TEST Learning

TEST SHORT
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2026-04-08 21:46:21 +02:00 · 2026-04-02 20:17:55 +02:00 · 2026-03-29 23:32:09 +02:00 · 2026-03-29 18:16:38 +02:00 · 2026-03-28 21:51:37 +01:00 · 2026-03-28 20:48:10 +01:00
11 changed files with 7193 additions and 500 deletions
--- a/Empty.json
+++ b/Empty.json
@@ -14,12 +14,7 @@
      "trailing_only_offset_is_reached": false
    },
    "max_open_trades": {
-      "max_open_trades": 20
-    },
-    "protection": {
-      "b30_indicateur": "sma36",
-      "baisse": 0.33,
-      "drop_from_last_entry": -0.03
+      "max_open_trades": 1
    },
    "buy": {
      "buy_deriv1_sma12d": -0.04,
@@ -30,17 +25,25 @@
      "buy_deriv2_sma60": -0.001,
      "buy_longue": 160,
      "buy_longue_derive": "sma80_deriv1_1d",
-      "start_bear_deriv1": -0.004,
-      "start_bear_deriv2": 0.002,
-      "start_bear_indicator": "sma80",
-      "start_bull_deriv1": 0.001,
-      "start_bull_deriv2": -0.002,
-      "start_bull_indicator": "sma120"
+      "start_bear_deriv1": 0.003,
+      "start_bear_deriv2": 0.003,
+      "start_bear_indicator": "sma24",
+      "start_bull_deriv1": -0.005,
+      "start_bull_deriv2": 0.0,
+      "start_bull_indicator": "sma3"
+    },
+    "protection": {
+      "drop_from_last_entry": -0.03,
+      "mises": 1
    },
    "sell": {
-      "sell_score_indicator": "sma24_score"
+      "b30_indicateur": "sma36",
+      "baisse": 0.25,
+      "sell_force_sell": -0.169,
+      "sell_indicator": "sma3",
+      "sell_score_indicator": "sma3_score"
    }
  },
  "ft_stratparam_v": 1,
-  "export_time": "2026-02-28 17:28:20.867470+00:00"
+  "export_time": "2026-03-07 11:58:51.712499+00:00"
 }
--- a/Empty.py
+++ b/Empty.py
@@ -216,8 +216,12 @@ class Empty(IStrategy):
    # baisses = list()
    # for i in range(0, 0.5, 0.05):
    #     baisses.append(i)
-    baisse = DecimalParameter(0, 0.5, decimals=2, default=0.3, space='protection', optimize=True, load=True)
-    b30_indicateur = CategoricalParameter(sma_indicators_h, default="sma36", space='protection', optimize=True, load=True)
+    mises = IntParameter(1, 10, default=1, space='protection')
+    sell_force_sell = DecimalParameter(-0.2, 0, decimals=3, default=-0.02, space='sell')
+    sell_indicator = CategoricalParameter(sma_indicators, default="sma36", space='sell', optimize=True, load=True)
+
+    baisse = DecimalParameter(0.1, 0.5, decimals=2, default=0.3, space='sell', optimize=True, load=True)
+    b30_indicateur = CategoricalParameter(sma_indicators_h, default="sma36", space='sell', optimize=True, load=True)

    # lost_indicator = CategoricalParameter(sma_deriv1_indicators, default="sma5_deriv1", space='protection')

@@ -250,10 +254,10 @@ class Empty(IStrategy):
            # sl_max = self.wallets.get_available_stake_amount() / 2
            #
            # amount = sl_min + (1 - range_pos) * (sl_max - sl_min)
-            if last_candle['enter_tag'] == 'fall':
+            if last_candle['enter_tag'] in ['fall', 'bear', 'Force', 'Range-']:
                amount = self.wallets.get_available_stake_amount() / 5
            else:
-                amount = self.wallets.get_available_stake_amount() # / (2 * self.pairs[pair]['count_of_lost'] + 1)
+                amount = self.wallets.get_available_stake_amount() / self.mises.value # / (2 * self.pairs[pair]['count_of_lost'] + 1)

            # factor = 1
            #
@@ -364,13 +368,16 @@ class Empty(IStrategy):
        last_candle_2 = dataframe.iloc[-2].squeeze()
        last_candle_3 = dataframe.iloc[-3].squeeze()

-        # if (last_candle['has_cross_min_6'] and last_candle['sma60_deriv1'] > 0) or (last_candle['sma12_inv_1d']):
-        #     self.pairs[pair]['count_of_lost'] = 0
-
-        condition = False if self.pairs[pair]['count_of_lost'] >= 1 \
-            and (last_candle['sma12_deriv1_1d'] < 0.001 \
-            or last_candle['sma12_deriv2_1d'] < 0.001) else True
-
+        if entry_tag == 'Range-':
+            self.pairs[pair]['count_of_lost'] = 0
+        if entry_tag == 'Force':
+            if self.pairs[pair]['count_of_lost'] >= 1:
+                self.pairs[pair]['count_of_lost'] = 0
+            condition = False
+        else:
+            condition = False if self.pairs[pair]['count_of_lost'] >= 1 \
+                and (last_candle['sma12_deriv1_1d'] < 0.001 or last_candle['sma12_deriv2_1d'] < 0.001) \
+                and entry_tag != 'dist' else True
        reason = ''
        if not condition:
            reason = 'lost'
@@ -545,15 +552,15 @@ class Empty(IStrategy):
        #     buys=count_of_buys,
        #     stake=0
        # )
-        # if self.pairs[pair]['current_trade'].enter_tag == 'fall':
-        #     if current_profit < - 0.02 and last_candle[f"close"] <= last_candle['sma60'] and self.wallets.get_available_stake_amount() < 50:
-        #         self.pairs[pair]['force_sell'] = True
-        #         return 'sma60'
-        # else:
-
-        if current_profit < - 0.02 and last_candle[f"close"] <= last_candle['sma60']:
-            self.pairs[pair]['force_sell'] = True
-            return 'sma60'
+        if self.pairs[pair]['current_trade'].enter_tag in ['bear', 'Force', 'Range-']:
+            if current_profit < - 0.02 and last_candle[f"close"] <= last_candle['sma60'] and self.wallets.get_available_stake_amount() < 50:
+                self.pairs[pair]['force_sell'] = True
+                return 'smaBF'
+        else:
+            if current_profit < self.sell_force_sell.value \
+                    and last_candle[f"close"] <= last_candle[self.sell_indicator.value]:
+                self.pairs[pair]['force_sell'] = True
+                return 'sma'

        if profit > max(5, expected_profit) and \
                (baisse > self.baisse.value and last_candle[f"close"] <= last_candle[self.b30_indicateur.value]) \
@@ -561,6 +568,10 @@ class Empty(IStrategy):
            self.pairs[pair]['force_sell'] = True
            return 'B30'

+        # if profit > max(5, expected_profit) and last_candle['sma5_deriv1_1d'] < 0 and baisse > 0.15:
+        #     self.pairs[pair]['force_sell'] = True
+        #     return 'Drv5d'
+
        # if last_candle['range_pos'] > 0.05 and current_profit < - last_candle['range_pos'] /4 : #last_candle['cross_sma60']:
        #     self.pairs[pair]['force_sell'] = True
        #     return 'Range'
@@ -738,8 +749,8 @@ class Empty(IStrategy):
        # #####################################################################################
        # CA MONTE !!
        # #####################################################################################
-        # conditions.append(dataframe[f"{self.start_bull_indicator.value}_deriv1_1d" ] > self.start_bull_deriv1.value)
-        # conditions.append(dataframe[f"{self.start_bull_indicator.value}_deriv2_1d"] > self.start_bull_deriv2.value)
+        conditions.append(dataframe[f"{self.start_bull_indicator.value}_deriv1_1d" ] > self.start_bull_deriv1.value)
+        conditions.append(dataframe[f"{self.start_bull_indicator.value}_deriv2_1d"] > self.start_bull_deriv2.value)
        conditions.append(dataframe['sma12_deriv1'] > self.buy_deriv1_sma60.value)
        conditions.append(dataframe['sma5_deriv1_1d'] > self.buy_deriv1_sma5d.value)
        conditions.append(dataframe['sma12_deriv1_1d'] > self.buy_deriv1_sma12d.value)
@@ -769,6 +780,29 @@ class Empty(IStrategy):
                ['enter_long', 'enter_tag']
            ] = (1, 'bull')

+        # #####################################################################################
+        # conditions = list()
+        # conditions.append(dataframe['dist_sma200_1d'] < -0.05)
+        # conditions.append(dataframe['sma12_inv'] == 1)
+        # # conditions.append(dataframe['sma100_deriv1_1d'] > 0)
+        # if conditions:
+        #     dataframe.loc[
+        #         reduce(lambda x, y: x & y, conditions),
+        #         ['enter_long', 'enter_tag']
+        #     ] = (1, 'dist')
+
+        # #####################################################################################
+        conditions = list()
+        conditions.append(dataframe['close'] < dataframe['sma100_1d'])
+        conditions.append(dataframe['mid_smooth12'] > dataframe['mid_smooth12'].shift(1))
+        conditions.append(dataframe['sma100_deriv1_1d'] > 0)
+        conditions.append(dataframe[f"range_pos"] < 0.01)
+        # if conditions:
+        #     dataframe.loc[
+        #         reduce(lambda x, y: x & y, conditions),
+        #         ['enter_long', 'enter_tag']
+        #     ] = (1, 'dist')
+
        # #####################################################################################
        # CA BAISSE !!
        # "buy": {
@@ -831,7 +865,15 @@ class Empty(IStrategy):
        #     ['enter_long', 'enter_tag']
        # ] = (1, 'cross_min')

-        # conditions = list()
+        conditions = list()
+        conditions.append(dataframe['sma12_deriv1'] > 0.00)
+        conditions.append(dataframe['sma60_deriv1'] > 0.0)
+        conditions.append(dataframe['sma5_deriv1_1d'] > 0.0)
+        conditions.append(dataframe['sma12_deriv1_1d'] > 0.0)
+        conditions.append(dataframe['sma24_deriv1_1d'] > 0.0)
+        conditions.append(dataframe['sma100_deriv1_1d'] > 0.0)
+        conditions.append(dataframe[f"range_pos"] < 0.025)
+        # conditions.append(dataframe['sma12_deriv1_1d'] > 0.0)
        # # conditions.append(dataframe['close_1d'] < dataframe[f'sma{self.buy_longue.value}_1d'])
        # # conditions.append(dataframe['has_cross_min'].rolling(6).max() == 1)
        # # conditions.append(dataframe['mid_smooth5'] > dataframe['mid_smooth5'].shift(1))
@@ -840,7 +882,23 @@ class Empty(IStrategy):
        # dataframe.loc[
        #     reduce(lambda x, y: x & y, conditions),
        #     ['enter_long', 'enter_tag']
-        # ] = (1, 'fall')
+        # ] = (1, 'Rise')
+
+        # conditions = list()
+        # conditions.append(dataframe['has_cross_min_6'] == True)
+        # conditions.append(dataframe['min36'] == dataframe['min36'].shift(3))
+        # dataframe.loc[
+        #     reduce(lambda x, y: x & y, conditions),
+        #     ['enter_long', 'enter_tag']
+        # ] = (1, 'Force')
+
+        # conditions = list()
+        # conditions.append(dataframe['range_pos'] < -0.03)
+        # conditions.append(dataframe['min36'] == dataframe['min36'].shift(3))
+        # dataframe.loc[
+        #     reduce(lambda x, y: x & y, conditions),
+        #     ['enter_long', 'enter_tag']
+        # ] = (1, 'Range-')

        return dataframe

--- a/Empty.txt
+++ b/Empty.txt
--- a/Empty5m.json
+++ b/Empty5m.json
@@ -0,0 +1,32 @@
+{
+  "strategy_name": "Empty5m",
+  "params": {
+    "roi": {
+      "0": 5
+    },
+    "stoploss": {
+      "stoploss": -1.0
+    },
+    "trailing": {
+      "trailing_stop": false,
+      "trailing_stop_positive": null,
+      "trailing_stop_positive_offset": 0.0,
+      "trailing_only_offset_is_reached": false
+    },
+    "max_open_trades": {
+      "max_open_trades": 20
+    },
+    "sell": {
+      "b30_indicateur": "sma36",
+      "baisse": 0.3,
+      "sell_force_sell": -0.03,
+      "sell_indicator": "sma36"
+    },
+    "protection": {
+      "drop_from_last_entry": -0.01,
+      "mises_bull": 4
+    }
+  },
+  "ft_stratparam_v": 1,
+  "export_time": "2026-03-07 20:20:17.895644+00:00"
+}
--- a/Empty5m.py
+++ b/Empty5m.py
--- a/EmptyAI.py
+++ b/EmptyAI.py
--- a/EmptyShort.json
+++ b/EmptyShort.json
@@ -0,0 +1,32 @@
+{
+  "strategy_name": "EmptyShort",
+  "params": {
+    "roi": {
+      "0": 5
+    },
+    "trailing": {
+      "trailing_stop": false,
+      "trailing_stop_positive": null,
+      "trailing_stop_positive_offset": 0.0,
+      "trailing_only_offset_is_reached": false
+    },
+    "max_open_trades": {
+      "max_open_trades": 20
+    },
+    "sell": {
+      "b30_indicateur": "sma24",
+      "baisse": 0.2,
+      "sell_force_sell": -0.02,
+      "sell_indicator": "sma36"
+    },
+    "protection": {
+      "drop_from_last_entry": 0.0,
+      "mises_bull": 4
+    },
+    "stoploss": {
+      "stoploss": -0.02
+    }
+  },
+  "ft_stratparam_v": 1,
+  "export_time": "2026-03-29 18:29:54.986316+00:00"
+}
--- a/EmptyShort.py
+++ b/EmptyShort.py
--- a/EmptyShort.txt
+++ b/EmptyShort.txt
@@ -0,0 +1,188 @@
+                                                 BACKTESTING REPORT
+┏━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃          Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃   Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│ BTC/USDT:USDT │     54 │         0.75 │         422.136 │        42.21 │ 1 day, 5:07:00 │   25     0    29  46.3 │
+│         TOTAL │     54 │         0.75 │         422.136 │        42.21 │ 1 day, 5:07:00 │   25     0    29  46.3 │
+└───────────────┴────────┴──────────────┴─────────────────┴──────────────┴────────────────┴────────────────────────┘
+                                         LEFT OPEN TRADES REPORT
+┏━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃  Pair ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│ TOTAL │      0 │          0.0 │           0.000 │          0.0 │         0:00 │    0     0     0     0 │
+└───────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┘
+                                                   ENTER TAG STATS
+┏━━━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃   Enter Tag ┃ Entries ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃     Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│       short │      28 │         0.72 │         211.154 │        21.12 │         19:27:00 │   13     0    15  46.4 │
+│ short_spike │      25 │         0.65 │         174.806 │        17.48 │  1 day, 10:54:00 │   11     0    14  44.0 │
+│        long │       1 │         3.75 │          36.176 │         3.62 │ 6 days, 10:57:00 │    1     0     0   100 │
+│       TOTAL │      54 │         0.75 │         422.136 │        42.21 │   1 day, 5:07:00 │   25     0    29  46.3 │
+└─────────────┴─────────┴──────────────┴─────────────────┴──────────────┴──────────────────┴────────────────────────┘
+                                                 EXIT REASON STATS
+┏━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃ Exit Reason ┃ Exits ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃     Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│      B30Sht │    24 │         4.06 │        1155.077 │       115.51 │  1 day, 10:30:00 │   24     0     0   100 │
+│         B30 │     1 │         3.75 │          36.176 │         3.62 │ 6 days, 10:57:00 │    1     0     0   100 │
+│   stop_loss │    29 │         -2.1 │        -769.117 │       -76.91 │         20:19:00 │    0     0    29     0 │
+│       TOTAL │    54 │         0.75 │         422.136 │        42.21 │   1 day, 5:07:00 │   25     0    29  46.3 │
+└─────────────┴───────┴──────────────┴─────────────────┴──────────────┴──────────────────┴────────────────────────┘
+                                                         MIXED TAG STATS
+┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃   Enter Tag ┃ Exit Reason ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃     Avg Duration ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│       short │      B30Sht │     13 │         3.98 │         601.641 │        60.16 │   1 day, 9:46:00 │   13     0     0   100 │
+│ short_spike │      B30Sht │     11 │         4.16 │         553.436 │        55.34 │  1 day, 11:22:00 │   11     0     0   100 │
+│        long │         B30 │      1 │         3.75 │          36.176 │         3.62 │ 6 days, 10:57:00 │    1     0     0   100 │
+│ short_spike │   stop_loss │     14 │         -2.1 │        -378.630 │       -37.86 │  1 day, 10:32:00 │    0     0    14     0 │
+│       short │   stop_loss │     15 │         -2.1 │        -390.487 │       -39.05 │          7:03:00 │    0     0    15     0 │
+│       TOTAL │             │     54 │         0.75 │         422.136 │        42.21 │   1 day, 5:07:00 │   25     0    29  46.3 │
+└─────────────┴─────────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────────┴────────────────────────┘
+                                  DAY BREAKDOWN
+┏━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃        Day ┃ Trades ┃ Tot Profit USDT ┃ Profit Factor ┃  Win  Draw  Loss  Win% ┃
+┡━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━┩
+│ 07/01/2026 │      1 │          36.176 │           0.0 │    1     0     0   100 │
+│ 08/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 09/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 10/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 11/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 12/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 13/01/2026 │      1 │          -20.15 │           0.0 │    0     0     1     0 │
+│ 14/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 15/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 16/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 17/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 18/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 19/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 20/01/2026 │      1 │          49.664 │           0.0 │    1     0     0   100 │
+│ 21/01/2026 │      1 │          20.963 │           0.0 │    1     0     0   100 │
+│ 22/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 23/01/2026 │      1 │         -22.227 │           0.0 │    0     0     1     0 │
+│ 24/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 25/01/2026 │      1 │           32.61 │           0.0 │    1     0     0   100 │
+│ 26/01/2026 │      1 │         -21.707 │           0.0 │    0     0     1     0 │
+│ 27/01/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 28/01/2026 │      1 │         -21.939 │           0.0 │    0     0     1     0 │
+│ 29/01/2026 │      1 │          50.715 │           0.0 │    1     0     0   100 │
+│ 30/01/2026 │      1 │         -22.455 │           0.0 │    0     0     1     0 │
+│ 31/01/2026 │      1 │          59.691 │           0.0 │    1     0     0   100 │
+│ 01/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 02/02/2026 │      3 │          -7.976 │          0.83 │    1     0     2  33.3 │
+│ 03/02/2026 │      1 │          22.032 │           0.0 │    1     0     0   100 │
+│ 04/02/2026 │      1 │          33.959 │           0.0 │    1     0     0   100 │
+│ 05/02/2026 │      1 │          39.293 │           0.0 │    1     0     0   100 │
+│ 06/02/2026 │      4 │          74.327 │          1.89 │    1     0     3  25.0 │
+│ 07/02/2026 │      2 │          12.485 │          1.46 │    1     0     1  50.0 │
+│ 08/02/2026 │      2 │         -54.289 │           0.0 │    0     0     2     0 │
+│ 09/02/2026 │      2 │          -1.939 │          0.93 │    1     0     1  50.0 │
+│ 10/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 11/02/2026 │      4 │          20.391 │          1.38 │    2     0     2  50.0 │
+│ 12/02/2026 │      1 │          35.171 │           0.0 │    1     0     0   100 │
+│ 13/02/2026 │      1 │         -26.178 │           0.0 │    0     0     1     0 │
+│ 14/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 15/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 16/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 17/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 18/02/2026 │      1 │          36.046 │           0.0 │    1     0     0   100 │
+│ 19/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 20/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 21/02/2026 │      1 │         -26.642 │           0.0 │    0     0     1     0 │
+│ 22/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 23/02/2026 │      1 │           57.25 │           0.0 │    1     0     0   100 │
+│ 24/02/2026 │      2 │           7.103 │          1.25 │    1     0     1  50.0 │
+│ 25/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 26/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 27/02/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 28/02/2026 │      1 │          87.891 │           0.0 │    1     0     0   100 │
+│ 01/03/2026 │      1 │          -29.21 │           0.0 │    0     0     1     0 │
+│ 02/03/2026 │      1 │         -29.332 │           0.0 │    0     0     1     0 │
+│ 03/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 04/03/2026 │      2 │         -57.218 │           0.0 │    0     0     2     0 │
+│ 05/03/2026 │      1 │         -27.178 │           0.0 │    0     0     1     0 │
+│ 06/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 07/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 08/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 09/03/2026 │      1 │         104.735 │           0.0 │    1     0     0   100 │
+│ 10/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 11/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 12/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 13/03/2026 │      1 │          -30.23 │           0.0 │    0     0     1     0 │
+│ 14/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 15/03/2026 │      1 │         -28.727 │           0.0 │    0     0     1     0 │
+│ 16/03/2026 │      1 │         -27.688 │           0.0 │    0     0     1     0 │
+│ 17/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 18/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 19/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 20/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 21/03/2026 │      1 │          59.772 │           0.0 │    1     0     0   100 │
+│ 22/03/2026 │      0 │               0 │           0.0 │    0     0     0     0 │
+│ 23/03/2026 │      1 │         -29.287 │           0.0 │    0     0     1     0 │
+│ 24/03/2026 │      1 │          29.577 │           0.0 │    1     0     0   100 │
+│ 25/03/2026 │      1 │         -27.872 │           0.0 │    0     0     1     0 │
+│ 26/03/2026 │      1 │          36.754 │           0.0 │    1     0     0   100 │
+│ 27/03/2026 │      1 │          27.777 │           0.0 │    1     0     0   100 │
+└────────────┴────────┴─────────────────┴───────────────┴────────────────────────┘
+                         SUMMARY METRICS
+┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
+┃ Metric                        ┃ Value                          ┃
+┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
+│ Backtesting from              │ 2026-01-01 00:00:00            │
+│ Backtesting to                │ 2026-03-27 15:43:00            │
+│ Trading Mode                  │ Isolated Futures               │
+│ Max open trades               │ 1                              │
+│                               │                                │
+│ Total/Daily Avg Trades        │ 54 / 0.64                      │
+│ Starting balance              │ 1000 USDT                      │
+│ Final balance                 │ 1422.136 USDT                  │
+│ Absolute profit               │ 422.136 USDT                   │
+│ Total profit %                │ 42.21%                         │
+│ CAGR %                        │ 353.68%                        │
+│ Sortino                       │ 36.18                          │
+│ Sharpe                        │ 2.25                           │
+│ Calmar                        │ 96.27                          │
+│ SQN                           │ 1.35                           │
+│ Profit factor                 │ 1.55                           │
+│ Expectancy (Ratio)            │ 7.82 (0.29)                    │
+│ Avg. daily profit             │ 4.966 USDT                     │
+│ Avg. stake amount             │ 1224.501 USDT                  │
+│ Total trade volume            │ 131900.967 USDT                │
+│                               │                                │
+│ Long / Short trades           │ 1 / 53                         │
+│ Long / Short profit %         │ 3.62% / 38.60%                 │
+│ Long / Short profit USDT      │ 36.176 / 385.960               │
+│                               │                                │
+│ Best Pair                     │ BTC/USDT:USDT 42.21%           │
+│ Worst Pair                    │ BTC/USDT:USDT 42.21%           │
+│ Best trade                    │ BTC/USDT:USDT 13.07%           │
+│ Worst trade                   │ BTC/USDT:USDT -2.14%           │
+│ Best day                      │ 104.735 USDT                   │
+│ Worst day                     │ -57.218 USDT                   │
+│ Days win/draw/lose            │ 22 / 39 / 19                   │
+│ Min/Max/Avg. Duration Winners │ 0d 00:58 / 6d 10:57 / 1d 15:19 │
+│ Min/Max/Avg. Duration Losers  │ 0d 00:18 / 5d 19:41 / 0d 20:19 │
+│ Max Consecutive Wins / Loss   │ 4 / 5                          │
+│ Rejected Entry signals        │ 0                              │
+│ Entry/Exit Timeouts           │ 0 / 0                          │
+│                               │                                │
+│ Min balance                   │ 1016.026 USDT                  │
+│ Max balance                   │ 1450.263 USDT                  │
+│ Max % of account underwater   │ 9.86%                          │
+│ Absolute drawdown             │ 142.938 USDT (9.86%)           │
+│ Drawdown duration             │ 4 days 23:26:00                │
+│ Profit at drawdown start      │ 450.263 USDT                   │
+│ Profit at drawdown end        │ 307.325 USDT                   │
+│ Drawdown start                │ 2026-02-28 11:00:00            │
+│ Drawdown end                  │ 2026-03-05 10:26:00            │
+│ Market change                 │ -24.27%                        │
+└───────────────────────────────┴────────────────────────────────┘
+
+Backtested 2026-01-01 00:00:00 -> 2026-03-27 15:43:00 | Max open trades : 1
+                                                           STRATEGY SUMMARY
+┏━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓
+┃   Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃   Avg Duration ┃  Win  Draw  Loss  Win% ┃            Drawdown ┃
+┡━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩
+│ EmptyShort │     54 │         0.75 │         422.136 │        42.21 │ 1 day, 5:07:00 │   25     0    29  46.3 │ 142.938 USDT  9.86% │
+└────────────┴────────┴──────────────┴─────────────────┴──────────────┴────────────────┴────────────────────────┴─────────────────────┘
--- a/FrictradeLearning.json
+++ b/FrictradeLearning.json
@@ -5,7 +5,7 @@
      "0": 10
    },
    "stoploss": {
-      "stoploss": -1.0
+      "stoploss": -0.02
    },
    "trailing": {
      "trailing_stop": false,
--- a/FrictradeLearning.py
+++ b/FrictradeLearning.py
Author	SHA1	Message	Date
Jérôme Delacotte	a925a28389	TEST Learning	2026-04-08 21:46:21 +02:00
Jérôme Delacotte	3302266b4a	TEST SHORT	2026-04-02 20:17:55 +02:00
Jérôme Delacotte	7954c518bd	┏━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┓ ┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃ ┡━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━┩ │ EmptyShort │ 54 │ 0.75 │ 422.136 │ 42.21 │ 1 day, 5:07:00 │ 25 0 29 46.3 │ 142.938 USDT 9.86% │ └────────────┴────────┴──────────────┴─────────────────┴──────────────┴────────────────┴────────────────────────┴─────────────────────┘	2026-03-29 23:32:09 +02:00
Jérôme Delacotte	a599160501	┏━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓ ┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃ ┡━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩ │ EmptyShort │ 34 │ 1.08 │ 379.432 │ 37.94 │ 1 day, 10:30:00 │ 18 0 16 52.9 │ 81.299 USDT 6.08% │ └────────────┴────────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┴────────────────────┘	2026-03-29 18:16:38 +02:00
Jérôme Delacotte	8b030f46f0	TEST SHORT	2026-03-28 21:51:37 +01:00
Jérôme Delacotte	2a7dd0beb4	Merge remote-tracking branch 'origin/Multiple_paires' into Multiple_paires	2026-03-28 20:48:10 +01:00
Jérôme Delacotte	5b1e8bede4	TEST SHORT	2026-03-28 20:47:50 +01:00
Jérôme Delacotte	1bc5a38796	TEST calculateMarketState	2026-03-27 20:55:00 +01:00
Jérôme Delacotte	812aa01135	TEST SHORT	2026-03-27 20:22:01 +01:00
Jérôme Delacotte	4b51cce9c7	EMPTy UP AND DOWN	2026-03-08 19:54:25 +01:00
Jérôme Delacotte	12be7e0441	Empty5m.py Hyperopt ┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┓ ┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDC ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━┩ │ Empty5m │ 13 │ 0.36 │ 44.066 │ 4.41 │ 5:58:00 │ 12 0 1 92.3 │ 36.632 USDC 3.39% │ └──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────┴────────────────────────┴────────────────────┘	2026-03-07 21:21:52 +01:00
Jérôme Delacotte	f1bad7949d	TEST HYPEROPTS	2026-03-07 16:27:45 +01:00
Jérôme Delacotte	2885cf05b1	TEST HYPEROPTS	2026-03-07 15:36:28 +01:00
Jérôme Delacotte	5ce48130f4	┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━┩ │ Empty │ 108 │ 2.03 │ 5660.765 │ 566.08 │ 4 days, 9:45:00 │ 62 0 46 57.4 │ 757.488 USDT 17.40% │ └──────────┴────────┴──────────────┴─────────────────┴──────────────┴─────────────────┴────────────────────────┴──────────────────────┘	2026-03-01 20:56:59 +01:00
Jérôme Delacotte	1656ab695a	┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━┩ │ Empty │ 92 │ 2.23 │ 4810.221 │ 481.02 │ 4 days, 18:13:00 │ 51 0 41 55.4 │ 778.975 USDT 20.25% │ └──────────┴────────┴──────────────┴─────────────────┴──────────────┴──────────────────┴────────────────────────┴──────────────────────┘	2026-03-01 11:06:09 +01:00
Jérôme Delacotte	a04b07f7ea	┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━┓ ┃ Strategy ┃ Trades ┃ Avg Profit % ┃ Tot Profit USDT ┃ Tot Profit % ┃ Avg Duration ┃ Win Draw Loss Win% ┃ Drawdown ┃ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━┩ │ Empty │ 71 │ 3.39 │ 6790.561 │ 679.06 │ 6 days, 19:44:00 │ 42 0 29 59.2 │ 722.969 USDT 16.42% │	2026-02-28 20:44:11 +01:00