diff --git a/freqtrade/constants.py b/freqtrade/constants.py
index d988a164e..653fa8c67 100644
--- a/freqtrade/constants.py
+++ b/freqtrade/constants.py
@@ -8,133 +8,87 @@ from typing import List, Literal, Tuple
 from freqtrade.enums import CandleType
 
 
-DEFAULT_CONFIG = "config.json"
-DEFAULT_EXCHANGE = "bittrex"
+DEFAULT_CONFIG = 'config.json'
+DEFAULT_EXCHANGE = 'bittrex'
 PROCESS_THROTTLE_SECS = 5  # sec
 HYPEROPT_EPOCH = 100  # epochs
 RETRY_TIMEOUT = 30  # sec
-TIMEOUT_UNITS = ["minutes", "seconds"]
-EXPORT_OPTIONS = ["none", "trades", "signals"]
-DEFAULT_DB_PROD_URL = "sqlite:///tradesv3.sqlite"
-DEFAULT_DB_DRYRUN_URL = "sqlite:///tradesv3.dryrun.sqlite"
-UNLIMITED_STAKE_AMOUNT = "unlimited"
+TIMEOUT_UNITS = ['minutes', 'seconds']
+EXPORT_OPTIONS = ['none', 'trades', 'signals']
+DEFAULT_DB_PROD_URL = 'sqlite:///tradesv3.sqlite'
+DEFAULT_DB_DRYRUN_URL = 'sqlite:///tradesv3.dryrun.sqlite'
+UNLIMITED_STAKE_AMOUNT = 'unlimited'
 DEFAULT_AMOUNT_RESERVE_PERCENT = 0.05
-REQUIRED_ORDERTIF = ["entry", "exit"]
-REQUIRED_ORDERTYPES = ["entry", "exit", "stoploss", "stoploss_on_exchange"]
-PRICING_SIDES = ["ask", "bid", "same", "other"]
-ORDERTYPE_POSSIBILITIES = ["limit", "market"]
-ORDERTIF_POSSIBILITIES = ["gtc", "fok", "ioc"]
-HYPEROPT_LOSS_BUILTIN = [
-    "ShortTradeDurHyperOptLoss",
-    "OnlyProfitHyperOptLoss",
-    "SharpeHyperOptLoss",
-    "SharpeHyperOptLossDaily",
-    "SortinoHyperOptLoss",
-    "SortinoHyperOptLossDaily",
-    "CalmarHyperOptLoss",
-    "MaxDrawDownHyperOptLoss",
-    "MaxDrawDownRelativeHyperOptLoss",
-    "ProfitDrawDownHyperOptLoss",
-]
-AVAILABLE_PAIRLISTS = [
-    "StaticPairList",
-    "VolumePairList",
-    "AgeFilter",
-    "OffsetFilter",
-    "PerformanceFilter",
-    "PrecisionFilter",
-    "PriceFilter",
-    "RangeStabilityFilter",
-    "ShuffleFilter",
-    "SpreadFilter",
-    "VolatilityFilter",
-]
-AVAILABLE_PROTECTIONS = ["CooldownPeriod", "LowProfitPairs", "MaxDrawdown", "StoplossGuard"]
-AVAILABLE_DATAHANDLERS = ["json", "jsongz", "hdf5"]
-BACKTEST_BREAKDOWNS = ["day", "week", "month"]
-BACKTEST_CACHE_AGE = ["none", "day", "week", "month"]
-BACKTEST_CACHE_DEFAULT = "day"
+REQUIRED_ORDERTIF = ['entry', 'exit']
+REQUIRED_ORDERTYPES = ['entry', 'exit', 'stoploss', 'stoploss_on_exchange']
+PRICING_SIDES = ['ask', 'bid', 'same', 'other']
+ORDERTYPE_POSSIBILITIES = ['limit', 'market']
+ORDERTIF_POSSIBILITIES = ['gtc', 'fok', 'ioc']
+HYPEROPT_LOSS_BUILTIN = ['ShortTradeDurHyperOptLoss', 'OnlyProfitHyperOptLoss',
+                         'SharpeHyperOptLoss', 'SharpeHyperOptLossDaily',
+                         'SortinoHyperOptLoss', 'SortinoHyperOptLossDaily',
+                         'CalmarHyperOptLoss',
+                         'MaxDrawDownHyperOptLoss', 'MaxDrawDownRelativeHyperOptLoss',
+                         'ProfitDrawDownHyperOptLoss']
+AVAILABLE_PAIRLISTS = ['StaticPairList', 'VolumePairList',
+                       'AgeFilter', 'OffsetFilter', 'PerformanceFilter',
+                       'PrecisionFilter', 'PriceFilter', 'RangeStabilityFilter',
+                       'ShuffleFilter', 'SpreadFilter', 'VolatilityFilter']
+AVAILABLE_PROTECTIONS = ['CooldownPeriod', 'LowProfitPairs', 'MaxDrawdown', 'StoplossGuard']
+AVAILABLE_DATAHANDLERS = ['json', 'jsongz', 'hdf5']
+BACKTEST_BREAKDOWNS = ['day', 'week', 'month']
+BACKTEST_CACHE_AGE = ['none', 'day', 'week', 'month']
+BACKTEST_CACHE_DEFAULT = 'day'
 DRY_RUN_WALLET = 1000
-DATETIME_PRINT_FORMAT = "%Y-%m-%d %H:%M:%S"
+DATETIME_PRINT_FORMAT = '%Y-%m-%d %H:%M:%S'
 MATH_CLOSE_PREC = 1e-14  # Precision used for float comparisons
-DEFAULT_DATAFRAME_COLUMNS = ["date", "open", "high", "low", "close", "volume"]
+DEFAULT_DATAFRAME_COLUMNS = ['date', 'open', 'high', 'low', 'close', 'volume']
 # Don't modify sequence of DEFAULT_TRADES_COLUMNS
 # it has wide consequences for stored trades files
-DEFAULT_TRADES_COLUMNS = ["timestamp", "id", "type", "side", "price", "amount", "cost"]
-TRADING_MODES = ["spot", "margin", "futures"]
-MARGIN_MODES = ["cross", "isolated", ""]
+DEFAULT_TRADES_COLUMNS = ['timestamp', 'id', 'type', 'side', 'price', 'amount', 'cost']
+TRADING_MODES = ['spot', 'margin', 'futures']
+MARGIN_MODES = ['cross', 'isolated', '']
 
-LAST_BT_RESULT_FN = ".last_result.json"
-FTHYPT_FILEVERSION = "fthypt_fileversion"
+LAST_BT_RESULT_FN = '.last_result.json'
+FTHYPT_FILEVERSION = 'fthypt_fileversion'
 
-USERPATH_HYPEROPTS = "hyperopts"
-USERPATH_STRATEGIES = "strategies"
-USERPATH_NOTEBOOKS = "notebooks"
-USERPATH_FREQAIMODELS = "freqaimodels"
+USERPATH_HYPEROPTS = 'hyperopts'
+USERPATH_STRATEGIES = 'strategies'
+USERPATH_NOTEBOOKS = 'notebooks'
 
-TELEGRAM_SETTING_OPTIONS = ["on", "off", "silent"]
-WEBHOOK_FORMAT_OPTIONS = ["form", "json", "raw"]
+TELEGRAM_SETTING_OPTIONS = ['on', 'off', 'silent']
+WEBHOOK_FORMAT_OPTIONS = ['form', 'json', 'raw']
 
-ENV_VAR_PREFIX = "FREQTRADE__"
+ENV_VAR_PREFIX = 'FREQTRADE__'
 
-NON_OPEN_EXCHANGE_STATES = ("cancelled", "canceled", "closed", "expired")
+NON_OPEN_EXCHANGE_STATES = ('cancelled', 'canceled', 'closed', 'expired')
 
 # Define decimals per coin for outputs
 # Only used for outputs.
 DECIMAL_PER_COIN_FALLBACK = 3  # Should be low to avoid listing all possible FIAT's
 DECIMALS_PER_COIN = {
-    "BTC": 8,
-    "ETH": 5,
+    'BTC': 8,
+    'ETH': 5,
 }
 
-DUST_PER_COIN = {"BTC": 0.0001, "ETH": 0.01}
+DUST_PER_COIN = {
+    'BTC': 0.0001,
+    'ETH': 0.01
+}
 
 # Source files with destination directories within user-directory
 USER_DATA_FILES = {
-    "sample_strategy.py": USERPATH_STRATEGIES,
-    "sample_hyperopt_loss.py": USERPATH_HYPEROPTS,
-    "strategy_analysis_example.ipynb": USERPATH_NOTEBOOKS,
+    'sample_strategy.py': USERPATH_STRATEGIES,
+    'sample_hyperopt_loss.py': USERPATH_HYPEROPTS,
+    'strategy_analysis_example.ipynb': USERPATH_NOTEBOOKS,
 }
 
 SUPPORTED_FIAT = [
-    "AUD",
-    "BRL",
-    "CAD",
-    "CHF",
-    "CLP",
-    "CNY",
-    "CZK",
-    "DKK",
-    "EUR",
-    "GBP",
-    "HKD",
-    "HUF",
-    "IDR",
-    "ILS",
-    "INR",
-    "JPY",
-    "KRW",
-    "MXN",
-    "MYR",
-    "NOK",
-    "NZD",
-    "PHP",
-    "PKR",
-    "PLN",
-    "RUB",
-    "UAH",
-    "SEK",
-    "SGD",
-    "THB",
-    "TRY",
-    "TWD",
-    "ZAR",
-    "USD",
-    "BTC",
-    "ETH",
-    "XRP",
-    "LTC",
-    "BCH",
+    "AUD", "BRL", "CAD", "CHF", "CLP", "CNY", "CZK", "DKK",
+    "EUR", "GBP", "HKD", "HUF", "IDR", "ILS", "INR", "JPY",
+    "KRW", "MXN", "MYR", "NOK", "NZD", "PHP", "PKR", "PLN",
+    "RUB", "UAH", "SEK", "SGD", "THB", "TRY", "TWD", "ZAR",
+    "USD", "BTC", "ETH", "XRP", "LTC", "BCH"
 ]
 
 MINIMAL_CONFIG = {
@@ -145,334 +99,338 @@ MINIMAL_CONFIG = {
         "key": "",
         "secret": "",
         "pair_whitelist": [],
-        "ccxt_async_config": {},
-    },
+        "ccxt_async_config": {
+        }
+    }
 }
 
 # Required json-schema for user specified config
 CONF_SCHEMA = {
-    "type": "object",
-    "properties": {
-        "max_open_trades": {"type": ["integer", "number"], "minimum": -1},
-        "new_pairs_days": {"type": "integer", "default": 30},
-        "timeframe": {"type": "string"},
-        "stake_currency": {"type": "string"},
-        "stake_amount": {
-            "type": ["number", "string"],
-            "minimum": 0.0001,
-            "pattern": UNLIMITED_STAKE_AMOUNT,
+    'type': 'object',
+    'properties': {
+        'max_open_trades': {'type': ['integer', 'number'], 'minimum': -1},
+        'new_pairs_days': {'type': 'integer', 'default': 30},
+        'timeframe': {'type': 'string'},
+        'stake_currency': {'type': 'string'},
+        'stake_amount': {
+            'type': ['number', 'string'],
+            'minimum': 0.0001,
+            'pattern': UNLIMITED_STAKE_AMOUNT
         },
-        "tradable_balance_ratio": {"type": "number", "minimum": 0.0, "maximum": 1, "default": 0.99},
-        "available_capital": {
-            "type": "number",
-            "minimum": 0,
+        'tradable_balance_ratio': {
+            'type': 'number',
+            'minimum': 0.0,
+            'maximum': 1,
+            'default': 0.99
         },
-        "amend_last_stake_amount": {"type": "boolean", "default": False},
-        "last_stake_amount_min_ratio": {
-            "type": "number",
-            "minimum": 0.0,
-            "maximum": 1.0,
-            "default": 0.5,
+        'available_capital': {
+            'type': 'number',
+            'minimum': 0,
         },
-        "fiat_display_currency": {"type": "string", "enum": SUPPORTED_FIAT},
-        "dry_run": {"type": "boolean"},
-        "dry_run_wallet": {"type": "number", "default": DRY_RUN_WALLET},
-        "cancel_open_orders_on_exit": {"type": "boolean", "default": False},
-        "process_only_new_candles": {"type": "boolean"},
-        "minimal_roi": {
-            "type": "object",
-            "patternProperties": {"^[0-9.]+$": {"type": "number"}},
-            "minProperties": 1,
+        'amend_last_stake_amount': {'type': 'boolean', 'default': False},
+        'last_stake_amount_min_ratio': {
+            'type': 'number', 'minimum': 0.0, 'maximum': 1.0, 'default': 0.5
         },
-        "amount_reserve_percent": {"type": "number", "minimum": 0.0, "maximum": 0.5},
-        "stoploss": {"type": "number", "maximum": 0, "exclusiveMaximum": True, "minimum": -1},
-        "trailing_stop": {"type": "boolean"},
-        "trailing_stop_positive": {"type": "number", "minimum": 0, "maximum": 1},
-        "trailing_stop_positive_offset": {"type": "number", "minimum": 0, "maximum": 1},
-        "trailing_only_offset_is_reached": {"type": "boolean"},
-        "use_exit_signal": {"type": "boolean"},
-        "exit_profit_only": {"type": "boolean"},
-        "exit_profit_offset": {"type": "number"},
-        "ignore_roi_if_entry_signal": {"type": "boolean"},
-        "ignore_buying_expired_candle_after": {"type": "number"},
-        "trading_mode": {"type": "string", "enum": TRADING_MODES},
-        "margin_mode": {"type": "string", "enum": MARGIN_MODES},
-        "liquidation_buffer": {"type": "number", "minimum": 0.0, "maximum": 0.99},
-        "backtest_breakdown": {
-            "type": "array",
-            "items": {"type": "string", "enum": BACKTEST_BREAKDOWNS},
-        },
-        "bot_name": {"type": "string"},
-        "unfilledtimeout": {
-            "type": "object",
-            "properties": {
-                "entry": {"type": "number", "minimum": 1},
-                "exit": {"type": "number", "minimum": 1},
-                "exit_timeout_count": {"type": "number", "minimum": 0, "default": 0},
-                "unit": {"type": "string", "enum": TIMEOUT_UNITS, "default": "minutes"},
+        'fiat_display_currency': {'type': 'string', 'enum': SUPPORTED_FIAT},
+        'dry_run': {'type': 'boolean'},
+        'dry_run_wallet': {'type': 'number', 'default': DRY_RUN_WALLET},
+        'cancel_open_orders_on_exit': {'type': 'boolean', 'default': False},
+        'process_only_new_candles': {'type': 'boolean'},
+        'minimal_roi': {
+            'type': 'object',
+            'patternProperties': {
+                '^[0-9.]+$': {'type': 'number'}
             },
+            'minProperties': 1
         },
-        "entry_pricing": {
-            "type": "object",
-            "properties": {
-                "price_last_balance": {
-                    "type": "number",
-                    "minimum": 0,
-                    "maximum": 1,
-                    "exclusiveMaximum": False,
+        'amount_reserve_percent': {'type': 'number', 'minimum': 0.0, 'maximum': 0.5},
+        'stoploss': {'type': 'number', 'maximum': 0, 'exclusiveMaximum': True, 'minimum': -1},
+        'trailing_stop': {'type': 'boolean'},
+        'trailing_stop_positive': {'type': 'number', 'minimum': 0, 'maximum': 1},
+        'trailing_stop_positive_offset': {'type': 'number', 'minimum': 0, 'maximum': 1},
+        'trailing_only_offset_is_reached': {'type': 'boolean'},
+        'use_exit_signal': {'type': 'boolean'},
+        'exit_profit_only': {'type': 'boolean'},
+        'exit_profit_offset': {'type': 'number'},
+        'ignore_roi_if_entry_signal': {'type': 'boolean'},
+        'ignore_buying_expired_candle_after': {'type': 'number'},
+        'trading_mode': {'type': 'string', 'enum': TRADING_MODES},
+        'margin_mode': {'type': 'string', 'enum': MARGIN_MODES},
+        'liquidation_buffer': {'type': 'number', 'minimum': 0.0, 'maximum': 0.99},
+        'backtest_breakdown': {
+            'type': 'array',
+            'items': {'type': 'string', 'enum': BACKTEST_BREAKDOWNS}
+        },
+        'bot_name': {'type': 'string'},
+        'unfilledtimeout': {
+            'type': 'object',
+            'properties': {
+                'entry': {'type': 'number', 'minimum': 1},
+                'exit': {'type': 'number', 'minimum': 1},
+                'exit_timeout_count': {'type': 'number', 'minimum': 0, 'default': 0},
+                'unit': {'type': 'string', 'enum': TIMEOUT_UNITS, 'default': 'minutes'}
+            }
+        },
+        'entry_pricing': {
+            'type': 'object',
+            'properties': {
+                'price_last_balance': {
+                    'type': 'number',
+                    'minimum': 0,
+                    'maximum': 1,
+                    'exclusiveMaximum': False,
                 },
-                "price_side": {"type": "string", "enum": PRICING_SIDES, "default": "same"},
-                "use_order_book": {"type": "boolean"},
-                "order_book_top": {
-                    "type": "integer",
-                    "minimum": 1,
-                    "maximum": 50,
-                },
-                "check_depth_of_market": {
-                    "type": "object",
-                    "properties": {
-                        "enabled": {"type": "boolean"},
-                        "bids_to_ask_delta": {"type": "number", "minimum": 0},
-                    },
+                'price_side': {'type': 'string', 'enum': PRICING_SIDES, 'default': 'same'},
+                'use_order_book': {'type': 'boolean'},
+                'order_book_top': {'type': 'integer', 'minimum': 1, 'maximum': 50, },
+                'check_depth_of_market': {
+                    'type': 'object',
+                    'properties': {
+                        'enabled': {'type': 'boolean'},
+                        'bids_to_ask_delta': {'type': 'number', 'minimum': 0},
+                    }
                 },
             },
-            "required": ["price_side"],
+            'required': ['price_side']
         },
-        "exit_pricing": {
-            "type": "object",
-            "properties": {
-                "price_side": {"type": "string", "enum": PRICING_SIDES, "default": "same"},
-                "price_last_balance": {
-                    "type": "number",
-                    "minimum": 0,
-                    "maximum": 1,
-                    "exclusiveMaximum": False,
-                },
-                "use_order_book": {"type": "boolean"},
-                "order_book_top": {
-                    "type": "integer",
-                    "minimum": 1,
-                    "maximum": 50,
+        'exit_pricing': {
+            'type': 'object',
+            'properties': {
+                'price_side': {'type': 'string', 'enum': PRICING_SIDES, 'default': 'same'},
+                'price_last_balance': {
+                    'type': 'number',
+                    'minimum': 0,
+                    'maximum': 1,
+                    'exclusiveMaximum': False,
                 },
+                'use_order_book': {'type': 'boolean'},
+                'order_book_top': {'type': 'integer', 'minimum': 1, 'maximum': 50, },
             },
-            "required": ["price_side"],
+            'required': ['price_side']
         },
-        "custom_price_max_distance_ratio": {"type": "number", "minimum": 0.0},
-        "order_types": {
-            "type": "object",
-            "properties": {
-                "entry": {"type": "string", "enum": ORDERTYPE_POSSIBILITIES},
-                "exit": {"type": "string", "enum": ORDERTYPE_POSSIBILITIES},
-                "force_exit": {"type": "string", "enum": ORDERTYPE_POSSIBILITIES},
-                "force_entry": {"type": "string", "enum": ORDERTYPE_POSSIBILITIES},
-                "emergency_exit": {
-                    "type": "string",
-                    "enum": ORDERTYPE_POSSIBILITIES,
-                    "default": "market",
-                },
-                "stoploss": {"type": "string", "enum": ORDERTYPE_POSSIBILITIES},
-                "stoploss_on_exchange": {"type": "boolean"},
-                "stoploss_on_exchange_interval": {"type": "number"},
-                "stoploss_on_exchange_limit_ratio": {
-                    "type": "number",
-                    "minimum": 0.0,
-                    "maximum": 1.0,
-                },
+        'custom_price_max_distance_ratio': {
+            'type': 'number', 'minimum': 0.0
+        },
+        'order_types': {
+            'type': 'object',
+            'properties': {
+                'entry': {'type': 'string', 'enum': ORDERTYPE_POSSIBILITIES},
+                'exit': {'type': 'string', 'enum': ORDERTYPE_POSSIBILITIES},
+                'force_exit': {'type': 'string', 'enum': ORDERTYPE_POSSIBILITIES},
+                'force_entry': {'type': 'string', 'enum': ORDERTYPE_POSSIBILITIES},
+                'emergency_exit': {
+                    'type': 'string',
+                    'enum': ORDERTYPE_POSSIBILITIES,
+                    'default': 'market'},
+                'stoploss': {'type': 'string', 'enum': ORDERTYPE_POSSIBILITIES},
+                'stoploss_on_exchange': {'type': 'boolean'},
+                'stoploss_on_exchange_interval': {'type': 'number'},
+                'stoploss_on_exchange_limit_ratio': {'type': 'number', 'minimum': 0.0,
+                                                     'maximum': 1.0}
             },
-            "required": ["entry", "exit", "stoploss", "stoploss_on_exchange"],
+            'required': ['entry', 'exit', 'stoploss', 'stoploss_on_exchange']
         },
-        "order_time_in_force": {
-            "type": "object",
-            "properties": {
-                "entry": {"type": "string", "enum": ORDERTIF_POSSIBILITIES},
-                "exit": {"type": "string", "enum": ORDERTIF_POSSIBILITIES},
+        'order_time_in_force': {
+            'type': 'object',
+            'properties': {
+                'entry': {'type': 'string', 'enum': ORDERTIF_POSSIBILITIES},
+                'exit': {'type': 'string', 'enum': ORDERTIF_POSSIBILITIES}
             },
-            "required": REQUIRED_ORDERTIF,
+            'required': REQUIRED_ORDERTIF
         },
-        "exchange": {"$ref": "#/definitions/exchange"},
-        "edge": {"$ref": "#/definitions/edge"},
-        "experimental": {
-            "type": "object",
-            "properties": {"block_bad_exchanges": {"type": "boolean"}},
+        'exchange': {'$ref': '#/definitions/exchange'},
+        'edge': {'$ref': '#/definitions/edge'},
+        'experimental': {
+            'type': 'object',
+            'properties': {
+                'block_bad_exchanges': {'type': 'boolean'}
+            }
         },
-        "pairlists": {
-            "type": "array",
-            "items": {
-                "type": "object",
-                "properties": {
-                    "method": {"type": "string", "enum": AVAILABLE_PAIRLISTS},
+        'pairlists': {
+            'type': 'array',
+            'items': {
+                'type': 'object',
+                'properties': {
+                    'method': {'type': 'string', 'enum': AVAILABLE_PAIRLISTS},
                 },
-                "required": ["method"],
-            },
+                'required': ['method'],
+            }
         },
-        "protections": {
-            "type": "array",
-            "items": {
-                "type": "object",
-                "properties": {
-                    "method": {"type": "string", "enum": AVAILABLE_PROTECTIONS},
-                    "stop_duration": {"type": "number", "minimum": 0.0},
-                    "stop_duration_candles": {"type": "number", "minimum": 0},
-                    "trade_limit": {"type": "number", "minimum": 1},
-                    "lookback_period": {"type": "number", "minimum": 1},
-                    "lookback_period_candles": {"type": "number", "minimum": 1},
+        'protections': {
+            'type': 'array',
+            'items': {
+                'type': 'object',
+                'properties': {
+                    'method': {'type': 'string', 'enum': AVAILABLE_PROTECTIONS},
+                    'stop_duration': {'type': 'number', 'minimum': 0.0},
+                    'stop_duration_candles': {'type': 'number', 'minimum': 0},
+                    'trade_limit': {'type': 'number', 'minimum': 1},
+                    'lookback_period': {'type': 'number', 'minimum': 1},
+                    'lookback_period_candles': {'type': 'number', 'minimum': 1},
                 },
-                "required": ["method"],
-            },
+                'required': ['method'],
+            }
         },
-        "telegram": {
-            "type": "object",
-            "properties": {
-                "enabled": {"type": "boolean"},
-                "token": {"type": "string"},
-                "chat_id": {"type": "string"},
-                "balance_dust_level": {"type": "number", "minimum": 0.0},
-                "notification_settings": {
-                    "type": "object",
-                    "default": {},
-                    "properties": {
-                        "status": {"type": "string", "enum": TELEGRAM_SETTING_OPTIONS},
-                        "warning": {"type": "string", "enum": TELEGRAM_SETTING_OPTIONS},
-                        "startup": {"type": "string", "enum": TELEGRAM_SETTING_OPTIONS},
-                        "entry": {"type": "string", "enum": TELEGRAM_SETTING_OPTIONS},
-                        "entry_cancel": {"type": "string", "enum": TELEGRAM_SETTING_OPTIONS},
-                        "entry_fill": {
-                            "type": "string",
-                            "enum": TELEGRAM_SETTING_OPTIONS,
-                            "default": "off",
+        'telegram': {
+            'type': 'object',
+            'properties': {
+                'enabled': {'type': 'boolean'},
+                'token': {'type': 'string'},
+                'chat_id': {'type': 'string'},
+                'balance_dust_level': {'type': 'number', 'minimum': 0.0},
+                'notification_settings': {
+                    'type': 'object',
+                    'default': {},
+                    'properties': {
+                        'status': {'type': 'string', 'enum': TELEGRAM_SETTING_OPTIONS},
+                        'warning': {'type': 'string', 'enum': TELEGRAM_SETTING_OPTIONS},
+                        'startup': {'type': 'string', 'enum': TELEGRAM_SETTING_OPTIONS},
+                        'entry': {'type': 'string', 'enum': TELEGRAM_SETTING_OPTIONS},
+                        'entry_cancel': {'type': 'string', 'enum': TELEGRAM_SETTING_OPTIONS},
+                        'entry_fill': {'type': 'string',
+                                       'enum': TELEGRAM_SETTING_OPTIONS,
+                                       'default': 'off'
+                                       },
+                        'exit': {
+                            'type': ['string', 'object'],
+                            'additionalProperties': {
+                                'type': 'string',
+                                'enum': TELEGRAM_SETTING_OPTIONS
+                            }
                         },
-                        "exit": {
-                            "type": ["string", "object"],
-                            "additionalProperties": {
-                                "type": "string",
-                                "enum": TELEGRAM_SETTING_OPTIONS,
-                            },
+                        'exit_cancel': {'type': 'string', 'enum': TELEGRAM_SETTING_OPTIONS},
+                        'exit_fill': {
+                            'type': 'string',
+                            'enum': TELEGRAM_SETTING_OPTIONS,
+                            'default': 'off'
                         },
-                        "exit_cancel": {"type": "string", "enum": TELEGRAM_SETTING_OPTIONS},
-                        "exit_fill": {
-                            "type": "string",
-                            "enum": TELEGRAM_SETTING_OPTIONS,
-                            "default": "off",
+                        'protection_trigger': {
+                            'type': 'string',
+                            'enum': TELEGRAM_SETTING_OPTIONS,
+                            'default': 'off'
                         },
-                        "protection_trigger": {
-                            "type": "string",
-                            "enum": TELEGRAM_SETTING_OPTIONS,
-                            "default": "off",
+                        'protection_trigger_global': {
+                            'type': 'string',
+                            'enum': TELEGRAM_SETTING_OPTIONS,
                         },
-                        "protection_trigger_global": {
-                            "type": "string",
-                            "enum": TELEGRAM_SETTING_OPTIONS,
-                        },
-                    },
+                    }
                 },
-                "reload": {"type": "boolean"},
+                'reload': {'type': 'boolean'},
             },
-            "required": ["enabled", "token", "chat_id"],
+            'required': ['enabled', 'token', 'chat_id'],
         },
-        "webhook": {
-            "type": "object",
-            "properties": {
-                "enabled": {"type": "boolean"},
-                "url": {"type": "string"},
-                "format": {"type": "string", "enum": WEBHOOK_FORMAT_OPTIONS, "default": "form"},
-                "retries": {"type": "integer", "minimum": 0},
-                "retry_delay": {"type": "number", "minimum": 0},
-                "webhookentry": {"type": "object"},
-                "webhookentrycancel": {"type": "object"},
-                "webhookentryfill": {"type": "object"},
-                "webhookexit": {"type": "object"},
-                "webhookexitcancel": {"type": "object"},
-                "webhookexitfill": {"type": "object"},
-                "webhookstatus": {"type": "object"},
+        'webhook': {
+            'type': 'object',
+            'properties': {
+                'enabled': {'type': 'boolean'},
+                'url': {'type': 'string'},
+                'format': {'type': 'string', 'enum': WEBHOOK_FORMAT_OPTIONS, 'default': 'form'},
+                'retries': {'type': 'integer', 'minimum': 0},
+                'retry_delay': {'type': 'number', 'minimum': 0},
+                'webhookentry': {'type': 'object'},
+                'webhookentrycancel': {'type': 'object'},
+                'webhookentryfill': {'type': 'object'},
+                'webhookexit': {'type': 'object'},
+                'webhookexitcancel': {'type': 'object'},
+                'webhookexitfill': {'type': 'object'},
+                'webhookstatus': {'type': 'object'},
             },
         },
-        "api_server": {
-            "type": "object",
-            "properties": {
-                "enabled": {"type": "boolean"},
-                "listen_ip_address": {"format": "ipv4"},
-                "listen_port": {"type": "integer", "minimum": 1024, "maximum": 65535},
-                "username": {"type": "string"},
-                "password": {"type": "string"},
-                "jwt_secret_key": {"type": "string"},
-                "CORS_origins": {"type": "array", "items": {"type": "string"}},
-                "verbosity": {"type": "string", "enum": ["error", "info"]},
+        'api_server': {
+            'type': 'object',
+            'properties': {
+                'enabled': {'type': 'boolean'},
+                'listen_ip_address': {'format': 'ipv4'},
+                'listen_port': {
+                    'type': 'integer',
+                    'minimum': 1024,
+                    'maximum': 65535
+                },
+                'username': {'type': 'string'},
+                'password': {'type': 'string'},
+                'jwt_secret_key': {'type': 'string'},
+                'CORS_origins': {'type': 'array', 'items': {'type': 'string'}},
+                'verbosity': {'type': 'string', 'enum': ['error', 'info']},
             },
-            "required": ["enabled", "listen_ip_address", "listen_port", "username", "password"],
+            'required': ['enabled', 'listen_ip_address', 'listen_port', 'username', 'password']
         },
-        "db_url": {"type": "string"},
-        "export": {"type": "string", "enum": EXPORT_OPTIONS, "default": "trades"},
-        "disableparamexport": {"type": "boolean"},
-        "initial_state": {"type": "string", "enum": ["running", "stopped"]},
-        "force_entry_enable": {"type": "boolean"},
-        "disable_dataframe_checks": {"type": "boolean"},
-        "internals": {
-            "type": "object",
-            "default": {},
-            "properties": {
-                "process_throttle_secs": {"type": "integer"},
-                "interval": {"type": "integer"},
-                "sd_notify": {"type": "boolean"},
-            },
+        'db_url': {'type': 'string'},
+        'export': {'type': 'string', 'enum': EXPORT_OPTIONS, 'default': 'trades'},
+        'disableparamexport': {'type': 'boolean'},
+        'initial_state': {'type': 'string', 'enum': ['running', 'stopped']},
+        'force_entry_enable': {'type': 'boolean'},
+        'disable_dataframe_checks': {'type': 'boolean'},
+        'internals': {
+            'type': 'object',
+            'default': {},
+            'properties': {
+                'process_throttle_secs': {'type': 'integer'},
+                'interval': {'type': 'integer'},
+                'sd_notify': {'type': 'boolean'},
+            }
         },
-        "dataformat_ohlcv": {"type": "string", "enum": AVAILABLE_DATAHANDLERS, "default": "json"},
-        "dataformat_trades": {
-            "type": "string",
-            "enum": AVAILABLE_DATAHANDLERS,
-            "default": "jsongz",
+        'dataformat_ohlcv': {
+            'type': 'string',
+            'enum': AVAILABLE_DATAHANDLERS,
+            'default': 'json'
         },
-        "position_adjustment_enable": {"type": "boolean"},
-        "max_entry_position_adjustment": {"type": ["integer", "number"], "minimum": -1},
+        'dataformat_trades': {
+            'type': 'string',
+            'enum': AVAILABLE_DATAHANDLERS,
+            'default': 'jsongz'
+        },
+        'position_adjustment_enable': {'type': 'boolean'},
+        'max_entry_position_adjustment': {'type': ['integer', 'number'], 'minimum': -1},
     },
-    "definitions": {
-        "exchange": {
-            "type": "object",
-            "properties": {
-                "name": {"type": "string"},
-                "sandbox": {"type": "boolean", "default": False},
-                "key": {"type": "string", "default": ""},
-                "secret": {"type": "string", "default": ""},
-                "password": {"type": "string", "default": ""},
-                "uid": {"type": "string"},
-                "pair_whitelist": {
-                    "type": "array",
-                    "items": {
-                        "type": "string",
+    'definitions': {
+        'exchange': {
+            'type': 'object',
+            'properties': {
+                'name': {'type': 'string'},
+                'sandbox': {'type': 'boolean', 'default': False},
+                'key': {'type': 'string', 'default': ''},
+                'secret': {'type': 'string', 'default': ''},
+                'password': {'type': 'string', 'default': ''},
+                'uid': {'type': 'string'},
+                'pair_whitelist': {
+                    'type': 'array',
+                    'items': {
+                        'type': 'string',
                     },
-                    "uniqueItems": True,
+                    'uniqueItems': True
                 },
-                "pair_blacklist": {
-                    "type": "array",
-                    "items": {
-                        "type": "string",
+                'pair_blacklist': {
+                    'type': 'array',
+                    'items': {
+                        'type': 'string',
                     },
-                    "uniqueItems": True,
+                    'uniqueItems': True
                 },
-                "unknown_fee_rate": {"type": "number"},
-                "outdated_offset": {"type": "integer", "minimum": 1},
-                "markets_refresh_interval": {"type": "integer"},
-                "ccxt_config": {"type": "object"},
-                "ccxt_async_config": {"type": "object"},
+                'unknown_fee_rate': {'type': 'number'},
+                'outdated_offset': {'type': 'integer', 'minimum': 1},
+                'markets_refresh_interval': {'type': 'integer'},
+                'ccxt_config': {'type': 'object'},
+                'ccxt_async_config': {'type': 'object'}
             },
-            "required": ["name"],
+            'required': ['name']
         },
-        "edge": {
-            "type": "object",
-            "properties": {
-                "enabled": {"type": "boolean"},
-                "process_throttle_secs": {"type": "integer", "minimum": 600},
-                "calculate_since_number_of_days": {"type": "integer"},
-                "allowed_risk": {"type": "number"},
-                "stoploss_range_min": {"type": "number"},
-                "stoploss_range_max": {"type": "number"},
-                "stoploss_range_step": {"type": "number"},
-                "minimum_winrate": {"type": "number"},
-                "minimum_expectancy": {"type": "number"},
-                "min_trade_number": {"type": "number"},
-                "max_trade_duration_minute": {"type": "integer"},
-                "remove_pumps": {"type": "boolean"},
+        'edge': {
+            'type': 'object',
+            'properties': {
+                'enabled': {'type': 'boolean'},
+                'process_throttle_secs': {'type': 'integer', 'minimum': 600},
+                'calculate_since_number_of_days': {'type': 'integer'},
+                'allowed_risk': {'type': 'number'},
+                'stoploss_range_min': {'type': 'number'},
+                'stoploss_range_max': {'type': 'number'},
+                'stoploss_range_step': {'type': 'number'},
+                'minimum_winrate': {'type': 'number'},
+                'minimum_expectancy': {'type': 'number'},
+                'min_trade_number': {'type': 'number'},
+                'max_trade_duration_minute': {'type': 'integer'},
+                'remove_pumps': {'type': 'boolean'}
             },
-            "required": ["process_throttle_secs", "allowed_risk"],
+            'required': ['process_throttle_secs', 'allowed_risk']
         },
         "freqai": {
             "type": "object",
@@ -516,43 +474,43 @@ CONF_SCHEMA = {
 }
 
 SCHEMA_TRADE_REQUIRED = [
-    "exchange",
-    "timeframe",
-    "max_open_trades",
-    "stake_currency",
-    "stake_amount",
-    "tradable_balance_ratio",
-    "last_stake_amount_min_ratio",
-    "dry_run",
-    "dry_run_wallet",
-    "exit_pricing",
-    "entry_pricing",
-    "stoploss",
-    "minimal_roi",
-    "internals",
-    "dataformat_ohlcv",
-    "dataformat_trades",
+    'exchange',
+    'timeframe',
+    'max_open_trades',
+    'stake_currency',
+    'stake_amount',
+    'tradable_balance_ratio',
+    'last_stake_amount_min_ratio',
+    'dry_run',
+    'dry_run_wallet',
+    'exit_pricing',
+    'entry_pricing',
+    'stoploss',
+    'minimal_roi',
+    'internals',
+    'dataformat_ohlcv',
+    'dataformat_trades',
 ]
 
 SCHEMA_BACKTEST_REQUIRED = [
-    "exchange",
-    "max_open_trades",
-    "stake_currency",
-    "stake_amount",
-    "dry_run_wallet",
-    "dataformat_ohlcv",
-    "dataformat_trades",
+    'exchange',
+    'max_open_trades',
+    'stake_currency',
+    'stake_amount',
+    'dry_run_wallet',
+    'dataformat_ohlcv',
+    'dataformat_trades',
 ]
 SCHEMA_BACKTEST_REQUIRED_FINAL = SCHEMA_BACKTEST_REQUIRED + [
-    "stoploss",
-    "minimal_roi",
+    'stoploss',
+    'minimal_roi',
 ]
 
 SCHEMA_MINIMAL_REQUIRED = [
-    "exchange",
-    "dry_run",
-    "dataformat_ohlcv",
-    "dataformat_trades",
+    'exchange',
+    'dry_run',
+    'dataformat_ohlcv',
+    'dataformat_trades',
 ]
 
 CANCEL_REASON = {
@@ -576,4 +534,4 @@ TradeList = List[List]
 
 LongShort = Literal['long', 'short']
 EntryExit = Literal['entry', 'exit']
-BuySell = Literal['buy', 'sell']
+BuySell = Literal['buy', 'sell']
\ No newline at end of file