diff --git a/build_helpers/pyarrow-16.0.0-cp311-cp311-linux_armv7l.whl b/build_helpers/pyarrow-16.1.0-cp311-cp311-linux_armv7l.whl
similarity index 66%
rename from build_helpers/pyarrow-16.0.0-cp311-cp311-linux_armv7l.whl
rename to build_helpers/pyarrow-16.1.0-cp311-cp311-linux_armv7l.whl
index f8022ffbf..345f2dd63 100644
Binary files a/build_helpers/pyarrow-16.0.0-cp311-cp311-linux_armv7l.whl and b/build_helpers/pyarrow-16.1.0-cp311-cp311-linux_armv7l.whl differ
diff --git a/build_helpers/pyarrow-16.0.0-cp39-cp39-linux_armv7l.whl b/build_helpers/pyarrow-16.1.0-cp39-cp39-linux_armv7l.whl
similarity index 66%
rename from build_helpers/pyarrow-16.0.0-cp39-cp39-linux_armv7l.whl
rename to build_helpers/pyarrow-16.1.0-cp39-cp39-linux_armv7l.whl
index c1cbf19de..ffbe09bf4 100644
Binary files a/build_helpers/pyarrow-16.0.0-cp39-cp39-linux_armv7l.whl and b/build_helpers/pyarrow-16.1.0-cp39-cp39-linux_armv7l.whl differ
diff --git a/docs/requirements-docs.txt b/docs/requirements-docs.txt
index a333447c2..956d2288c 100644
--- a/docs/requirements-docs.txt
+++ b/docs/requirements-docs.txt
@@ -1,6 +1,6 @@
 markdown==3.6
 mkdocs==1.6.0
-mkdocs-material==9.5.22
+mkdocs-material==9.5.23
 mdx_truly_sane_lists==1.3
 pymdown-extensions==10.8.1
 jinja2==3.1.4
diff --git a/freqtrade/exchange/bingx.py b/freqtrade/exchange/bingx.py
index 7ee08273c..4efd621e8 100644
--- a/freqtrade/exchange/bingx.py
+++ b/freqtrade/exchange/bingx.py
@@ -17,4 +17,6 @@ class Bingx(Exchange):
 
     _ft_has: Dict = {
         "ohlcv_candle_limit": 1000,
+        "stoploss_on_exchange": False,
+        "stoploss_order_types": {"limit": "limit", "market": "market"},
     }
diff --git a/freqtrade/optimize/hyperopt_loss/hyperopt_loss_profit_drawdown.py b/freqtrade/optimize/hyperopt_loss/hyperopt_loss_profit_drawdown.py
index ac3f82700..e5ec6075e 100644
--- a/freqtrade/optimize/hyperopt_loss/hyperopt_loss_profit_drawdown.py
+++ b/freqtrade/optimize/hyperopt_loss/hyperopt_loss_profit_drawdown.py
@@ -10,23 +10,26 @@ individual needs.
 
 from pandas import DataFrame
 
+from freqtrade.constants import Config
 from freqtrade.data.metrics import calculate_max_drawdown
 from freqtrade.optimize.hyperopt import IHyperOptLoss
 
 
-# higher numbers penalize drawdowns more severely
+# smaller numbers penalize drawdowns more severely
 DRAWDOWN_MULT = 0.075
 
 
 class ProfitDrawDownHyperOptLoss(IHyperOptLoss):
     @staticmethod
-    def hyperopt_loss_function(results: DataFrame, trade_count: int, *args, **kwargs) -> float:
+    def hyperopt_loss_function(results: DataFrame, config: Config, *args, **kwargs) -> float:
         total_profit = results["profit_abs"].sum()
 
         try:
-            drawdown = calculate_max_drawdown(results, value_col="profit_abs")
+            drawdown = calculate_max_drawdown(
+                results, starting_balance=config["dry_run_wallet"], value_col="profit_abs"
+            )
             relative_account_drawdown = drawdown.relative_account_drawdown
         except ValueError:
             relative_account_drawdown = 0
 
-        return -1 * (total_profit * (1 - relative_account_drawdown * DRAWDOWN_MULT))
+        return -1 * (total_profit - (relative_account_drawdown * total_profit) / DRAWDOWN_MULT)
diff --git a/freqtrade/optimize/hyperopt_tools.py b/freqtrade/optimize/hyperopt_tools.py
index 58d01af47..50c55c43d 100644
--- a/freqtrade/optimize/hyperopt_tools.py
+++ b/freqtrade/optimize/hyperopt_tools.py
@@ -358,14 +358,15 @@ class HyperoptTools:
         )
 
     @staticmethod
-    def prepare_trials_columns(trials: pd.DataFrame, has_drawdown: bool) -> pd.DataFrame:
+    def prepare_trials_columns(trials: pd.DataFrame) -> pd.DataFrame:
         trials["Best"] = ""
 
         if "results_metrics.winsdrawslosses" not in trials.columns:
             # Ensure compatibility with older versions of hyperopt results
             trials["results_metrics.winsdrawslosses"] = "N/A"
 
-        if not has_drawdown:
+        has_account_drawdown = "results_metrics.max_drawdown_account" in trials.columns
+        if not has_account_drawdown:
             # Ensure compatibility with older versions of hyperopt results
             trials["results_metrics.max_drawdown_account"] = None
         if "is_random" not in trials.columns:
@@ -389,7 +390,6 @@ class HyperoptTools:
                 "results_metrics.profit_total_abs",
                 "results_metrics.profit_total",
                 "results_metrics.holding_avg",
-                "results_metrics.max_drawdown",
                 "results_metrics.max_drawdown_account",
                 "results_metrics.max_drawdown_abs",
                 "loss",
@@ -408,7 +408,6 @@ class HyperoptTools:
             "Total profit",
             "Profit",
             "Avg duration",
-            "max_drawdown",
             "max_drawdown_account",
             "max_drawdown_abs",
             "Objective",
@@ -437,9 +436,7 @@ class HyperoptTools:
         tabulate.PRESERVE_WHITESPACE = True
         trials = json_normalize(results, max_level=1)
 
-        has_account_drawdown = "results_metrics.max_drawdown_account" in trials.columns
-
-        trials = HyperoptTools.prepare_trials_columns(trials, has_account_drawdown)
+        trials = HyperoptTools.prepare_trials_columns(trials)
 
         trials["is_profit"] = False
         trials.loc[trials["is_initial_point"] | trials["is_random"], "Best"] = "*     "
@@ -471,23 +468,19 @@ class HyperoptTools:
 
         stake_currency = config["stake_currency"]
 
-        trials[f"Max Drawdown{' (Acct)' if has_account_drawdown else ''}"] = trials.apply(
+        trials["Max Drawdown (Acct)"] = trials.apply(
             lambda x: (
                 "{} {}".format(
                     fmt_coin(x["max_drawdown_abs"], stake_currency, keep_trailing_zeros=True),
-                    (
-                        f"({x['max_drawdown_account']:,.2%})"
-                        if has_account_drawdown
-                        else f"({x['max_drawdown']:,.2%})"
-                    ).rjust(10, " "),
+                    (f"({x['max_drawdown_account']:,.2%})").rjust(10, " "),
                 ).rjust(25 + len(stake_currency))
-                if x["max_drawdown"] != 0.0 or x["max_drawdown_account"] != 0.0
+                if x["max_drawdown_account"] != 0.0
                 else "--".rjust(25 + len(stake_currency))
             ),
             axis=1,
         )
 
-        trials = trials.drop(columns=["max_drawdown_abs", "max_drawdown", "max_drawdown_account"])
+        trials = trials.drop(columns=["max_drawdown_abs", "max_drawdown_account"])
 
         trials["Profit"] = trials.apply(
             lambda x: (
diff --git a/freqtrade/optimize/optimize_reports/optimize_reports.py b/freqtrade/optimize/optimize_reports/optimize_reports.py
index d40f3e73b..2ca467eb6 100644
--- a/freqtrade/optimize/optimize_reports/optimize_reports.py
+++ b/freqtrade/optimize/optimize_reports/optimize_reports.py
@@ -497,7 +497,6 @@ def generate_strategy_stats(
     }
 
     try:
-        max_drawdown_legacy = calculate_max_drawdown(results, value_col="profit_ratio")
         drawdown = calculate_max_drawdown(
             results, value_col="profit_abs", starting_balance=start_balance
         )
@@ -508,7 +507,6 @@ def generate_strategy_stats(
 
         strat_stats.update(
             {
-                "max_drawdown": max_drawdown_legacy.drawdown_abs,  # Deprecated - do not use
                 "max_drawdown_account": drawdown.relative_account_drawdown,
                 "max_relative_drawdown": underwater.relative_account_drawdown,
                 "max_drawdown_abs": drawdown.drawdown_abs,
@@ -527,7 +525,6 @@ def generate_strategy_stats(
     except ValueError:
         strat_stats.update(
             {
-                "max_drawdown": 0.0,
                 "max_drawdown_account": 0.0,
                 "max_relative_drawdown": 0.0,
                 "max_drawdown_abs": 0.0,
diff --git a/freqtrade/rpc/api_server/webserver.py b/freqtrade/rpc/api_server/webserver.py
index 79909f96e..57f321739 100644
--- a/freqtrade/rpc/api_server/webserver.py
+++ b/freqtrade/rpc/api_server/webserver.py
@@ -1,5 +1,5 @@
 import logging
-from ipaddress import IPv4Address
+from ipaddress import ip_address
 from typing import Any, Optional
 
 import orjson
@@ -180,7 +180,7 @@ class ApiServer(RPCHandler):
         rest_port = self._config["api_server"]["listen_port"]
 
         logger.info(f"Starting HTTP Server at {rest_ip}:{rest_port}")
-        if not IPv4Address(rest_ip).is_loopback and not running_in_docker():
+        if not ip_address(rest_ip).is_loopback and not running_in_docker():
             logger.warning("SECURITY WARNING - Local Rest Server listening to external connections")
             logger.warning(
                 "SECURITY WARNING - This is insecure please set to your loopback,"
diff --git a/ft_client/requirements.txt b/ft_client/requirements.txt
index 56def4059..a1eb259aa 100644
--- a/ft_client/requirements.txt
+++ b/ft_client/requirements.txt
@@ -1,3 +1,3 @@
 # Requirements for freqtrade client library
 requests==2.31.0
-python-rapidjson==1.16
+python-rapidjson==1.17
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 29e11c42b..d3d8aacb0 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -6,12 +6,12 @@
 -r requirements-freqai-rl.txt
 -r docs/requirements-docs.txt
 
-coveralls==4.0.0
+coveralls==4.0.1
 ruff==0.4.4
 mypy==1.10.0
 pre-commit==3.7.1
-pytest==8.2.0
-pytest-asyncio==0.23.6
+pytest==8.2.1
+pytest-asyncio==0.23.7
 pytest-cov==5.0.0
 pytest-mock==3.14.0
 pytest-random-order==1.1.1
diff --git a/requirements.txt b/requirements.txt
index 1ee4ddf67..71af75e1a 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -2,7 +2,7 @@ numpy==1.26.4
 pandas==2.2.2
 pandas-ta==0.3.14b
 
-ccxt==4.3.24
+ccxt==4.3.27
 cryptography==42.0.7
 aiohttp==3.9.5
 SQLAlchemy==2.0.30
@@ -22,13 +22,13 @@ jinja2==3.1.4
 tables==3.9.1
 joblib==1.4.2
 rich==13.7.1
-pyarrow==16.0.0; platform_machine != 'armv7l'
+pyarrow==16.1.0; platform_machine != 'armv7l'
 
 # find first, C search in arrays
 py_find_1st==1.1.6
 
 # Load ticker files 30% faster
-python-rapidjson==1.16
+python-rapidjson==1.17
 # Properly format api responses
 orjson==3.10.3
 
diff --git a/tests/commands/test_commands.py b/tests/commands/test_commands.py
index 77cabc51b..c98c6302e 100644
--- a/tests/commands/test_commands.py
+++ b/tests/commands/test_commands.py
@@ -54,6 +54,7 @@ from tests.conftest import (
     patch_exchange,
     patched_configuration_load_config_file,
 )
+from tests.conftest_hyperopt import hyperopt_test_result
 from tests.conftest_trades import MOCK_TRADE_COUNT
 
 
@@ -1137,7 +1138,8 @@ def test_start_test_pairlist(mocker, caplog, tickers, default_conf, capsys):
         pytest.fail(f"Expected well formed JSON, but failed to parse: {captured.out}")
 
 
-def test_hyperopt_list(mocker, capsys, caplog, saved_hyperopt_results, tmp_path):
+def test_hyperopt_list(mocker, capsys, caplog, tmp_path):
+    saved_hyperopt_results = hyperopt_test_result()
     csv_file = tmp_path / "test.csv"
     mocker.patch(
         "freqtrade.optimize.hyperopt_tools.HyperoptTools._test_hyperopt_results_exist",
@@ -1507,7 +1509,8 @@ def test_hyperopt_list(mocker, capsys, caplog, saved_hyperopt_results, tmp_path)
     csv_file.unlink()
 
 
-def test_hyperopt_show(mocker, capsys, saved_hyperopt_results):
+def test_hyperopt_show(mocker, capsys):
+    saved_hyperopt_results = hyperopt_test_result()
     mocker.patch(
         "freqtrade.optimize.hyperopt_tools.HyperoptTools._test_hyperopt_results_exist",
         return_value=True,
diff --git a/tests/conftest.py b/tests/conftest.py
index c2e4f6725..944f78e22 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -2707,1004 +2707,6 @@ def open_trade_usdt():
     return trade
 
 
-@pytest.fixture
-def saved_hyperopt_results():
-    hyperopt_res = [
-        {
-            "loss": 0.4366182531161519,
-            "params_dict": {
-                "mfi-value": 15,
-                "fastd-value": 20,
-                "adx-value": 25,
-                "rsi-value": 28,
-                "mfi-enabled": False,
-                "fastd-enabled": True,
-                "adx-enabled": True,
-                "rsi-enabled": True,
-                "trigger": "macd_cross_signal",
-                "sell-mfi-value": 88,
-                "sell-fastd-value": 97,
-                "sell-adx-value": 51,
-                "sell-rsi-value": 67,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": False,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-bb_upper",
-                "roi_t1": 1190,
-                "roi_t2": 541,
-                "roi_t3": 408,
-                "roi_p1": 0.026035863879169705,
-                "roi_p2": 0.12508730043628782,
-                "roi_p3": 0.27766427921605896,
-                "stoploss": -0.2562930402099556,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 15,
-                    "fastd-value": 20,
-                    "adx-value": 25,
-                    "rsi-value": 28,
-                    "mfi-enabled": False,
-                    "fastd-enabled": True,
-                    "adx-enabled": True,
-                    "rsi-enabled": True,
-                    "trigger": "macd_cross_signal",
-                },
-                "sell": {
-                    "sell-mfi-value": 88,
-                    "sell-fastd-value": 97,
-                    "sell-adx-value": 51,
-                    "sell-rsi-value": 67,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": False,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-bb_upper",
-                },
-                "roi": {
-                    0: 0.4287874435315165,
-                    408: 0.15112316431545753,
-                    949: 0.026035863879169705,
-                    2139: 0,
-                },
-                "stoploss": {"stoploss": -0.2562930402099556},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 2,
-                "trade_count_long": 2,
-                "trade_count_short": 0,
-                "wins": 0,
-                "draws": 0,
-                "losses": 2,
-                "profit_mean": -0.01254995,
-                "profit_median": -0.012222,
-                "profit_total": -0.00125625,
-                "profit_total_abs": -2.50999,
-                "max_drawdown": 0.23,
-                "max_drawdown_abs": -0.00125625,
-                "holding_avg": timedelta(minutes=3930.0),
-                "stake_currency": "BTC",
-                "strategy_name": "SampleStrategy",
-            },  # noqa: E501
-            "results_explanation": "     2 trades. Avg profit  -1.25%. Total profit -0.00125625 BTC (  -2.51Σ%). Avg duration 3930.0 min.",  # noqa: E501
-            "total_profit": -0.00125625,
-            "current_epoch": 1,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": True,
-        },
-        {
-            "loss": 20.0,
-            "params_dict": {
-                "mfi-value": 17,
-                "fastd-value": 38,
-                "adx-value": 48,
-                "rsi-value": 22,
-                "mfi-enabled": True,
-                "fastd-enabled": False,
-                "adx-enabled": True,
-                "rsi-enabled": True,
-                "trigger": "macd_cross_signal",
-                "sell-mfi-value": 96,
-                "sell-fastd-value": 68,
-                "sell-adx-value": 63,
-                "sell-rsi-value": 81,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-sar_reversal",
-                "roi_t1": 334,
-                "roi_t2": 683,
-                "roi_t3": 140,
-                "roi_p1": 0.06403981740598495,
-                "roi_p2": 0.055519840060645045,
-                "roi_p3": 0.3253712811342459,
-                "stoploss": -0.338070047333259,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 17,
-                    "fastd-value": 38,
-                    "adx-value": 48,
-                    "rsi-value": 22,
-                    "mfi-enabled": True,
-                    "fastd-enabled": False,
-                    "adx-enabled": True,
-                    "rsi-enabled": True,
-                    "trigger": "macd_cross_signal",
-                },  # noqa: E501
-                "sell": {
-                    "sell-mfi-value": 96,
-                    "sell-fastd-value": 68,
-                    "sell-adx-value": 63,
-                    "sell-rsi-value": 81,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-sar_reversal",
-                },  # noqa: E501
-                "roi": {
-                    0: 0.4449309386008759,
-                    140: 0.11955965746663,
-                    823: 0.06403981740598495,
-                    1157: 0,
-                },  # noqa: E501
-                "stoploss": {"stoploss": -0.338070047333259},
-            },
-            "results_metrics": {
-                "total_trades": 1,
-                "trade_count_long": 1,
-                "trade_count_short": 0,
-                "wins": 0,
-                "draws": 0,
-                "losses": 1,
-                "profit_mean": 0.012357,
-                "profit_median": -0.012222,
-                "profit_total": 6.185e-05,
-                "profit_total_abs": 0.12357,
-                "max_drawdown": 0.23,
-                "max_drawdown_abs": -0.00125625,
-                "holding_avg": timedelta(minutes=1200.0),
-            },  # noqa: E501
-            "results_explanation": "     1 trades. Avg profit   0.12%. Total profit  0.00006185 BTC (   0.12Σ%). Avg duration 1200.0 min.",  # noqa: E501
-            "total_profit": 6.185e-05,
-            "current_epoch": 2,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": 14.241196856510731,
-            "params_dict": {
-                "mfi-value": 25,
-                "fastd-value": 16,
-                "adx-value": 29,
-                "rsi-value": 20,
-                "mfi-enabled": False,
-                "fastd-enabled": False,
-                "adx-enabled": False,
-                "rsi-enabled": False,
-                "trigger": "macd_cross_signal",
-                "sell-mfi-value": 98,
-                "sell-fastd-value": 72,
-                "sell-adx-value": 51,
-                "sell-rsi-value": 82,
-                "sell-mfi-enabled": True,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-macd_cross_signal",
-                "roi_t1": 889,
-                "roi_t2": 533,
-                "roi_t3": 263,
-                "roi_p1": 0.04759065393663096,
-                "roi_p2": 0.1488819964638463,
-                "roi_p3": 0.4102801822104605,
-                "stoploss": -0.05394588767607611,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 25,
-                    "fastd-value": 16,
-                    "adx-value": 29,
-                    "rsi-value": 20,
-                    "mfi-enabled": False,
-                    "fastd-enabled": False,
-                    "adx-enabled": False,
-                    "rsi-enabled": False,
-                    "trigger": "macd_cross_signal",
-                },
-                "sell": {
-                    "sell-mfi-value": 98,
-                    "sell-fastd-value": 72,
-                    "sell-adx-value": 51,
-                    "sell-rsi-value": 82,
-                    "sell-mfi-enabled": True,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-macd_cross_signal",
-                },
-                "roi": {
-                    0: 0.6067528326109377,
-                    263: 0.19647265040047726,
-                    796: 0.04759065393663096,
-                    1685: 0,
-                },
-                "stoploss": {"stoploss": -0.05394588767607611},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 621,
-                "trade_count_long": 621,
-                "trade_count_short": 0,
-                "wins": 320,
-                "draws": 0,
-                "losses": 301,
-                "profit_mean": -0.043883302093397747,
-                "profit_median": -0.012222,
-                "profit_total": -0.13639474,
-                "profit_total_abs": -272.515306,
-                "max_drawdown": 0.25,
-                "max_drawdown_abs": -272.515306,
-                "holding_avg": timedelta(minutes=1691.207729468599),
-            },  # noqa: E501
-            "results_explanation": "   621 trades. Avg profit  -0.44%. Total profit -0.13639474 BTC (-272.52Σ%). Avg duration 1691.2 min.",  # noqa: E501
-            "total_profit": -0.13639474,
-            "current_epoch": 3,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": 100000,
-            "params_dict": {
-                "mfi-value": 13,
-                "fastd-value": 35,
-                "adx-value": 39,
-                "rsi-value": 29,
-                "mfi-enabled": True,
-                "fastd-enabled": False,
-                "adx-enabled": False,
-                "rsi-enabled": True,
-                "trigger": "macd_cross_signal",
-                "sell-mfi-value": 87,
-                "sell-fastd-value": 54,
-                "sell-adx-value": 63,
-                "sell-rsi-value": 93,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-bb_upper",
-                "roi_t1": 1402,
-                "roi_t2": 676,
-                "roi_t3": 215,
-                "roi_p1": 0.06264755784937427,
-                "roi_p2": 0.14258587851894644,
-                "roi_p3": 0.20671291201040828,
-                "stoploss": -0.11818343570194478,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 13,
-                    "fastd-value": 35,
-                    "adx-value": 39,
-                    "rsi-value": 29,
-                    "mfi-enabled": True,
-                    "fastd-enabled": False,
-                    "adx-enabled": False,
-                    "rsi-enabled": True,
-                    "trigger": "macd_cross_signal",
-                },
-                "sell": {
-                    "sell-mfi-value": 87,
-                    "sell-fastd-value": 54,
-                    "sell-adx-value": 63,
-                    "sell-rsi-value": 93,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-bb_upper",
-                },
-                "roi": {
-                    0: 0.411946348378729,
-                    215: 0.2052334363683207,
-                    891: 0.06264755784937427,
-                    2293: 0,
-                },
-                "stoploss": {"stoploss": -0.11818343570194478},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 0,
-                "trade_count_long": 0,
-                "trade_count_short": 0,
-                "wins": 0,
-                "draws": 0,
-                "losses": 0,
-                "profit_mean": None,
-                "profit_median": None,
-                "profit_total": 0,
-                "profit": 0.0,
-                "holding_avg": timedelta(),
-            },  # noqa: E501
-            "results_explanation": "     0 trades. Avg profit    nan%. Total profit  0.00000000 BTC (   0.00Σ%). Avg duration   nan min.",  # noqa: E501
-            "total_profit": 0,
-            "current_epoch": 4,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,  # noqa: E501
-        },
-        {
-            "loss": 0.22195522184191518,
-            "params_dict": {
-                "mfi-value": 17,
-                "fastd-value": 21,
-                "adx-value": 38,
-                "rsi-value": 33,
-                "mfi-enabled": True,
-                "fastd-enabled": False,
-                "adx-enabled": True,
-                "rsi-enabled": False,
-                "trigger": "macd_cross_signal",
-                "sell-mfi-value": 87,
-                "sell-fastd-value": 82,
-                "sell-adx-value": 78,
-                "sell-rsi-value": 69,
-                "sell-mfi-enabled": True,
-                "sell-fastd-enabled": False,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": False,
-                "sell-trigger": "sell-macd_cross_signal",
-                "roi_t1": 1269,
-                "roi_t2": 601,
-                "roi_t3": 444,
-                "roi_p1": 0.07280999507931168,
-                "roi_p2": 0.08946698095898986,
-                "roi_p3": 0.1454876733325284,
-                "stoploss": -0.18181041180901014,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 17,
-                    "fastd-value": 21,
-                    "adx-value": 38,
-                    "rsi-value": 33,
-                    "mfi-enabled": True,
-                    "fastd-enabled": False,
-                    "adx-enabled": True,
-                    "rsi-enabled": False,
-                    "trigger": "macd_cross_signal",
-                },
-                "sell": {
-                    "sell-mfi-value": 87,
-                    "sell-fastd-value": 82,
-                    "sell-adx-value": 78,
-                    "sell-rsi-value": 69,
-                    "sell-mfi-enabled": True,
-                    "sell-fastd-enabled": False,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": False,
-                    "sell-trigger": "sell-macd_cross_signal",
-                },
-                "roi": {
-                    0: 0.3077646493708299,
-                    444: 0.16227697603830155,
-                    1045: 0.07280999507931168,
-                    2314: 0,
-                },
-                "stoploss": {"stoploss": -0.18181041180901014},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 14,
-                "trade_count_long": 14,
-                "trade_count_short": 0,
-                "wins": 6,
-                "draws": 0,
-                "losses": 8,
-                "profit_mean": -0.003539515,
-                "profit_median": -0.012222,
-                "profit_total": -0.002480140000000001,
-                "profit_total_abs": -4.955321,
-                "max_drawdown": 0.34,
-                "max_drawdown_abs": -4.955321,
-                "holding_avg": timedelta(minutes=3402.8571428571427),
-            },  # noqa: E501
-            "results_explanation": "    14 trades. Avg profit  -0.35%. Total profit -0.00248014 BTC (  -4.96Σ%). Avg duration 3402.9 min.",  # noqa: E501
-            "total_profit": -0.002480140000000001,
-            "current_epoch": 5,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": True,
-        },
-        {
-            "loss": 0.545315889154162,
-            "params_dict": {
-                "mfi-value": 22,
-                "fastd-value": 43,
-                "adx-value": 46,
-                "rsi-value": 20,
-                "mfi-enabled": False,
-                "fastd-enabled": False,
-                "adx-enabled": True,
-                "rsi-enabled": True,
-                "trigger": "bb_lower",
-                "sell-mfi-value": 87,
-                "sell-fastd-value": 65,
-                "sell-adx-value": 94,
-                "sell-rsi-value": 63,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-macd_cross_signal",
-                "roi_t1": 319,
-                "roi_t2": 556,
-                "roi_t3": 216,
-                "roi_p1": 0.06251955472249589,
-                "roi_p2": 0.11659519602202795,
-                "roi_p3": 0.0953744132197762,
-                "stoploss": -0.024551752215582423,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 22,
-                    "fastd-value": 43,
-                    "adx-value": 46,
-                    "rsi-value": 20,
-                    "mfi-enabled": False,
-                    "fastd-enabled": False,
-                    "adx-enabled": True,
-                    "rsi-enabled": True,
-                    "trigger": "bb_lower",
-                },
-                "sell": {
-                    "sell-mfi-value": 87,
-                    "sell-fastd-value": 65,
-                    "sell-adx-value": 94,
-                    "sell-rsi-value": 63,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-macd_cross_signal",
-                },
-                "roi": {
-                    0: 0.2744891639643,
-                    216: 0.17911475074452382,
-                    772: 0.06251955472249589,
-                    1091: 0,
-                },
-                "stoploss": {"stoploss": -0.024551752215582423},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 39,
-                "trade_count_long": 39,
-                "trade_count_short": 0,
-                "wins": 20,
-                "draws": 0,
-                "losses": 19,
-                "profit_mean": -0.0021400679487179478,
-                "profit_median": -0.012222,
-                "profit_total": -0.0041773,
-                "profit_total_abs": -8.346264999999997,
-                "max_drawdown": 0.45,
-                "max_drawdown_abs": -4.955321,
-                "holding_avg": timedelta(minutes=636.9230769230769),
-            },  # noqa: E501
-            "results_explanation": "    39 trades. Avg profit  -0.21%. Total profit -0.00417730 BTC (  -8.35Σ%). Avg duration 636.9 min.",  # noqa: E501
-            "total_profit": -0.0041773,
-            "current_epoch": 6,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": 4.713497421432944,
-            "params_dict": {
-                "mfi-value": 13,
-                "fastd-value": 41,
-                "adx-value": 21,
-                "rsi-value": 29,
-                "mfi-enabled": False,
-                "fastd-enabled": True,
-                "adx-enabled": False,
-                "rsi-enabled": False,
-                "trigger": "bb_lower",
-                "sell-mfi-value": 99,
-                "sell-fastd-value": 60,
-                "sell-adx-value": 81,
-                "sell-rsi-value": 69,
-                "sell-mfi-enabled": True,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": False,
-                "sell-trigger": "sell-macd_cross_signal",
-                "roi_t1": 771,
-                "roi_t2": 620,
-                "roi_t3": 145,
-                "roi_p1": 0.0586919200378493,
-                "roi_p2": 0.04984118697312542,
-                "roi_p3": 0.37521058680247044,
-                "stoploss": -0.14613268022709905,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 13,
-                    "fastd-value": 41,
-                    "adx-value": 21,
-                    "rsi-value": 29,
-                    "mfi-enabled": False,
-                    "fastd-enabled": True,
-                    "adx-enabled": False,
-                    "rsi-enabled": False,
-                    "trigger": "bb_lower",
-                },
-                "sell": {
-                    "sell-mfi-value": 99,
-                    "sell-fastd-value": 60,
-                    "sell-adx-value": 81,
-                    "sell-rsi-value": 69,
-                    "sell-mfi-enabled": True,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": False,
-                    "sell-trigger": "sell-macd_cross_signal",
-                },
-                "roi": {
-                    0: 0.4837436938134452,
-                    145: 0.10853310701097472,
-                    765: 0.0586919200378493,
-                    1536: 0,
-                },  # noqa: E501
-                "stoploss": {"stoploss": -0.14613268022709905},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 318,
-                "trade_count_long": 318,
-                "trade_count_short": 0,
-                "wins": 100,
-                "draws": 0,
-                "losses": 218,
-                "profit_mean": -0.0039833954716981146,
-                "profit_median": -0.012222,
-                "profit_total": -0.06339929,
-                "profit_total_abs": -126.67197600000004,
-                "max_drawdown": 0.50,
-                "max_drawdown_abs": -200.955321,
-                "holding_avg": timedelta(minutes=3140.377358490566),
-            },  # noqa: E501
-            "results_explanation": "   318 trades. Avg profit  -0.40%. Total profit -0.06339929 BTC (-126.67Σ%). Avg duration 3140.4 min.",  # noqa: E501
-            "total_profit": -0.06339929,
-            "current_epoch": 7,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": 20.0,  # noqa: E501
-            "params_dict": {
-                "mfi-value": 24,
-                "fastd-value": 43,
-                "adx-value": 33,
-                "rsi-value": 20,
-                "mfi-enabled": False,
-                "fastd-enabled": True,
-                "adx-enabled": True,
-                "rsi-enabled": True,
-                "trigger": "sar_reversal",
-                "sell-mfi-value": 89,
-                "sell-fastd-value": 74,
-                "sell-adx-value": 70,
-                "sell-rsi-value": 70,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": False,
-                "sell-adx-enabled": False,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-sar_reversal",
-                "roi_t1": 1149,
-                "roi_t2": 375,
-                "roi_t3": 289,
-                "roi_p1": 0.05571820757172588,
-                "roi_p2": 0.0606240398618907,
-                "roi_p3": 0.1729012220156157,
-                "stoploss": -0.1588514289110401,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 24,
-                    "fastd-value": 43,
-                    "adx-value": 33,
-                    "rsi-value": 20,
-                    "mfi-enabled": False,
-                    "fastd-enabled": True,
-                    "adx-enabled": True,
-                    "rsi-enabled": True,
-                    "trigger": "sar_reversal",
-                },
-                "sell": {
-                    "sell-mfi-value": 89,
-                    "sell-fastd-value": 74,
-                    "sell-adx-value": 70,
-                    "sell-rsi-value": 70,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": False,
-                    "sell-adx-enabled": False,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-sar_reversal",
-                },
-                "roi": {
-                    0: 0.2892434694492323,
-                    289: 0.11634224743361658,
-                    664: 0.05571820757172588,
-                    1813: 0,
-                },
-                "stoploss": {"stoploss": -0.1588514289110401},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 1,
-                "trade_count_long": 1,
-                "trade_count_short": 0,
-                "wins": 0,
-                "draws": 1,
-                "losses": 0,
-                "profit_mean": 0.0,
-                "profit_median": 0.0,
-                "profit_total": 0.0,
-                "profit_total_abs": 0.0,
-                "max_drawdown": 0.0,
-                "max_drawdown_abs": 0.52,
-                "holding_avg": timedelta(minutes=5340.0),
-            },  # noqa: E501
-            "results_explanation": "     1 trades. Avg profit   0.00%. Total profit  0.00000000 BTC (   0.00Σ%). Avg duration 5340.0 min.",  # noqa: E501
-            "total_profit": 0.0,
-            "current_epoch": 8,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": 2.4731817780991223,
-            "params_dict": {
-                "mfi-value": 22,
-                "fastd-value": 20,
-                "adx-value": 29,
-                "rsi-value": 40,
-                "mfi-enabled": False,
-                "fastd-enabled": False,
-                "adx-enabled": False,
-                "rsi-enabled": False,
-                "trigger": "sar_reversal",
-                "sell-mfi-value": 97,
-                "sell-fastd-value": 65,
-                "sell-adx-value": 81,
-                "sell-rsi-value": 64,
-                "sell-mfi-enabled": True,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-bb_upper",
-                "roi_t1": 1012,
-                "roi_t2": 584,
-                "roi_t3": 422,
-                "roi_p1": 0.036764323603472565,
-                "roi_p2": 0.10335480573205287,
-                "roi_p3": 0.10322347377503042,
-                "stoploss": -0.2780610808108503,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 22,
-                    "fastd-value": 20,
-                    "adx-value": 29,
-                    "rsi-value": 40,
-                    "mfi-enabled": False,
-                    "fastd-enabled": False,
-                    "adx-enabled": False,
-                    "rsi-enabled": False,
-                    "trigger": "sar_reversal",
-                },
-                "sell": {
-                    "sell-mfi-value": 97,
-                    "sell-fastd-value": 65,
-                    "sell-adx-value": 81,
-                    "sell-rsi-value": 64,
-                    "sell-mfi-enabled": True,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-bb_upper",
-                },
-                "roi": {
-                    0: 0.2433426031105559,
-                    422: 0.14011912933552545,
-                    1006: 0.036764323603472565,
-                    2018: 0,
-                },
-                "stoploss": {"stoploss": -0.2780610808108503},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 229,
-                "trade_count_long": 229,
-                "trade_count_short": 0,
-                "wins": 150,
-                "draws": 0,
-                "losses": 79,
-                "profit_mean": -0.0038433433624454144,
-                "profit_median": -0.012222,
-                "profit_total": -0.044050070000000004,
-                "profit_total_abs": -88.01256299999999,
-                "max_drawdown": 0.41,
-                "max_drawdown_abs": -150.955321,
-                "holding_avg": timedelta(minutes=6505.676855895196),
-            },  # noqa: E501
-            "results_explanation": "   229 trades. Avg profit  -0.38%. Total profit -0.04405007 BTC ( -88.01Σ%). Avg duration 6505.7 min.",  # noqa: E501
-            "total_profit": -0.044050070000000004,  # noqa: E501
-            "current_epoch": 9,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": -0.2604606005845212,  # noqa: E501
-            "params_dict": {
-                "mfi-value": 23,
-                "fastd-value": 24,
-                "adx-value": 22,
-                "rsi-value": 24,
-                "mfi-enabled": False,
-                "fastd-enabled": False,
-                "adx-enabled": False,
-                "rsi-enabled": True,
-                "trigger": "macd_cross_signal",
-                "sell-mfi-value": 97,
-                "sell-fastd-value": 70,
-                "sell-adx-value": 64,
-                "sell-rsi-value": 80,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": True,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-sar_reversal",
-                "roi_t1": 792,
-                "roi_t2": 464,
-                "roi_t3": 215,
-                "roi_p1": 0.04594053535385903,
-                "roi_p2": 0.09623192684243963,
-                "roi_p3": 0.04428219070850663,
-                "stoploss": -0.16992287161634415,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 23,
-                    "fastd-value": 24,
-                    "adx-value": 22,
-                    "rsi-value": 24,
-                    "mfi-enabled": False,
-                    "fastd-enabled": False,
-                    "adx-enabled": False,
-                    "rsi-enabled": True,
-                    "trigger": "macd_cross_signal",
-                },
-                "sell": {
-                    "sell-mfi-value": 97,
-                    "sell-fastd-value": 70,
-                    "sell-adx-value": 64,
-                    "sell-rsi-value": 80,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": True,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-sar_reversal",
-                },
-                "roi": {
-                    0: 0.18645465290480528,
-                    215: 0.14217246219629864,
-                    679: 0.04594053535385903,
-                    1471: 0,
-                },
-                "stoploss": {"stoploss": -0.16992287161634415},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 4,
-                "trade_count_long": 4,
-                "trade_count_short": 0,
-                "wins": 0,
-                "draws": 0,
-                "losses": 4,
-                "profit_mean": 0.001080385,
-                "profit_median": -0.012222,
-                "profit_total": 0.00021629,
-                "profit_total_abs": 0.432154,
-                "max_drawdown": 0.13,
-                "max_drawdown_abs": -4.955321,
-                "holding_avg": timedelta(minutes=2850.0),
-            },  # noqa: E501
-            "results_explanation": "     4 trades. Avg profit   0.11%. Total profit  0.00021629 BTC (   0.43Σ%). Avg duration 2850.0 min.",  # noqa: E501
-            "total_profit": 0.00021629,
-            "current_epoch": 10,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": True,
-        },
-        {
-            "loss": 4.876465945994304,  # noqa: E501
-            "params_dict": {
-                "mfi-value": 20,
-                "fastd-value": 32,
-                "adx-value": 49,
-                "rsi-value": 23,
-                "mfi-enabled": True,
-                "fastd-enabled": True,
-                "adx-enabled": False,
-                "rsi-enabled": False,
-                "trigger": "bb_lower",
-                "sell-mfi-value": 75,
-                "sell-fastd-value": 56,
-                "sell-adx-value": 61,
-                "sell-rsi-value": 62,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": False,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-macd_cross_signal",
-                "roi_t1": 579,
-                "roi_t2": 614,
-                "roi_t3": 273,
-                "roi_p1": 0.05307643172744114,
-                "roi_p2": 0.1352282078262871,
-                "roi_p3": 0.1913307406325751,
-                "stoploss": -0.25728526022513887,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 20,
-                    "fastd-value": 32,
-                    "adx-value": 49,
-                    "rsi-value": 23,
-                    "mfi-enabled": True,
-                    "fastd-enabled": True,
-                    "adx-enabled": False,
-                    "rsi-enabled": False,
-                    "trigger": "bb_lower",
-                },
-                "sell": {
-                    "sell-mfi-value": 75,
-                    "sell-fastd-value": 56,
-                    "sell-adx-value": 61,
-                    "sell-rsi-value": 62,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": False,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-macd_cross_signal",
-                },
-                "roi": {
-                    0: 0.3796353801863034,
-                    273: 0.18830463955372825,
-                    887: 0.05307643172744114,
-                    1466: 0,
-                },
-                "stoploss": {"stoploss": -0.25728526022513887},
-            },  # noqa: E501
-            # New Hyperopt mode!
-            "results_metrics": {
-                "total_trades": 117,
-                "trade_count_long": 117,
-                "trade_count_short": 0,
-                "wins": 67,
-                "draws": 0,
-                "losses": 50,
-                "profit_mean": -0.012698609145299145,
-                "profit_median": -0.012222,
-                "profit_total": -0.07436117,
-                "profit_total_abs": -148.573727,
-                "max_drawdown": 0.52,
-                "max_drawdown_abs": -224.955321,
-                "holding_avg": timedelta(minutes=4282.5641025641025),
-            },  # noqa: E501
-            "results_explanation": "   117 trades. Avg profit  -1.27%. Total profit -0.07436117 BTC (-148.57Σ%). Avg duration 4282.6 min.",  # noqa: E501
-            "total_profit": -0.07436117,
-            "current_epoch": 11,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-        {
-            "loss": 100000,
-            "params_dict": {
-                "mfi-value": 10,
-                "fastd-value": 36,
-                "adx-value": 31,
-                "rsi-value": 22,
-                "mfi-enabled": True,
-                "fastd-enabled": True,
-                "adx-enabled": True,
-                "rsi-enabled": False,
-                "trigger": "sar_reversal",
-                "sell-mfi-value": 80,
-                "sell-fastd-value": 71,
-                "sell-adx-value": 60,
-                "sell-rsi-value": 85,
-                "sell-mfi-enabled": False,
-                "sell-fastd-enabled": False,
-                "sell-adx-enabled": True,
-                "sell-rsi-enabled": True,
-                "sell-trigger": "sell-bb_upper",
-                "roi_t1": 1156,
-                "roi_t2": 581,
-                "roi_t3": 408,
-                "roi_p1": 0.06860454019988212,
-                "roi_p2": 0.12473718444931989,
-                "roi_p3": 0.2896360635226823,
-                "stoploss": -0.30889015124682806,
-            },  # noqa: E501
-            "params_details": {
-                "buy": {
-                    "mfi-value": 10,
-                    "fastd-value": 36,
-                    "adx-value": 31,
-                    "rsi-value": 22,
-                    "mfi-enabled": True,
-                    "fastd-enabled": True,
-                    "adx-enabled": True,
-                    "rsi-enabled": False,
-                    "trigger": "sar_reversal",
-                },
-                "sell": {
-                    "sell-mfi-value": 80,
-                    "sell-fastd-value": 71,
-                    "sell-adx-value": 60,
-                    "sell-rsi-value": 85,
-                    "sell-mfi-enabled": False,
-                    "sell-fastd-enabled": False,
-                    "sell-adx-enabled": True,
-                    "sell-rsi-enabled": True,
-                    "sell-trigger": "sell-bb_upper",
-                },
-                "roi": {
-                    0: 0.4829777881718843,
-                    408: 0.19334172464920202,
-                    989: 0.06860454019988212,
-                    2145: 0,
-                },
-                "stoploss": {"stoploss": -0.30889015124682806},
-            },  # noqa: E501
-            "results_metrics": {
-                "total_trades": 0,
-                "trade_count_long": 0,
-                "trade_count_short": 0,
-                "wins": 0,
-                "draws": 0,
-                "losses": 0,
-                "profit_mean": None,
-                "profit_median": None,
-                "profit_total": 0,
-                "profit_total_abs": 0.0,
-                "max_drawdown": 0.0,
-                "max_drawdown_abs": 0.0,
-                "holding_avg": timedelta(),
-            },  # noqa: E501
-            "results_explanation": "     0 trades. Avg profit    nan%. Total profit  0.00000000 BTC (   0.00Σ%). Avg duration   nan min.",  # noqa: E501
-            "total_profit": 0,
-            "current_epoch": 12,
-            "is_initial_point": True,
-            "is_random": False,
-            "is_best": False,
-        },
-    ]
-
-    for res in hyperopt_res:
-        res["results_metrics"]["holding_avg_s"] = res["results_metrics"][
-            "holding_avg"
-        ].total_seconds()
-
-    return hyperopt_res
-
-
 @pytest.fixture(scope="function")
 def limit_buy_order_usdt_open():
     return {
diff --git a/tests/conftest_hyperopt.py b/tests/conftest_hyperopt.py
new file mode 100644
index 000000000..af4039a3c
--- /dev/null
+++ b/tests/conftest_hyperopt.py
@@ -0,0 +1,1000 @@
+from datetime import timedelta
+
+
+def hyperopt_test_result():
+    """
+    Sample hyperopt test result, used for some tests.
+    """
+    hyperopt_res = [
+        {
+            "loss": 0.4366182531161519,
+            "params_dict": {
+                "mfi-value": 15,
+                "fastd-value": 20,
+                "adx-value": 25,
+                "rsi-value": 28,
+                "mfi-enabled": False,
+                "fastd-enabled": True,
+                "adx-enabled": True,
+                "rsi-enabled": True,
+                "trigger": "macd_cross_signal",
+                "sell-mfi-value": 88,
+                "sell-fastd-value": 97,
+                "sell-adx-value": 51,
+                "sell-rsi-value": 67,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": False,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-bb_upper",
+                "roi_t1": 1190,
+                "roi_t2": 541,
+                "roi_t3": 408,
+                "roi_p1": 0.026035863879169705,
+                "roi_p2": 0.12508730043628782,
+                "roi_p3": 0.27766427921605896,
+                "stoploss": -0.2562930402099556,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 15,
+                    "fastd-value": 20,
+                    "adx-value": 25,
+                    "rsi-value": 28,
+                    "mfi-enabled": False,
+                    "fastd-enabled": True,
+                    "adx-enabled": True,
+                    "rsi-enabled": True,
+                    "trigger": "macd_cross_signal",
+                },
+                "sell": {
+                    "sell-mfi-value": 88,
+                    "sell-fastd-value": 97,
+                    "sell-adx-value": 51,
+                    "sell-rsi-value": 67,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": False,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-bb_upper",
+                },
+                "roi": {
+                    0: 0.4287874435315165,
+                    408: 0.15112316431545753,
+                    949: 0.026035863879169705,
+                    2139: 0,
+                },
+                "stoploss": {"stoploss": -0.2562930402099556},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 2,
+                "trade_count_long": 2,
+                "trade_count_short": 0,
+                "wins": 0,
+                "draws": 0,
+                "losses": 2,
+                "profit_mean": -0.01254995,
+                "profit_median": -0.012222,
+                "profit_total": -0.00125625,
+                "profit_total_abs": -2.50999,
+                "max_drawdown_account": 0.23,
+                "max_drawdown_abs": -0.00125625,
+                "holding_avg": timedelta(minutes=3930.0),
+                "stake_currency": "BTC",
+                "strategy_name": "SampleStrategy",
+            },  # noqa: E501
+            "results_explanation": "     2 trades. Avg profit  -1.25%. Total profit -0.00125625 BTC (  -2.51Σ%). Avg duration 3930.0 min.",  # noqa: E501
+            "total_profit": -0.00125625,
+            "current_epoch": 1,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": True,
+        },
+        {
+            "loss": 20.0,
+            "params_dict": {
+                "mfi-value": 17,
+                "fastd-value": 38,
+                "adx-value": 48,
+                "rsi-value": 22,
+                "mfi-enabled": True,
+                "fastd-enabled": False,
+                "adx-enabled": True,
+                "rsi-enabled": True,
+                "trigger": "macd_cross_signal",
+                "sell-mfi-value": 96,
+                "sell-fastd-value": 68,
+                "sell-adx-value": 63,
+                "sell-rsi-value": 81,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-sar_reversal",
+                "roi_t1": 334,
+                "roi_t2": 683,
+                "roi_t3": 140,
+                "roi_p1": 0.06403981740598495,
+                "roi_p2": 0.055519840060645045,
+                "roi_p3": 0.3253712811342459,
+                "stoploss": -0.338070047333259,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 17,
+                    "fastd-value": 38,
+                    "adx-value": 48,
+                    "rsi-value": 22,
+                    "mfi-enabled": True,
+                    "fastd-enabled": False,
+                    "adx-enabled": True,
+                    "rsi-enabled": True,
+                    "trigger": "macd_cross_signal",
+                },  # noqa: E501
+                "sell": {
+                    "sell-mfi-value": 96,
+                    "sell-fastd-value": 68,
+                    "sell-adx-value": 63,
+                    "sell-rsi-value": 81,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-sar_reversal",
+                },  # noqa: E501
+                "roi": {
+                    0: 0.4449309386008759,
+                    140: 0.11955965746663,
+                    823: 0.06403981740598495,
+                    1157: 0,
+                },  # noqa: E501
+                "stoploss": {"stoploss": -0.338070047333259},
+            },
+            "results_metrics": {
+                "total_trades": 1,
+                "trade_count_long": 1,
+                "trade_count_short": 0,
+                "wins": 0,
+                "draws": 0,
+                "losses": 1,
+                "profit_mean": 0.012357,
+                "profit_median": -0.012222,
+                "profit_total": 6.185e-05,
+                "profit_total_abs": 0.12357,
+                "max_drawdown_account": 0.23,
+                "max_drawdown_abs": -0.00125625,
+                "holding_avg": timedelta(minutes=1200.0),
+            },  # noqa: E501
+            "results_explanation": "     1 trades. Avg profit   0.12%. Total profit  0.00006185 BTC (   0.12Σ%). Avg duration 1200.0 min.",  # noqa: E501
+            "total_profit": 6.185e-05,
+            "current_epoch": 2,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": 14.241196856510731,
+            "params_dict": {
+                "mfi-value": 25,
+                "fastd-value": 16,
+                "adx-value": 29,
+                "rsi-value": 20,
+                "mfi-enabled": False,
+                "fastd-enabled": False,
+                "adx-enabled": False,
+                "rsi-enabled": False,
+                "trigger": "macd_cross_signal",
+                "sell-mfi-value": 98,
+                "sell-fastd-value": 72,
+                "sell-adx-value": 51,
+                "sell-rsi-value": 82,
+                "sell-mfi-enabled": True,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-macd_cross_signal",
+                "roi_t1": 889,
+                "roi_t2": 533,
+                "roi_t3": 263,
+                "roi_p1": 0.04759065393663096,
+                "roi_p2": 0.1488819964638463,
+                "roi_p3": 0.4102801822104605,
+                "stoploss": -0.05394588767607611,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 25,
+                    "fastd-value": 16,
+                    "adx-value": 29,
+                    "rsi-value": 20,
+                    "mfi-enabled": False,
+                    "fastd-enabled": False,
+                    "adx-enabled": False,
+                    "rsi-enabled": False,
+                    "trigger": "macd_cross_signal",
+                },
+                "sell": {
+                    "sell-mfi-value": 98,
+                    "sell-fastd-value": 72,
+                    "sell-adx-value": 51,
+                    "sell-rsi-value": 82,
+                    "sell-mfi-enabled": True,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-macd_cross_signal",
+                },
+                "roi": {
+                    0: 0.6067528326109377,
+                    263: 0.19647265040047726,
+                    796: 0.04759065393663096,
+                    1685: 0,
+                },
+                "stoploss": {"stoploss": -0.05394588767607611},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 621,
+                "trade_count_long": 621,
+                "trade_count_short": 0,
+                "wins": 320,
+                "draws": 0,
+                "losses": 301,
+                "profit_mean": -0.043883302093397747,
+                "profit_median": -0.012222,
+                "profit_total": -0.13639474,
+                "profit_total_abs": -272.515306,
+                "max_drawdown_account": 0.25,
+                "max_drawdown_abs": -272.515306,
+                "holding_avg": timedelta(minutes=1691.207729468599),
+            },  # noqa: E501
+            "results_explanation": "   621 trades. Avg profit  -0.44%. Total profit -0.13639474 BTC (-272.52Σ%). Avg duration 1691.2 min.",  # noqa: E501
+            "total_profit": -0.13639474,
+            "current_epoch": 3,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": 100000,
+            "params_dict": {
+                "mfi-value": 13,
+                "fastd-value": 35,
+                "adx-value": 39,
+                "rsi-value": 29,
+                "mfi-enabled": True,
+                "fastd-enabled": False,
+                "adx-enabled": False,
+                "rsi-enabled": True,
+                "trigger": "macd_cross_signal",
+                "sell-mfi-value": 87,
+                "sell-fastd-value": 54,
+                "sell-adx-value": 63,
+                "sell-rsi-value": 93,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-bb_upper",
+                "roi_t1": 1402,
+                "roi_t2": 676,
+                "roi_t3": 215,
+                "roi_p1": 0.06264755784937427,
+                "roi_p2": 0.14258587851894644,
+                "roi_p3": 0.20671291201040828,
+                "stoploss": -0.11818343570194478,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 13,
+                    "fastd-value": 35,
+                    "adx-value": 39,
+                    "rsi-value": 29,
+                    "mfi-enabled": True,
+                    "fastd-enabled": False,
+                    "adx-enabled": False,
+                    "rsi-enabled": True,
+                    "trigger": "macd_cross_signal",
+                },
+                "sell": {
+                    "sell-mfi-value": 87,
+                    "sell-fastd-value": 54,
+                    "sell-adx-value": 63,
+                    "sell-rsi-value": 93,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-bb_upper",
+                },
+                "roi": {
+                    0: 0.411946348378729,
+                    215: 0.2052334363683207,
+                    891: 0.06264755784937427,
+                    2293: 0,
+                },
+                "stoploss": {"stoploss": -0.11818343570194478},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 0,
+                "trade_count_long": 0,
+                "trade_count_short": 0,
+                "wins": 0,
+                "draws": 0,
+                "losses": 0,
+                "profit_mean": None,
+                "profit_median": None,
+                "profit_total": 0,
+                "profit": 0.0,
+                "holding_avg": timedelta(),
+            },  # noqa: E501
+            "results_explanation": "     0 trades. Avg profit    nan%. Total profit  0.00000000 BTC (   0.00Σ%). Avg duration   nan min.",  # noqa: E501
+            "total_profit": 0,
+            "current_epoch": 4,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,  # noqa: E501
+        },
+        {
+            "loss": 0.22195522184191518,
+            "params_dict": {
+                "mfi-value": 17,
+                "fastd-value": 21,
+                "adx-value": 38,
+                "rsi-value": 33,
+                "mfi-enabled": True,
+                "fastd-enabled": False,
+                "adx-enabled": True,
+                "rsi-enabled": False,
+                "trigger": "macd_cross_signal",
+                "sell-mfi-value": 87,
+                "sell-fastd-value": 82,
+                "sell-adx-value": 78,
+                "sell-rsi-value": 69,
+                "sell-mfi-enabled": True,
+                "sell-fastd-enabled": False,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": False,
+                "sell-trigger": "sell-macd_cross_signal",
+                "roi_t1": 1269,
+                "roi_t2": 601,
+                "roi_t3": 444,
+                "roi_p1": 0.07280999507931168,
+                "roi_p2": 0.08946698095898986,
+                "roi_p3": 0.1454876733325284,
+                "stoploss": -0.18181041180901014,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 17,
+                    "fastd-value": 21,
+                    "adx-value": 38,
+                    "rsi-value": 33,
+                    "mfi-enabled": True,
+                    "fastd-enabled": False,
+                    "adx-enabled": True,
+                    "rsi-enabled": False,
+                    "trigger": "macd_cross_signal",
+                },
+                "sell": {
+                    "sell-mfi-value": 87,
+                    "sell-fastd-value": 82,
+                    "sell-adx-value": 78,
+                    "sell-rsi-value": 69,
+                    "sell-mfi-enabled": True,
+                    "sell-fastd-enabled": False,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": False,
+                    "sell-trigger": "sell-macd_cross_signal",
+                },
+                "roi": {
+                    0: 0.3077646493708299,
+                    444: 0.16227697603830155,
+                    1045: 0.07280999507931168,
+                    2314: 0,
+                },
+                "stoploss": {"stoploss": -0.18181041180901014},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 14,
+                "trade_count_long": 14,
+                "trade_count_short": 0,
+                "wins": 6,
+                "draws": 0,
+                "losses": 8,
+                "profit_mean": -0.003539515,
+                "profit_median": -0.012222,
+                "profit_total": -0.002480140000000001,
+                "profit_total_abs": -4.955321,
+                "max_drawdown_account": 0.34,
+                "max_drawdown_abs": -4.955321,
+                "holding_avg": timedelta(minutes=3402.8571428571427),
+            },  # noqa: E501
+            "results_explanation": "    14 trades. Avg profit  -0.35%. Total profit -0.00248014 BTC (  -4.96Σ%). Avg duration 3402.9 min.",  # noqa: E501
+            "total_profit": -0.002480140000000001,
+            "current_epoch": 5,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": True,
+        },
+        {
+            "loss": 0.545315889154162,
+            "params_dict": {
+                "mfi-value": 22,
+                "fastd-value": 43,
+                "adx-value": 46,
+                "rsi-value": 20,
+                "mfi-enabled": False,
+                "fastd-enabled": False,
+                "adx-enabled": True,
+                "rsi-enabled": True,
+                "trigger": "bb_lower",
+                "sell-mfi-value": 87,
+                "sell-fastd-value": 65,
+                "sell-adx-value": 94,
+                "sell-rsi-value": 63,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-macd_cross_signal",
+                "roi_t1": 319,
+                "roi_t2": 556,
+                "roi_t3": 216,
+                "roi_p1": 0.06251955472249589,
+                "roi_p2": 0.11659519602202795,
+                "roi_p3": 0.0953744132197762,
+                "stoploss": -0.024551752215582423,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 22,
+                    "fastd-value": 43,
+                    "adx-value": 46,
+                    "rsi-value": 20,
+                    "mfi-enabled": False,
+                    "fastd-enabled": False,
+                    "adx-enabled": True,
+                    "rsi-enabled": True,
+                    "trigger": "bb_lower",
+                },
+                "sell": {
+                    "sell-mfi-value": 87,
+                    "sell-fastd-value": 65,
+                    "sell-adx-value": 94,
+                    "sell-rsi-value": 63,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-macd_cross_signal",
+                },
+                "roi": {
+                    0: 0.2744891639643,
+                    216: 0.17911475074452382,
+                    772: 0.06251955472249589,
+                    1091: 0,
+                },
+                "stoploss": {"stoploss": -0.024551752215582423},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 39,
+                "trade_count_long": 39,
+                "trade_count_short": 0,
+                "wins": 20,
+                "draws": 0,
+                "losses": 19,
+                "profit_mean": -0.0021400679487179478,
+                "profit_median": -0.012222,
+                "profit_total": -0.0041773,
+                "profit_total_abs": -8.346264999999997,
+                "max_drawdown_account": 0.45,
+                "max_drawdown_abs": -4.955321,
+                "holding_avg": timedelta(minutes=636.9230769230769),
+            },  # noqa: E501
+            "results_explanation": "    39 trades. Avg profit  -0.21%. Total profit -0.00417730 BTC (  -8.35Σ%). Avg duration 636.9 min.",  # noqa: E501
+            "total_profit": -0.0041773,
+            "current_epoch": 6,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": 4.713497421432944,
+            "params_dict": {
+                "mfi-value": 13,
+                "fastd-value": 41,
+                "adx-value": 21,
+                "rsi-value": 29,
+                "mfi-enabled": False,
+                "fastd-enabled": True,
+                "adx-enabled": False,
+                "rsi-enabled": False,
+                "trigger": "bb_lower",
+                "sell-mfi-value": 99,
+                "sell-fastd-value": 60,
+                "sell-adx-value": 81,
+                "sell-rsi-value": 69,
+                "sell-mfi-enabled": True,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": False,
+                "sell-trigger": "sell-macd_cross_signal",
+                "roi_t1": 771,
+                "roi_t2": 620,
+                "roi_t3": 145,
+                "roi_p1": 0.0586919200378493,
+                "roi_p2": 0.04984118697312542,
+                "roi_p3": 0.37521058680247044,
+                "stoploss": -0.14613268022709905,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 13,
+                    "fastd-value": 41,
+                    "adx-value": 21,
+                    "rsi-value": 29,
+                    "mfi-enabled": False,
+                    "fastd-enabled": True,
+                    "adx-enabled": False,
+                    "rsi-enabled": False,
+                    "trigger": "bb_lower",
+                },
+                "sell": {
+                    "sell-mfi-value": 99,
+                    "sell-fastd-value": 60,
+                    "sell-adx-value": 81,
+                    "sell-rsi-value": 69,
+                    "sell-mfi-enabled": True,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": False,
+                    "sell-trigger": "sell-macd_cross_signal",
+                },
+                "roi": {
+                    0: 0.4837436938134452,
+                    145: 0.10853310701097472,
+                    765: 0.0586919200378493,
+                    1536: 0,
+                },  # noqa: E501
+                "stoploss": {"stoploss": -0.14613268022709905},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 318,
+                "trade_count_long": 318,
+                "trade_count_short": 0,
+                "wins": 100,
+                "draws": 0,
+                "losses": 218,
+                "profit_mean": -0.0039833954716981146,
+                "profit_median": -0.012222,
+                "profit_total": -0.06339929,
+                "profit_total_abs": -126.67197600000004,
+                "max_drawdown_account": 0.50,
+                "max_drawdown_abs": -200.955321,
+                "holding_avg": timedelta(minutes=3140.377358490566),
+            },  # noqa: E501
+            "results_explanation": "   318 trades. Avg profit  -0.40%. Total profit -0.06339929 BTC (-126.67Σ%). Avg duration 3140.4 min.",  # noqa: E501
+            "total_profit": -0.06339929,
+            "current_epoch": 7,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": 20.0,  # noqa: E501
+            "params_dict": {
+                "mfi-value": 24,
+                "fastd-value": 43,
+                "adx-value": 33,
+                "rsi-value": 20,
+                "mfi-enabled": False,
+                "fastd-enabled": True,
+                "adx-enabled": True,
+                "rsi-enabled": True,
+                "trigger": "sar_reversal",
+                "sell-mfi-value": 89,
+                "sell-fastd-value": 74,
+                "sell-adx-value": 70,
+                "sell-rsi-value": 70,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": False,
+                "sell-adx-enabled": False,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-sar_reversal",
+                "roi_t1": 1149,
+                "roi_t2": 375,
+                "roi_t3": 289,
+                "roi_p1": 0.05571820757172588,
+                "roi_p2": 0.0606240398618907,
+                "roi_p3": 0.1729012220156157,
+                "stoploss": -0.1588514289110401,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 24,
+                    "fastd-value": 43,
+                    "adx-value": 33,
+                    "rsi-value": 20,
+                    "mfi-enabled": False,
+                    "fastd-enabled": True,
+                    "adx-enabled": True,
+                    "rsi-enabled": True,
+                    "trigger": "sar_reversal",
+                },
+                "sell": {
+                    "sell-mfi-value": 89,
+                    "sell-fastd-value": 74,
+                    "sell-adx-value": 70,
+                    "sell-rsi-value": 70,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": False,
+                    "sell-adx-enabled": False,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-sar_reversal",
+                },
+                "roi": {
+                    0: 0.2892434694492323,
+                    289: 0.11634224743361658,
+                    664: 0.05571820757172588,
+                    1813: 0,
+                },
+                "stoploss": {"stoploss": -0.1588514289110401},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 1,
+                "trade_count_long": 1,
+                "trade_count_short": 0,
+                "wins": 0,
+                "draws": 1,
+                "losses": 0,
+                "profit_mean": 0.0,
+                "profit_median": 0.0,
+                "profit_total": 0.0,
+                "profit_total_abs": 0.0,
+                "max_drawdown_account": 0.0,
+                "max_drawdown_abs": 0.52,
+                "holding_avg": timedelta(minutes=5340.0),
+            },  # noqa: E501
+            "results_explanation": "     1 trades. Avg profit   0.00%. Total profit  0.00000000 BTC (   0.00Σ%). Avg duration 5340.0 min.",  # noqa: E501
+            "total_profit": 0.0,
+            "current_epoch": 8,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": 2.4731817780991223,
+            "params_dict": {
+                "mfi-value": 22,
+                "fastd-value": 20,
+                "adx-value": 29,
+                "rsi-value": 40,
+                "mfi-enabled": False,
+                "fastd-enabled": False,
+                "adx-enabled": False,
+                "rsi-enabled": False,
+                "trigger": "sar_reversal",
+                "sell-mfi-value": 97,
+                "sell-fastd-value": 65,
+                "sell-adx-value": 81,
+                "sell-rsi-value": 64,
+                "sell-mfi-enabled": True,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-bb_upper",
+                "roi_t1": 1012,
+                "roi_t2": 584,
+                "roi_t3": 422,
+                "roi_p1": 0.036764323603472565,
+                "roi_p2": 0.10335480573205287,
+                "roi_p3": 0.10322347377503042,
+                "stoploss": -0.2780610808108503,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 22,
+                    "fastd-value": 20,
+                    "adx-value": 29,
+                    "rsi-value": 40,
+                    "mfi-enabled": False,
+                    "fastd-enabled": False,
+                    "adx-enabled": False,
+                    "rsi-enabled": False,
+                    "trigger": "sar_reversal",
+                },
+                "sell": {
+                    "sell-mfi-value": 97,
+                    "sell-fastd-value": 65,
+                    "sell-adx-value": 81,
+                    "sell-rsi-value": 64,
+                    "sell-mfi-enabled": True,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-bb_upper",
+                },
+                "roi": {
+                    0: 0.2433426031105559,
+                    422: 0.14011912933552545,
+                    1006: 0.036764323603472565,
+                    2018: 0,
+                },
+                "stoploss": {"stoploss": -0.2780610808108503},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 229,
+                "trade_count_long": 229,
+                "trade_count_short": 0,
+                "wins": 150,
+                "draws": 0,
+                "losses": 79,
+                "profit_mean": -0.0038433433624454144,
+                "profit_median": -0.012222,
+                "profit_total": -0.044050070000000004,
+                "profit_total_abs": -88.01256299999999,
+                "max_drawdown_account": 0.41,
+                "max_drawdown_abs": -150.955321,
+                "holding_avg": timedelta(minutes=6505.676855895196),
+            },  # noqa: E501
+            "results_explanation": "   229 trades. Avg profit  -0.38%. Total profit -0.04405007 BTC ( -88.01Σ%). Avg duration 6505.7 min.",  # noqa: E501
+            "total_profit": -0.044050070000000004,  # noqa: E501
+            "current_epoch": 9,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": -0.2604606005845212,  # noqa: E501
+            "params_dict": {
+                "mfi-value": 23,
+                "fastd-value": 24,
+                "adx-value": 22,
+                "rsi-value": 24,
+                "mfi-enabled": False,
+                "fastd-enabled": False,
+                "adx-enabled": False,
+                "rsi-enabled": True,
+                "trigger": "macd_cross_signal",
+                "sell-mfi-value": 97,
+                "sell-fastd-value": 70,
+                "sell-adx-value": 64,
+                "sell-rsi-value": 80,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": True,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-sar_reversal",
+                "roi_t1": 792,
+                "roi_t2": 464,
+                "roi_t3": 215,
+                "roi_p1": 0.04594053535385903,
+                "roi_p2": 0.09623192684243963,
+                "roi_p3": 0.04428219070850663,
+                "stoploss": -0.16992287161634415,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 23,
+                    "fastd-value": 24,
+                    "adx-value": 22,
+                    "rsi-value": 24,
+                    "mfi-enabled": False,
+                    "fastd-enabled": False,
+                    "adx-enabled": False,
+                    "rsi-enabled": True,
+                    "trigger": "macd_cross_signal",
+                },
+                "sell": {
+                    "sell-mfi-value": 97,
+                    "sell-fastd-value": 70,
+                    "sell-adx-value": 64,
+                    "sell-rsi-value": 80,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": True,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-sar_reversal",
+                },
+                "roi": {
+                    0: 0.18645465290480528,
+                    215: 0.14217246219629864,
+                    679: 0.04594053535385903,
+                    1471: 0,
+                },
+                "stoploss": {"stoploss": -0.16992287161634415},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 4,
+                "trade_count_long": 4,
+                "trade_count_short": 0,
+                "wins": 0,
+                "draws": 0,
+                "losses": 4,
+                "profit_mean": 0.001080385,
+                "profit_median": -0.012222,
+                "profit_total": 0.00021629,
+                "profit_total_abs": 0.432154,
+                "max_drawdown_account": 0.13,
+                "max_drawdown_abs": -4.955321,
+                "holding_avg": timedelta(minutes=2850.0),
+            },  # noqa: E501
+            "results_explanation": "     4 trades. Avg profit   0.11%. Total profit  0.00021629 BTC (   0.43Σ%). Avg duration 2850.0 min.",  # noqa: E501
+            "total_profit": 0.00021629,
+            "current_epoch": 10,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": True,
+        },
+        {
+            "loss": 4.876465945994304,  # noqa: E501
+            "params_dict": {
+                "mfi-value": 20,
+                "fastd-value": 32,
+                "adx-value": 49,
+                "rsi-value": 23,
+                "mfi-enabled": True,
+                "fastd-enabled": True,
+                "adx-enabled": False,
+                "rsi-enabled": False,
+                "trigger": "bb_lower",
+                "sell-mfi-value": 75,
+                "sell-fastd-value": 56,
+                "sell-adx-value": 61,
+                "sell-rsi-value": 62,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": False,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-macd_cross_signal",
+                "roi_t1": 579,
+                "roi_t2": 614,
+                "roi_t3": 273,
+                "roi_p1": 0.05307643172744114,
+                "roi_p2": 0.1352282078262871,
+                "roi_p3": 0.1913307406325751,
+                "stoploss": -0.25728526022513887,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 20,
+                    "fastd-value": 32,
+                    "adx-value": 49,
+                    "rsi-value": 23,
+                    "mfi-enabled": True,
+                    "fastd-enabled": True,
+                    "adx-enabled": False,
+                    "rsi-enabled": False,
+                    "trigger": "bb_lower",
+                },
+                "sell": {
+                    "sell-mfi-value": 75,
+                    "sell-fastd-value": 56,
+                    "sell-adx-value": 61,
+                    "sell-rsi-value": 62,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": False,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-macd_cross_signal",
+                },
+                "roi": {
+                    0: 0.3796353801863034,
+                    273: 0.18830463955372825,
+                    887: 0.05307643172744114,
+                    1466: 0,
+                },
+                "stoploss": {"stoploss": -0.25728526022513887},
+            },  # noqa: E501
+            # New Hyperopt mode!
+            "results_metrics": {
+                "total_trades": 117,
+                "trade_count_long": 117,
+                "trade_count_short": 0,
+                "wins": 67,
+                "draws": 0,
+                "losses": 50,
+                "profit_mean": -0.012698609145299145,
+                "profit_median": -0.012222,
+                "profit_total": -0.07436117,
+                "profit_total_abs": -148.573727,
+                "max_drawdown_account": 0.52,
+                "max_drawdown_abs": -224.955321,
+                "holding_avg": timedelta(minutes=4282.5641025641025),
+            },  # noqa: E501
+            "results_explanation": "   117 trades. Avg profit  -1.27%. Total profit -0.07436117 BTC (-148.57Σ%). Avg duration 4282.6 min.",  # noqa: E501
+            "total_profit": -0.07436117,
+            "current_epoch": 11,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+        {
+            "loss": 100000,
+            "params_dict": {
+                "mfi-value": 10,
+                "fastd-value": 36,
+                "adx-value": 31,
+                "rsi-value": 22,
+                "mfi-enabled": True,
+                "fastd-enabled": True,
+                "adx-enabled": True,
+                "rsi-enabled": False,
+                "trigger": "sar_reversal",
+                "sell-mfi-value": 80,
+                "sell-fastd-value": 71,
+                "sell-adx-value": 60,
+                "sell-rsi-value": 85,
+                "sell-mfi-enabled": False,
+                "sell-fastd-enabled": False,
+                "sell-adx-enabled": True,
+                "sell-rsi-enabled": True,
+                "sell-trigger": "sell-bb_upper",
+                "roi_t1": 1156,
+                "roi_t2": 581,
+                "roi_t3": 408,
+                "roi_p1": 0.06860454019988212,
+                "roi_p2": 0.12473718444931989,
+                "roi_p3": 0.2896360635226823,
+                "stoploss": -0.30889015124682806,
+            },  # noqa: E501
+            "params_details": {
+                "buy": {
+                    "mfi-value": 10,
+                    "fastd-value": 36,
+                    "adx-value": 31,
+                    "rsi-value": 22,
+                    "mfi-enabled": True,
+                    "fastd-enabled": True,
+                    "adx-enabled": True,
+                    "rsi-enabled": False,
+                    "trigger": "sar_reversal",
+                },
+                "sell": {
+                    "sell-mfi-value": 80,
+                    "sell-fastd-value": 71,
+                    "sell-adx-value": 60,
+                    "sell-rsi-value": 85,
+                    "sell-mfi-enabled": False,
+                    "sell-fastd-enabled": False,
+                    "sell-adx-enabled": True,
+                    "sell-rsi-enabled": True,
+                    "sell-trigger": "sell-bb_upper",
+                },
+                "roi": {
+                    0: 0.4829777881718843,
+                    408: 0.19334172464920202,
+                    989: 0.06860454019988212,
+                    2145: 0,
+                },
+                "stoploss": {"stoploss": -0.30889015124682806},
+            },  # noqa: E501
+            "results_metrics": {
+                "total_trades": 0,
+                "trade_count_long": 0,
+                "trade_count_short": 0,
+                "wins": 0,
+                "draws": 0,
+                "losses": 0,
+                "profit_mean": None,
+                "profit_median": None,
+                "profit_total": 0,
+                "profit_total_abs": 0.0,
+                "max_drawdown_account": 0.0,
+                "max_drawdown_abs": 0.0,
+                "holding_avg": timedelta(),
+            },  # noqa: E501
+            "results_explanation": "     0 trades. Avg profit    nan%. Total profit  0.00000000 BTC (   0.00Σ%). Avg duration   nan min.",  # noqa: E501
+            "total_profit": 0,
+            "current_epoch": 12,
+            "is_initial_point": True,
+            "is_random": False,
+            "is_best": False,
+        },
+    ]
+
+    for res in hyperopt_res:
+        res["results_metrics"]["holding_avg_s"] = res["results_metrics"][
+            "holding_avg"
+        ].total_seconds()
+    return hyperopt_res
diff --git a/tests/optimize/test_hyperopt.py b/tests/optimize/test_hyperopt.py
index 08f0408ed..4d2f9ae36 100644
--- a/tests/optimize/test_hyperopt.py
+++ b/tests/optimize/test_hyperopt.py
@@ -47,7 +47,7 @@ def generate_result_metrics():
         "profit_total_abs": 0.001,
         "profit_total": 0.01,
         "holding_avg": timedelta(minutes=20),
-        "max_drawdown": 0.001,
+        "max_drawdown_account": 0.001,
         "max_drawdown_abs": 0.001,
         "loss": 0.001,
         "is_initial_point": 0.001,
diff --git a/tests/strategy/strats/hyperoptable_strategy.py b/tests/strategy/strats/hyperoptable_strategy.py
index bc71ed3ae..3a2b210be 100644
--- a/tests/strategy/strats/hyperoptable_strategy.py
+++ b/tests/strategy/strats/hyperoptable_strategy.py
@@ -52,7 +52,7 @@ class HyperoptableStrategy(StrategyTestV3):
     bot_loop_started = False
     bot_started = False
 
-    def bot_loop_start(self):
+    def bot_loop_start(self, **kwargs):
         self.bot_loop_started = True
 
     def bot_start(self, **kwargs) -> None:
diff --git a/tests/strategy/strats/hyperoptable_strategy_v2.py b/tests/strategy/strats/hyperoptable_strategy_v2.py
index 650c587f5..40e139e1f 100644
--- a/tests/strategy/strats/hyperoptable_strategy_v2.py
+++ b/tests/strategy/strats/hyperoptable_strategy_v2.py
@@ -48,7 +48,7 @@ class HyperoptableStrategyV2(StrategyTestV2):
 
     bot_loop_started = False
 
-    def bot_loop_start(self):
+    def bot_loop_start(self, **kwargs):
         self.bot_loop_started = True
 
     def bot_start(self, **kwargs) -> None: