_14_1d_lt_80))
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_35) | aroonu_14_4h_lt_70)
            # 1h & 4h down move, 4h high
            & (rsi_3_1h_gt_20 | (rsi_3_4h_gt_50) | aroonu_14_4h_lt_100)
            # 1h & 1d down move, 1d overbought
            & (rsi_3_1h_gt_20 | (rsi_3_1d_gt_40) | (roc_9_1d_lt_30))
            # 1h down move, 1d high, 1d downtrend
            & (rsi_3_1h_gt_20 | (aroonu_14_1d_lt_70) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1d high, 4h & 1d overbought
            & ((rsi_3_1h_gt_20) | (aroonu_14_1d_lt_80) | (roc_9_4h_lt_10) | (roc_9_1d_lt_40))
            # 1h down move, 4h high & overbought, 1d downtrend
            & ((rsi_3_1h_gt_20) | (stochrsi_k_4h_lt_80) | (roc_9_4h_lt_10) | (roc_9_1d_gt_neg_20))
            # 1h down move, 1h & 4h high
            & ((rsi_3_1h_gt_25) | (aroonu_14_1h_lt_80) | (aroonu_14_4h_lt_100))
            # 1h down move, 4h & 1d overbought
            & ((rsi_3_1h_gt_25) | (roc_9_4h_lt_20) | (roc_9_1d_lt_30))
            # 1h & 4h down move, 1h high
            & ((rsi_3_1h_gt_30) | (rsi_3_4h_gt_30) | (stochrsi_k_1h_lt_60))
            # 1h down move, 15m still high, 1h high
            & ((rsi_3_1h_gt_30) | (aroonu_14_15m_lt_50) | (aroonu_14_1h_lt_85))
            # 1h & 1d down move, 1h high
            & ((rsi_3_1h_gt_45) | (rsi_3_1d_gt_45) | aroonu_14_1h_lt_80)
            # 4h & 1d down move, 15m still not low enough
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_15) | (aroonu_14_15m_lt_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_3) | (rsi_3_1d_gt_25) | (aroonu_14_1d_lt_70))
            # 4h & 1d down move, 1d downtrend
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_5) | (roc_9_1d_gt_neg_30))
            # 4h & 1d down move, 1h still high
            & ((rsi_3_4h_gt_5) | (rsi_3_1d_gt_10) | (stochrsi_k_1h_lt_50))
            # 4h down move, 4h still high, 1d downtrend
            & ((rsi_3_4h_gt_5) | (stochrsi_k_4h_lt_40) | (roc_9_1d_gt_neg_20))
            # 4h & 1d down move, 1d high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_15) | (aroonu_14_1d_lt_70))
            # 4h & 1d down move, 15m still high
            & ((rsi_3_4h_gt_10) | (rsi_3_1d_gt_20) | (stochrsi_k_15m_lt_40))
            # 4h down move, 1d high & overbought
            & ((rsi_3_4h_gt_10) | (aroonu_14_1d_lt_10