diff --git a/data/2025/EUR_USD_H1.csv b/data/2025/EUR_USD_H1.csv
new file mode 100644
index 0000000..41515a7
--- /dev/null
+++ b/data/2025/EUR_USD_H1.csv
@@ -0,0 +1,7795 @@
+timestamp,open,high,low,close,volume
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+2025-12-26 08:00:00+00:00,1.17728,1.17776,1.17662,1.17767,2788.4
+2025-12-26 09:00:00+00:00,1.17767,1.17778,1.17682,1.17701,2380.05
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+2025-12-26 20:00:00+00:00,1.17765,1.17814,1.17722,1.17747,3289.28
+2025-12-26 21:00:00+00:00,1.17748,1.17764,1.17655,1.1768,4641.97
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+2025-12-28 23:00:00+00:00,1.17688,1.17777,1.17678,1.17722,2528.64
+2025-12-29 00:00:00+00:00,1.17723,1.17838,1.17714,1.17795,2864.21
+2025-12-29 01:00:00+00:00,1.17796,1.17862,1.17785,1.1784,1954.64
+2025-12-29 02:00:00+00:00,1.17839,1.17851,1.17754,1.17757,1559.79
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+2025-12-29 05:00:00+00:00,1.1764,1.1764,1.17537,1.17559,2137.11
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+2025-12-29 07:00:00+00:00,1.17695,1.17789,1.17652,1.17769,4940.25
+2025-12-29 08:00:00+00:00,1.17769,1.17885,1.1771,1.17839,4482.46
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+2025-12-29 14:00:00+00:00,1.17696,1.17886,1.1767,1.17829,6610.3
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+2025-12-29 19:00:00+00:00,1.17574,1.17681,1.17567,1.17672,1756.06
+2025-12-29 20:00:00+00:00,1.1767,1.17704,1.17644,1.17702,1970.91
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+2025-12-30 01:00:00+00:00,1.17729,1.1775,1.17695,1.1775,1287.26
+2025-12-30 02:00:00+00:00,1.17749,1.17763,1.17716,1.17731,1161.07
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+2025-12-30 05:00:00+00:00,1.17771,1.17788,1.17726,1.17749,1513.51
+2025-12-30 06:00:00+00:00,1.17749,1.17797,1.17737,1.17784,2664.93
+2025-12-30 07:00:00+00:00,1.17785,1.17785,1.17662,1.17702,2683.12
+2025-12-30 08:00:00+00:00,1.17703,1.17751,1.17659,1.1767,3883.48
+2025-12-30 09:00:00+00:00,1.17671,1.17777,1.17641,1.17688,3886.76
+2025-12-30 10:00:00+00:00,1.17687,1.17773,1.17687,1.17738,2473.99
+2025-12-30 11:00:00+00:00,1.17736,1.17766,1.17659,1.17665,2761.28
+2025-12-30 12:00:00+00:00,1.17666,1.17678,1.17607,1.17615,2544.94
+2025-12-30 13:00:00+00:00,1.17614,1.17677,1.17551,1.17632,8337.15
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+2025-12-30 16:00:00+00:00,1.17597,1.17664,1.17542,1.17649,5056.35
+2025-12-30 17:00:00+00:00,1.17647,1.17665,1.17549,1.17557,2529.4
+2025-12-30 18:00:00+00:00,1.17559,1.17592,1.17481,1.17497,2859.2
+2025-12-30 19:00:00+00:00,1.17496,1.17527,1.1745,1.17466,3442.34
+2025-12-30 20:00:00+00:00,1.17469,1.17501,1.17431,1.17437,2116.58
+2025-12-30 21:00:00+00:00,1.17437,1.17486,1.17437,1.17475,1223.5
+2025-12-30 22:00:00+00:00,1.17476,1.17483,1.17436,1.17451,684.9
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+2025-12-31 00:00:00+00:00,1.17455,1.17477,1.1744,1.1747,994.95
+2025-12-31 01:00:00+00:00,1.17472,1.17489,1.17416,1.17424,1337.56
+2025-12-31 02:00:00+00:00,1.17423,1.17424,1.17388,1.174,1724.75
+2025-12-31 03:00:00+00:00,1.17399,1.17436,1.17394,1.17426,952.44
+2025-12-31 04:00:00+00:00,1.17424,1.17427,1.1733,1.17343,1388.7
+2025-12-31 05:00:00+00:00,1.17344,1.17392,1.17342,1.17382,1630.93
+2025-12-31 06:00:00+00:00,1.17384,1.17395,1.17331,1.17374,1882.54
+2025-12-31 07:00:00+00:00,1.17372,1.17386,1.17297,1.17369,3150.32
+2025-12-31 08:00:00+00:00,1.1737,1.17397,1.172,1.17229,5140.95
+2025-12-31 09:00:00+00:00,1.17228,1.17388,1.17199,1.17348,5229.97
+2025-12-31 10:00:00+00:00,1.1735,1.17436,1.17285,1.17389,5520.99
+2025-12-31 11:00:00+00:00,1.1739,1.17478,1.17362,1.17471,4803.96
+2025-12-31 12:00:00+00:00,1.17472,1.17592,1.17472,1.17549,4310.48
+2025-12-31 13:00:00+00:00,1.17551,1.17591,1.17412,1.17417,5806.75
diff --git a/results/s3_expansion/s3_expansion_results.json b/results/s3_expansion/s3_expansion_results.json
new file mode 100644
index 0000000..1d84dea
--- /dev/null
+++ b/results/s3_expansion/s3_expansion_results.json
@@ -0,0 +1,166 @@
+{
+  "S3_GBP_JPY": {
+    "pair": "GBP_JPY",
+    "tf": "H1",
+    "is_metrics": {
+      "trades": 84,
+      "wr": 53.6,
+      "pf": 1.22,
+      "sharpe": 1.26,
+      "pnl_pips": 359.2,
+      "max_dd_pips": -335.7,
+      "expectancy": 4.28
+    },
+    "oos_metrics": {
+      "trades": 32,
+      "wr": 59.4,
+      "pf": 1.23,
+      "sharpe": 1.47,
+      "pnl_pips": 135.5,
+      "max_dd_pips": -182.9,
+      "expectancy": 4.24
+    },
+    "test_metrics": {
+      "trades": 55,
+      "wr": 45.5,
+      "pf": 0.95,
+      "sharpe": -0.36,
+      "pnl_pips": -72.5,
+      "max_dd_pips": -325.7,
+      "expectancy": -1.32
+    },
+    "fwd_metrics": {
+      "trades": 35,
+      "wr": 42.9,
+      "pf": 1.05,
+      "sharpe": 0.36,
+      "pnl_pips": 52.2,
+      "max_dd_pips": -498.4,
+      "expectancy": 1.49
+    },
+    "verdict": "MIXED"
+  },
+  "S3_GBP_USD": {
+    "pair": "GBP_USD",
+    "tf": "H1",
+    "is_metrics": {
+      "trades": 96,
+      "wr": 54.2,
+      "pf": 1.13,
+      "sharpe": 0.86,
+      "pnl_pips": 173.5,
+      "max_dd_pips": -178.6,
+      "expectancy": 1.81
+    },
+    "oos_metrics": {
+      "trades": 23,
+      "wr": 56.5,
+      "pf": 1.01,
+      "sharpe": 0.09,
+      "pnl_pips": 4.9,
+      "max_dd_pips": -123.4,
+      "expectancy": 0.21
+    },
+    "test_metrics": {
+      "trades": 55,
+      "wr": 41.8,
+      "pf": 0.66,
+      "sharpe": -3.02,
+      "pnl_pips": -259.8,
+      "max_dd_pips": -332.2,
+      "expectancy": -4.72
+    },
+    "fwd_metrics": {
+      "trades": 29,
+      "wr": 55.2,
+      "pf": 0.95,
+      "sharpe": -0.39,
+      "pnl_pips": -22.3,
+      "max_dd_pips": -199.9,
+      "expectancy": -0.77
+    },
+    "verdict": "MIXED"
+  },
+  "S3_EUR_USD": {
+    "pair": "EUR_USD",
+    "tf": "H1",
+    "is_metrics": {
+      "trades": 85,
+      "wr": 50.6,
+      "pf": 0.91,
+      "sharpe": -0.68,
+      "pnl_pips": -98.1,
+      "max_dd_pips": -272.6,
+      "expectancy": -1.15
+    },
+    "oos_metrics": {
+      "trades": 32,
+      "wr": 46.9,
+      "pf": 0.89,
+      "sharpe": -0.79,
+      "pnl_pips": -41.2,
+      "max_dd_pips": -171.7,
+      "expectancy": -1.29
+    },
+    "test_metrics": {
+      "trades": 76,
+      "wr": 38.2,
+      "pf": 0.49,
+      "sharpe": -5.11,
+      "pnl_pips": -522.9,
+      "max_dd_pips": -507.4,
+      "expectancy": -6.88
+    },
+    "fwd_metrics": {
+      "trades": 45,
+      "wr": 48.9,
+      "pf": 0.87,
+      "sharpe": -1.01,
+      "pnl_pips": -72.3,
+      "max_dd_pips": -158.4,
+      "expectancy": -1.61
+    },
+    "verdict": "MIXED"
+  },
+  "S3_GBP_AUD": {
+    "pair": "GBP_AUD",
+    "tf": "H1",
+    "is_metrics": {
+      "trades": 95,
+      "wr": 46.3,
+      "pf": 0.81,
+      "sharpe": -1.5,
+      "pnl_pips": -386.0,
+      "max_dd_pips": -587.9,
+      "expectancy": -4.06
+    },
+    "oos_metrics": {
+      "trades": 26,
+      "wr": 53.8,
+      "pf": 0.91,
+      "sharpe": -0.67,
+      "pnl_pips": -55.1,
+      "max_dd_pips": -251.6,
+      "expectancy": -2.12
+    },
+    "test_metrics": {
+      "trades": 60,
+      "wr": 51.7,
+      "pf": 1.27,
+      "sharpe": 1.69,
+      "pnl_pips": 252.9,
+      "max_dd_pips": -133.4,
+      "expectancy": 4.21
+    },
+    "fwd_metrics": {
+      "trades": 45,
+      "wr": 51.1,
+      "pf": 0.82,
+      "sharpe": -1.41,
+      "pnl_pips": -160.3,
+      "max_dd_pips": -322.4,
+      "expectancy": -3.56
+    },
+    "verdict": "MIXED"
+  }
+}
\ No newline at end of file
diff --git a/results/s3_expansion/trades_S3_EUR_USD_2025.csv b/results/s3_expansion/trades_S3_EUR_USD_2025.csv
new file mode 100644
index 0000000..b6a5c54
--- /dev/null
+++ b/results/s3_expansion/trades_S3_EUR_USD_2025.csv
@@ -0,0 +1,46 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2025-01-07 12:00:00+00:00,3,EUR_USD,SHORT,1.03873,1.0415405773974147,1.0363254106648994,1.0345956844414987,1.0320010951063978,339338.57,4,LONDON,1.5,0.0017297262234005385,31.81743359505993,50.31693925380992,1.03697554502621,1.0373835286248714,-23.346501628362937,False,-0.00016937427962267475,43.42622399772538,19.44454973790144,0.8148148148147927,12,1,key_level_break,1.0320010951063978,TP3,2025-01-08 08:00:00+00:00,39.61342936161127,1344.2364472365182,1200,True
+2025-01-17 12:00:00+00:00,3,EUR_USD,SHORT,1.0291,1.0308478148718336,1.0275340553844996,1.0263634256408327,1.0246074810253323,553365.06,4,LONDON,1.5,0.001170629743666914,21.790658888660673,47.48907324884581,1.0293370374061648,1.0298715264472247,-5.5499306696260575,False,-1.7048298178418876e-05,69.2590373775596,-0.47037406164740503,0.7160493827161002,12,4,key_level_break,1.0291,TP1+SL,2025-01-17 15:00:00+00:00,6.263778462001214,346.61561444520095,180,True
+2025-01-20 13:00:00+00:00,3,EUR_USD,LONG,1.0399900000000002,1.037862096076216,1.0425417117713522,1.0443695196189204,1.0471112313902728,456151.16,4,OVERLAP,1.5,0.0018278078475681755,46.27382570848666,81.69868890191299,1.030094986073858,1.0299268547470086,66.47083161043233,False,0.0007799164682811583,89.20582639913074,97.05013926142091,0.8459869848156208,13,0,key_level_break,1.0399900000000002,TP1+SL,2025-01-20 15:00:00+00:00,10.2068470854082,465.5865137951569,120,True
+2025-01-24 14:00:00+00:00,3,EUR_USD,LONG,1.0493500000000002,1.0468101223532016,1.0516758829403956,1.0533531382339925,1.055869021174388,383995.55,4,OVERLAP,1.5,0.0016772552935969574,48.03026969327816,68.54285768694544,1.043421396717788,1.037475655448062,6.09943469332519,False,0.0002540722511006118,39.79773399319542,57.386032822119844,0.8661710037175074,14,4,key_level_break,1.0493500000000002,TP1+SL,2025-01-24 19:00:00+00:00,9.303531761581496,357.25147957309554,300,True
+2025-01-30 13:00:00+00:00,3,EUR_USD,LONG,1.04583,1.0424627877379153,1.0480561822407997,1.049666970401333,1.0520831526421328,290707.61,5,OVERLAP,1.5,0.0016107881605332312,42.68377242315173,64.41932530199162,1.0423883536443077,1.041359004644238,40.52798373994193,False,0.00015726352235926203,43.652886585924456,32.51646355692195,0.9042735042734487,13,3,key_level_break,1.0424627877379153,SL,2025-01-30 14:00:00+00:00,-33.672122620846956,-978.8742290733354,60,False
+2025-02-12 13:00:00+00:00,3,EUR_USD,SHORT,1.0331,1.0360260810997193,1.0313046138436994,1.0299810230728323,1.0279956369165317,331188.87,5,OVERLAP,1.5,0.0013235907708670559,55.24772162077761,37.54865940228322,1.0345823883808567,1.0354448545208905,-29.111910889245696,False,-0.00028652094679057667,40.85579563372149,-12.923883808566572,0.6722972972972591,13,2,key_level_break,1.0360260810997193,SL,2025-02-12 15:00:00+00:00,-29.260810997193687,-969.085492944415,120,False
+2025-02-20 13:00:00+00:00,3,EUR_USD,LONG,1.0449800000000002,1.0427209749396933,1.0465132290270747,1.0476620483784578,1.0493852774055323,424694.1,5,OVERLAP,1.5,0.0011488193513830723,26.23287196424278,60.07140796750413,1.043851682667822,1.0426044357804938,8.838550243952525,False,0.0002742673671208178,60.298306900647106,9.383173321781957,0.6243654822335266,13,3,key_level_break,1.0493852774055323,TP3,2025-02-20 17:00:00+00:00,25.67166443319202,1090.2604421956494,240,True
+2025-03-24 13:00:00+00:00,3,EUR_USD,SHORT,1.0791399999999998,1.0827204010517828,1.0768987968446504,1.075277994741084,1.0728467915857347,271002.39,4,OVERLAP,1.5,0.0016208021035663237,25.5758169002461,33.37542515069734,1.0839801529821094,1.0850604714259557,-39.678068518371745,False,-0.00011692889241187907,12.456274956273893,-46.50152982109468,0.9578947368421219,13,0,key_level_break,1.0827204010517828,SL,2025-03-25 11:00:00+00:00,-35.80401051783033,-970.2972421917158,1320,False
+2025-05-08 15:00:00+00:00,3,EUR_USD,SHORT,1.12458,1.1283591469132774,1.1211775592601678,1.1187825987669464,1.1151901580271144,254182.83,5,OVERLAP,1.5,0.002394960493221434,30.272961669583022,30.648024431887777,1.1317526758850724,1.1334152897779763,-37.12097420759397,False,-0.00027564321221850655,30.421083718805743,-69.82675885072398,0.554347826086971,15,3,key_level_break,1.12458,TP1+SL,2025-05-09 06:00:00+00:00,13.609762959328364,345.93680646312583,900,True
+2025-05-16 14:00:00+00:00,3,EUR_USD,SHORT,1.1152499999999999,1.1194238215530057,1.112928535340983,1.1112542255683049,1.108742760909288,230976.24,4,OVERLAP,1.5,0.0016743097726779957,25.246020736752477,32.23776167926002,1.119256504628334,1.122164501989365,-35.74006966217347,False,-0.00034743594517762334,35.21998172687879,-38.165046283340494,0.8994082840237085,14,4,key_level_break,1.1194238215530057,SL,2025-05-19 00:00:00+00:00,-41.7382155300583,-964.0536087442472,3480,False
+2025-05-23 14:00:00+00:00,3,EUR_USD,LONG,1.1346800000000001,1.1300150128378557,1.138054961486433,1.1404316024773884,1.1439965639638212,204590.72,4,OVERLAP,1.5,0.002376640990955323,38.68630707614932,59.43080252220118,1.1309601050575797,1.1269127871702818,12.517757946519659,False,0.00021801047945075626,42.979086641059986,35.29894942420286,0.8647887323943538,14,4,key_level_break,1.1383548450107297,TP1+TP2+SL,2025-05-26 08:00:00+00:00,43.85594587674379,897.2519543204045,3960,True
+2025-06-04 12:00:00+00:00,3,EUR_USD,LONG,1.1411000000000002,1.1376834013845136,1.1433134322100957,1.1449157203501594,1.147319152560255,281972.14,4,LONDON,1.5,0.0016022881400637322,32.50413290810023,60.15405490023311,1.1387307824350543,1.135521333453389,17.776228252175397,False,0.00037554920879897126,54.32896991710057,21.79217564945768,0.9432176656151884,12,2,key_level_break,1.1411000000000002,TP1+SL,2025-06-04 20:00:00+00:00,8.853728840382047,249.65048681022444,480,True
+2025-06-10 13:00:00+00:00,3,EUR_USD,LONG,1.14446,1.1427492423633212,1.1465865586243218,1.1481309310405363,1.1504474896648582,564593.19,4,OVERLAP,1.5,0.0015443724162145702,22.452283313828648,65.01553956125298,1.1415507345492613,1.1394438736792167,20.585035411981867,False,0.0003895223365678242,87.9625523527968,27.192654507386393,0.6374269005847315,13,1,key_level_break,1.1427492423633212,SL,2025-06-10 14:00:00+00:00,-17.10757636678828,-965.8821114093604,60,False
+2025-06-23 14:00:00+00:00,3,EUR_USD,LONG,1.1532600000000002,1.1480349806728425,1.156430057981473,1.1586700966357881,1.1620301546172611,183008.57,4,OVERLAP,1.5,0.002240038654315251,24.69580490291077,60.443744019532126,1.1498831552766924,1.14954137782553,42.526602703039096,False,0.0001705458919783662,68.92145542824996,31.86844723307658,0.8085937500000042,14,0,key_level_break,1.1620301546172611,TP3,2025-06-24 06:00:00+00:00,51.860927703565096,949.0994217902833,960,True
+2025-07-15 13:00:00+00:00,3,EUR_USD,SHORT,1.1641,1.1667072685549729,1.1620841943350815,1.1606136572251358,1.1584078515602174,370393.1,5,OVERLAP,1.5,0.0014705371099456776,28.965796871336934,34.26218344043765,1.1679521600493026,1.17019184153795,-27.021412316630133,False,-0.0001767229196874415,23.150630011456233,-36.62160049302532,0.8724999999999975,13,1,key_level_break,1.1623525620245003,TP1+TP2+SL,2025-07-16 06:00:00+00:00,25.503469710129508,944.630920669097,1020,True
+2025-07-16 13:00:00+00:00,3,EUR_USD,SHORT,1.1570399999999998,1.1589063321171351,1.1551035036485948,1.1536858394143246,1.1515593430629194,522501.11,4,OVERLAP,1.5,0.0014176642342701338,34.29112734427085,26.63911777792633,1.1635625417317073,1.1681977040425389,-28.242984815616268,False,-0.0001109620224775793,13.574813811779364,-63.32541731707275,0.654911838790911,13,2,key_level_break,1.1589063321171351,SL,2025-07-16 14:00:00+00:00,-18.663321171352717,-975.1606028318296,60,False
+2025-07-22 14:00:00+00:00,3,EUR_USD,LONG,1.17243,1.169917011253596,1.174386466239212,1.17581744373202,1.177963909971232,384167.65,4,OVERLAP,1.5,0.0014309774928080111,29.543310055504534,70.25163983027416,1.1672454772508347,1.1662019264457626,21.097796431623905,False,3.0241538337570997e-05,67.73222913482543,49.94522749165231,0.5139664804468952,14,1,key_level_break,1.1729274860933359,TP1+TP2+SL,2025-07-23 05:00:00+00:00,22.37061207159874,859.406546860772,900,True
+2025-07-29 14:00:00+00:00,3,EUR_USD,SHORT,1.1520899999999998,1.1551848368466353,1.149205489460094,1.1471558157668236,1.1440813052269179,314718.71,4,OVERLAP,1.5,0.002049673693270546,54.936108918792286,31.967141377051377,1.1627313444428882,1.1679624394979562,-23.295035712129764,False,-1.585129437012365e-05,14.798850574712686,-104.513444428882,0.7633333333334027,14,1,key_level_break,1.1551848368466353,SL,2025-07-29 17:00:00+00:00,-30.948368466354733,-974.0030600335841,180,False
+2025-08-06 15:00:00+00:00,3,EUR_USD,LONG,1.1648100000000001,1.1624379184645675,1.166954244606298,1.1685104076771633,1.1708446522834612,406505.01,4,OVERLAP,1.5,0.0015561630708653068,53.44858715969516,75.30409290254568,1.157515039815285,1.1571012744004097,28.623076512397372,False,0.0006148824476059868,92.98858149406313,71.0496018471507,0.7795918367347057,15,2,key_level_break,1.1670559881990425,TP1+TP2+SL,2025-08-07 09:00:00+00:00,27.870585531928782,1132.9532650362567,1080,True
+2025-08-12 12:00:00+00:00,3,EUR_USD,LONG,1.1644100000000002,1.1607013420158026,1.1664734739525922,1.167975789920987,1.1702292638735792,263058.11,4,LONDON,1.5,0.0015023159683947764,27.844040101177324,59.49369848176611,1.1627216269832243,1.1612611423508827,19.54840679315728,False,0.00023493738760118764,47.761540863392774,14.983730167756892,0.6770642201834866,12,1,key_level_break,1.1644100000000002,TP1+SL,2025-08-12 14:00:00+00:00,8.253895810367952,217.12542320123117,120,True
+2025-08-13 14:00:00+00:00,3,EUR_USD,LONG,1.1721700000000002,1.1695140763767542,1.1742027708697373,1.1756846181162288,1.177907388985966,368144.55,5,OVERLAP,1.5,0.0014818472464914877,36.40983723633962,65.74874770687234,1.1669326133529598,1.1629967438919597,6.681478708816524,False,2.2916965104511928e-05,36.23428102178736,50.47386647040186,0.7416267942583712,14,2,key_level_break,1.1695140763767542,SL,2025-08-14 06:00:00+00:00,-26.55923623245959,-977.7638071142532,960,False
+2025-08-21 13:00:00+00:00,3,EUR_USD,SHORT,1.16186,1.163451176104948,1.1598814716851569,1.158435786141928,1.156267257827085,608346.35,5,OVERLAP,1.5,0.0014456855432287954,28.778394446236753,37.408204199381025,1.1651299691662882,1.165529967362496,-22.53624494058748,False,-0.00018213135773674586,29.879462411945543,-30.799691662881656,0.7558139534883781,13,3,key_level_break,1.160621302054947,TP1+TP2+SL,2025-08-22 12:00:00+00:00,24.088364581765113,1465.4068670786082,1380,True
+2025-08-27 08:00:00+00:00,3,EUR_USD,SHORT,1.1586699999999999,1.1605656656149188,1.1567392531552432,1.1553254219254052,1.1532046750806484,518361.59,4,LONDON,1.5,0.001413831229837876,44.88391329099881,27.32311671370894,1.1638983286636488,1.1649323129881424,-1.100000000000545,False,-0.00041924004598371,27.9471378083764,-50.383286636488386,0.5551330798479341,8,2,key_level_break,1.1605656656149188,SL,2025-08-27 15:00:00+00:00,-18.9566561491894,-982.6402422577095,420,False
+2025-08-29 14:00:00+00:00,3,EUR_USD,LONG,1.17063,1.1687175647433679,1.1724963057698965,1.173867176283161,1.1759234820530575,508678.05,5,OVERLAP,1.5,0.0013708705132643793,26.84149921638911,69.07056164372887,1.1661093380170169,1.1651968087892675,30.416178080965306,False,6.089974597441516e-05,58.268278201200665,43.30661982983042,0.983516483516437,14,4,key_level_break,1.1687175647433679,SL,2025-08-29 20:00:00+00:00,-19.124352566322056,-972.8138370949199,360,False
+2025-09-10 13:00:00+00:00,3,EUR_USD,LONG,1.17219,1.1698341274309867,1.1744536177070402,1.1760893628450668,1.178542980552107,408802.12,5,OVERLAP,1.5,0.0016357451380267865,28.05231285651265,52.95552093555789,1.1718706491798703,1.1696499580170705,13.026527339610183,False,0.0002235065843277968,56.56223719647938,1.2935082012965893,0.6862068965516727,13,2,key_level_break,1.1698341274309867,SL,2025-09-10 19:00:00+00:00,-23.55872569013373,-963.0857006625132,360,False
+2025-09-11 13:00:00+00:00,3,EUR_USD,LONG,1.1741100000000002,1.170595789662355,1.1762426310129355,1.1777910516882257,1.1801136827011611,271314.11,5,OVERLAP,1.5,0.0015484206752902612,42.535678199044995,69.02405899795082,1.1707039515160116,1.1697294755628593,34.65896529611712,False,0.0004126686326831986,73.79320667958093,32.16048483988487,0.9007352941176519,13,3,key_level_break,1.170595789662355,SL,2025-09-12 12:00:00+00:00,-35.14210337645318,-953.4548501110389,1380,False
+2025-09-15 12:00:00+00:00,3,EUR_USD,LONG,1.1771200000000002,1.1752273217479012,1.1786180347562967,1.1797433912604947,1.1814314260167913,498722.01,5,LONDON,1.5,0.0011253565041978192,28.3870879813954,72.44895673211386,1.172996172017736,1.1710370905671779,16.769697895460123,False,0.000386648839555477,89.88529783463275,39.33827982264049,0.8469387755103313,12,0,key_level_break,1.1752273217479012,SL,2025-09-15 14:00:00+00:00,-18.926782520989335,-943.920302170067,120,False
+2025-09-15 15:00:00+00:00,3,EUR_USD,LONG,1.17731,1.1752038724052984,1.178878382784105,1.180050637973508,1.181809020757613,443696.33,4,OVERLAP,1.5,0.0011722551894032891,30.460605210958537,68.37372454810702,1.1733667978508615,1.1711914760184146,14.546444259413427,False,0.0003366733726615328,65.33397445856893,37.53202149138435,0.8535031847132712,15,0,key_level_break,1.181809020757613,TP3,2025-09-16 11:00:00+00:00,26.234124545677414,1163.9984781679987,1200,True
+2025-09-25 12:00:00+00:00,3,EUR_USD,SHORT,1.1696099999999998,1.1724530286308883,1.1677059141073354,1.1663098568455588,1.1642157709528942,332786.33,5,LONDON,1.5,0.0013960572617764291,38.0298720933656,25.210221723663196,1.1758105165628443,1.1768366762672442,-32.11278049451982,False,-0.00011937202793345012,42.28958935725878,-60.10516562844348,0.725388601036271,12,3,key_level_break,1.1676310348727086,TP1+TP2+SL,2025-09-26 02:00:00+00:00,24.77484644300442,824.4730224080997,840,True
+2025-10-01 15:00:00+00:00,3,EUR_USD,SHORT,1.1721,1.1749171037733703,1.1693758315370324,1.1674330525617205,1.1645188840987528,338775.52,5,OVERLAP,1.5,0.0019427789753118218,21.002161578530696,42.6959879644274,1.1736268858247525,1.1739483605191359,-20.56848908880804,False,-0.00016573729695295035,44.50497713209584,-13.368858247524429,0.8357142857143146,15,2,key_level_break,1.1749171037733703,SL,2025-10-02 07:00:00+00:00,-28.17103773370411,-954.3657957175232,960,False
+2025-10-02 13:00:00+00:00,3,EUR_USD,SHORT,1.17203,1.1738770223217325,1.170148933034802,1.1687682217246702,1.1666971547594722,511538.02,5,OVERLAP,1.5,0.00138071131013196,24.386539996283847,38.69808544614828,1.173739315020701,1.1739024885139775,-20.05595776442215,False,-6.97925805481642e-05,29.19156724034873,-15.193150207009065,0.5180327868852185,13,3,key_level_break,1.1713349001164521,TP1+TP2+SL,2025-10-02 16:00:00+00:00,21.961580729205732,1123.4183522288058,180,True
+2025-10-07 13:00:00+00:00,3,EUR_USD,SHORT,1.16583,1.1675722282463041,1.1641233152610877,1.1628588587684794,1.160962174029567,548754.93,4,OVERLAP,1.5,0.0012644564926082306,51.47921470447378,32.048779000235285,1.1699146731202736,1.172237925895319,-5.385814654148557,False,-0.00031513576624321127,32.93902513983574,-38.94673120273584,0.6168224299063597,13,1,key_level_break,1.1675722282463041,SL,2025-10-07 15:00:00+00:00,-17.422282463042116,-956.0563393446905,120,False
+2025-10-09 14:00:00+00:00,3,EUR_USD,SHORT,1.1578899999999999,1.1612071025917,1.1558761922249001,1.1544069870415001,1.1522031792664,285338.11,4,OVERLAP,1.5,0.0014692051833999744,35.53650481749419,29.613658783781844,1.1635029362736575,1.1686204223898078,-25.773709213656737,False,-0.0003581605002062375,29.914411937218972,-54.229362736575304,0.8219696969697066,14,3,key_level_break,1.1573363743879157,TP1+TP2+SL,2025-10-10 03:00:00+00:00,23.094534158566216,658.9750728135724,780,True
+2025-10-29 15:00:00+00:00,3,EUR_USD,LONG,1.16656,1.1644097733792322,1.1682940131956365,1.1695766886593941,1.1715007018550307,443248.87,4,OVERLAP,1.5,0.0012826754637577146,20.45943305071623,60.77413606797398,1.1643729169242234,1.1635494583029988,23.22707762405951,False,0.00021849313750988997,84.42848156851527,19.970830757765068,0.6751269035532045,15,2,key_level_break,1.1644097733792322,SL,2025-10-29 18:00:00+00:00,-21.502266207678034,-953.0855198992474,180,False
+2025-10-31 13:00:00+00:00,3,EUR_USD,SHORT,1.1537,1.156283038234624,1.1519983852961277,1.1507373088268795,1.148845694123007,365288.69,4,OVERLAP,1.5,0.0012610764692482586,34.54531049158247,29.584416990793173,1.1587601766943294,1.161675289852586,-20.909367205785845,False,-2.6972315359856066e-05,28.477691851269498,-48.7017669432932,0.6273764258554548,13,4,key_level_break,1.1526131549504297,TP1+TP2+SL,2025-11-03 16:00:00+00:00,20.83091360711098,760.9297143044744,4500,True
+2025-11-11 13:00:00+00:00,3,EUR_USD,LONG,1.16026,1.1572326112166087,1.1618121663501737,1.162973610583623,1.1647157769337968,314186.26,5,OVERLAP,1.5,0.0011614442334492187,25.68679856470286,71.70471343042412,1.1557586603204,1.1552479625300662,25.827986435531525,False,0.00035839110023356326,80.10907217428216,43.11339679599957,0.8579545454545057,13,1,key_level_break,1.1572326112166087,SL,2025-11-12 04:00:00+00:00,-30.27388783391371,-951.1639594196852,900,False
+2025-11-12 15:00:00+00:00,3,EUR_USD,LONG,1.15958,1.1572905894703318,1.160984231589004,1.16204705264834,1.163641284237344,411307.76,5,OVERLAP,1.5,0.0010628210593360255,24.72919601577756,61.87134620153363,1.1572481010964517,1.1559166417539621,17.414076969846093,False,1.7501260746837053e-05,70.24315738026111,21.418989035482117,0.8209606986899394,15,2,key_level_break,1.1611948996873995,TP1+TP2+SL,2025-11-13 10:00:00+00:00,18.714936324174314,769.7598538038771,1140,True
+2025-11-13 12:00:00+00:00,3,EUR_USD,LONG,1.16246,1.1612666822716122,1.1640885246137345,1.165300874356224,1.1671193989699584,795555.03,5,LONDON,1.5,0.0012123497424896535,39.21924241546235,63.73787911399287,1.1587529250114823,1.1566368146047326,4.732213890317194,False,0.00026378624548926185,56.646464864927594,35.1707498851761,0.9479768786126329,12,3,key_level_break,1.1612666822716122,SL,2025-11-13 13:00:00+00:00,-11.933177283878216,-949.3499212071052,60,False
+2025-11-13 15:00:00+00:00,3,EUR_USD,LONG,1.1641000000000001,1.1622111633167669,1.1658465100496993,1.1671375167494986,1.169074026799198,497584.8,4,OVERLAP,1.5,0.001291006699799473,45.95165209169197,68.8707914778049,1.1592258875898103,1.156822401060863,16.028561165344346,False,0.0003339646666545833,76.73807741031463,46.841124101897336,0.562189054726449,15,3,key_level_break,1.1622111633167669,SL,2025-11-14 08:00:00+00:00,-18.888366832332526,-939.8564232592813,1020,False
+2025-11-19 14:00:00+00:00,3,EUR_USD,SHORT,1.1553399999999998,1.157266905108519,1.153699284674443,1.1524788077907384,1.1506480924651814,482876.84,4,OVERLAP,1.5,0.0012204768837046217,25.11219603425719,34.23628140020199,1.1585839675713208,1.1586058487736839,-17.93479965208622,False,-0.00013649206487708222,27.400397929372904,-30.539675713208148,0.9000000000000468,14,2,key_level_break,1.1527600083682117,TP1+TP2+SL,2025-11-20 13:00:00+00:00,23.16761340284934,1118.7103950309538,1380,True
+2025-12-15 14:00:00+00:00,3,EUR_USD,LONG,1.1765400000000001,1.1741007471418121,1.177947758574564,1.1790129309576065,1.1806106895321702,386038.27,4,OVERLAP,1.5,0.0010651723830425645,28.06457770130323,67.44243039807729,1.1730178756371945,1.1679808798924898,15.601779134579719,False,0.00021041674137127286,78.92996976686887,33.321243628054994,0.8059701492537709,14,0,key_level_break,1.1741007471418121,SL,2025-12-15 18:00:00+00:00,-24.392528581880235,-941.64495346746,240,False
+2025-12-17 15:00:00+00:00,3,EUR_USD,LONG,1.1754600000000002,1.1730500910910888,1.1773472267267333,1.1787320445445555,1.180809271271289,386831.43,4,OVERLAP,1.5,0.0013848178178222199,35.740737644439506,57.52796589197223,1.174039777908571,1.170562582040527,24.3383651210749,False,0.00028112603173953974,91.35182412942375,12.302220914290896,0.6536312849162809,15,2,key_level_break,1.1730500910910888,SL,2025-12-18 08:00:00+00:00,-24.099089089113512,-932.2285094039178,1020,False
+2025-12-22 13:00:00+00:00,3,EUR_USD,LONG,1.1752300000000002,1.1741084188508528,1.1765097434474412,1.177489572412402,1.1789593158598428,822861.75,5,OVERLAP,1.5,0.000979828964960702,40.09684612334672,69.70442612444351,1.1725076534182908,1.1715553787107578,12.584514371141164,False,0.0003369212845665482,86.28692847838035,25.323465817093105,0.6935483870968926,13,0,key_level_break,1.1752300000000002,TP1+SL,2025-12-22 16:00:00+00:00,5.118973789763893,421.2207730849249,180,True
+2025-12-26 13:00:00+00:00,3,EUR_USD,LONG,1.1793000000000002,1.1777075658731209,1.1805273023806375,1.1814721706343958,1.182889473015033,582202.06,4,OVERLAP,1.5,0.0009448682537582488,29.506247337740962,59.979118847008884,1.1778712515388048,1.1751871915881915,10.523806976054928,False,6.865535838059407e-05,81.8779342723003,12.387484611953159,0.6241610738255724,13,4,key_level_break,1.1777075658731209,SL,2025-12-26 15:00:00+00:00,-15.924341268793716,-927.1184290834717,120,False
+2025-12-31 08:00:00+00:00,3,EUR_USD,SHORT,1.1721,1.1732468479525031,1.1709974561424912,1.1701357602374853,1.1688432163799762,800321.65,4,LONDON,1.5,0.0008616959050059312,75.60998844015029,27.021135913285903,1.175640903664019,1.1756497306956166,-4.633333333332601,False,-0.00013244269218474027,35.361108503269875,-33.509036640189116,0.7157360406090821,8,2,key_level_break,1.1732468479525031,SL,2025-12-31 09:00:00+00:00,-11.468479525031938,-917.8472456464777,60,False
diff --git a/results/s3_expansion/trades_S3_EUR_USD_IS.csv b/results/s3_expansion/trades_S3_EUR_USD_IS.csv
new file mode 100644
index 0000000..554315f
--- /dev/null
+++ b/results/s3_expansion/trades_S3_EUR_USD_IS.csv
@@ -0,0 +1,86 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2021-01-27 12:00:00+00:00,3,EUR_USD,SHORT,1.2105899999999998,1.2119104388414623,1.2089246834756122,1.207687805792687,1.2058324892682992,757323.98,5,LONDON,1.5,0.001236877682925163,38.41652008662881,30.553568959235562,1.214782413777678,1.2149488378953601,-21.09076261876508,False,-0.0006111639382831176,12.281926637199012,-40.0241377767796,0.6099290780142815,12,2,key_level_break,1.209003697228718,TP1+TP2+SL,2021-01-27 15:00:00+00:00,21.44264846936572,1623.9031880560956,180,True
+2021-02-11 13:00:00+00:00,3,EUR_USD,LONG,1.2145500000000002,1.2132606693306123,1.2157079920081635,1.216606653346939,1.2179546453551024,788191.16,5,OVERLAP,1.5,0.0008986613387756135,26.017301347907367,65.5352649588814,1.2114220662484037,1.2082040427233363,13.356165807456577,False,0.00012460829061473205,75.27713027713406,29.379337515964554,0.544871794871804,13,3,key_level_break,1.2132606693306123,SL,2021-02-11 14:00:00+00:00,-12.89330669387967,-1016.2390359284782,60,False
+2021-02-24 08:00:00+00:00,3,EUR_USD,LONG,1.2170200000000002,1.2151122927076081,1.2186156218771755,1.2198060364619592,1.2215916583391346,527374.74,4,LONDON,1.5,0.0011904145847836463,29.022419188056304,60.82439060434717,1.2147050537947945,1.211936588375562,3.300000000001635,False,0.0001137368538026425,72.70045001926674,21.249462052055357,0.5739910313902225,8,2,key_level_break,1.2151122927076081,SL,2021-02-24 10:00:00+00:00,-19.077072923920912,-1006.076637321383,120,False
+2021-03-03 08:00:00+00:00,3,EUR_USD,SHORT,1.20735,1.2089378286227055,1.2057315141318832,1.204525856886472,1.2027173710183552,627281.72,4,LONDON,1.5,0.001205657245411215,47.72275559788767,51.99457653044495,1.2071512712626231,1.2101411606330792,-5.766666666664477,False,-7.903913309337653e-05,26.51544310293879,3.8872873737694214,0.9145728643216036,8,2,key_level_break,1.2089378286227055,SL,2021-03-03 09:00:00+00:00,-15.87828622705567,-996.0158695159791,60,False
+2021-03-03 11:00:00+00:00,3,EUR_USD,SHORT,1.2060199999999999,1.208772029695366,1.2039324823424735,1.202414137237456,1.2001366195799295,358301.26,4,LONDON,1.5,0.0015183451050176597,44.311601916366946,45.32401114449839,1.2072680936651539,1.2100844866437699,-23.210740983377054,False,-0.0002469023545057017,32.92727538776789,-10.580936651538586,0.8594377510039928,11,2,key_level_break,1.2049591451018453,TP1+TP2+SL,2021-03-04 16:00:00+00:00,24.89523147659023,891.999280605394,1740,True
+2021-03-16 13:00:00+00:00,3,EUR_USD,SHORT,1.19006,1.1920523702101673,1.1881668893694977,1.186778148949163,1.1846950383186605,499392.99,5,OVERLAP,1.5,0.0013887404203348946,28.620976827609795,37.64769747853356,1.1932054115452135,1.1951016269788846,-23.67764977446729,False,-8.941968399510099e-05,40.46345128593091,-29.554115452135044,0.6699669966996917,13,1,key_level_break,1.1920523702101673,SL,2021-03-17 18:00:00+00:00,-19.923702101674046,-994.9757164424285,1740,False
+2021-03-19 13:00:00+00:00,3,EUR_USD,SHORT,1.1879199999999999,1.1903446230508545,1.1858561308474365,1.1843535514123942,1.1820996822598306,406259.42,4,OVERLAP,1.5,0.001502579435042346,25.511976410640834,32.50055161286255,1.192087482860302,1.1936414545367566,-17.875667685929297,False,-0.0002362006345254375,17.67240326469977,-39.774828603020836,0.6065573770491505,13,4,key_level_break,1.1903446230508545,SL,2021-03-19 15:00:00+00:00,-24.24623050854668,-985.025954358848,120,False
+2021-03-23 13:00:00+00:00,3,EUR_USD,SHORT,1.1870899999999998,1.1890624676901673,1.1853225969294974,1.1840176615491624,1.1820602584786601,494393.75,4,OVERLAP,1.5,0.0013049353803349394,44.21626055099947,29.952199728113953,1.1911749576679922,1.1926180965897026,-15.207794141232078,False,-0.0006303551760458736,17.855764480226654,-38.94957667992305,0.7714285714286591,13,1,key_level_break,1.1820602584786601,TP3,2021-03-24 07:00:00+00:00,29.418449128038034,1454.4297383594956,1080,True
+2021-04-13 13:00:00+00:00,3,EUR_USD,LONG,1.1937300000000002,1.1922134070433419,1.1956837788699741,1.19711296478329,1.1992567436532642,652594.35,5,OVERLAP,1.5,0.0014291859133160373,31.353255846684306,66.5506925675659,1.1899694787278627,1.1862197910636327,26.44882130300452,False,0.0003075289384835095,72.98250224754635,35.70521272137306,0.573604060913736,13,1,key_level_break,1.195427210835321,TP1+TP2+SL,2021-04-14 09:00:00+00:00,24.741396283697092,1614.6095425851718,1200,True
+2021-04-22 12:00:00+00:00,3,EUR_USD,LONG,1.2066400000000002,1.2035682964635217,1.2083211106094354,1.209568517682392,1.2114396282918274,327461.97,5,LONDON,1.5,0.0012474070729568262,23.588461192321763,64.82253369802851,1.203301422018318,1.198504235235908,18.093312087850144,False,0.00021125471745413253,80.58669268346634,31.485779816819992,0.801619433198355,12,3,key_level_break,1.2035682964635217,SL,2021-04-22 13:00:00+00:00,-30.717035364784536,-1005.8660913112013,60,False
+2021-04-28 15:00:00+00:00,3,EUR_USD,LONG,1.2099400000000002,1.2086152039724858,1.2116063880825427,1.2128439801375712,1.2147003682201138,751668.49,4,OVERLAP,1.5,0.001237592055028428,44.26406622846598,63.014481512660936,1.2076599880494645,1.2040409417329785,20.892737104549752,False,0.00021541542501805883,79.0808124286537,20.900119505355974,0.6275862068967027,15,2,key_level_break,1.2086152039724858,SL,2021-04-28 17:00:00+00:00,-13.247960275144521,-995.8074295597867,120,False
+2021-05-03 13:00:00+00:00,3,EUR_USD,LONG,1.2059400000000002,1.2036371273788697,1.2075586178633915,1.2087643631056524,1.2105729809690438,428095.48,4,OVERLAP,1.5,0.0012057452422608963,40.54099230891068,55.29245829729426,1.206183580159087,1.206047802477951,8.185933843192217,False,0.000583991313962975,61.67601563828223,-4.335801590868993,0.8212290502792928,13,0,key_level_break,1.2059400000000002,TP1+SL,2021-05-03 15:00:00+00:00,6.474471453564946,277.1691964660183,120,True
+2021-05-04 08:00:00+00:00,3,EUR_USD,SHORT,1.20013,1.2020212451190038,1.1987062646429887,1.1976304410716476,1.1960167057146363,522735.54,4,LONDON,1.5,0.0010758235713409737,51.84302602397007,25.060900253545967,1.2053216434859455,1.2058360590814226,-5.866666666667353,False,-0.000509732260860009,10.2718941085578,-50.016434859454506,0.6212121212120124,8,1,key_level_break,1.2020212451190038,SL,2021-05-04 11:00:00+00:00,-18.91245119003848,-988.6210385548408,180,False
+2021-05-05 12:00:00+00:00,3,EUR_USD,SHORT,1.1995099999999999,1.2017643007673389,1.197937097697984,1.1967618294966398,1.1949989271946238,434163.38,4,LONDON,1.5,0.0011752682013440835,28.568161130973944,38.94939923390408,1.2025603931767566,1.204739178887484,-5.932759332669679,False,-1.3857752869739681e-05,62.856401811940906,-28.603931767565705,0.6019900497512569,12,2,key_level_break,1.2017643007673389,SL,2021-05-06 06:00:00+00:00,-22.543007673390125,-978.7348406844993,1080,False
+2021-05-14 13:00:00+00:00,3,EUR_USD,LONG,1.2143100000000002,1.212307457761329,1.216287626716013,1.2177327111933551,1.219900337909368,483858.7,4,OVERLAP,1.5,0.0014450844773419799,48.02668088036253,69.36709131848352,1.2098946467163214,1.209385725365461,16.931666211659202,False,0.0005219557336365206,76.64078674948134,42.25353283678679,0.5700483091788269,13,4,key_level_break,1.2143100000000002,TP1+SL,2021-05-17 12:00:00+00:00,7.910506864051037,382.75675675808117,4260,True
+2021-05-28 12:00:00+00:00,3,EUR_USD,SHORT,1.2132899999999998,1.2156715963975078,1.2114352108074764,1.2100720180124607,1.2080272288199372,408455.04,5,LONDON,1.5,0.001363192795015671,31.08662478834348,26.560906156470608,1.2193882741910844,1.2194163208495408,-33.45907830326622,False,-0.00039038084196673,12.24564433482342,-59.08274191084528,0.8760000000000732,12,4,key_level_break,1.2156715963975078,SL,2021-05-28 13:00:00+00:00,-23.815963975080123,-972.7750518079911,60,False
+2021-06-03 12:00:00+00:00,3,EUR_USD,SHORT,1.2156299999999998,1.2185834693414594,1.2140781634041926,1.2129169390069878,1.2111751024111805,326073.23,5,LONDON,1.5,0.0011612243972048172,30.550504516983832,25.547860941422144,1.2202564281522792,1.2202697168718393,-22.82770325455319,False,-0.000310568922342698,20.254346356039928,-44.36428152279292,0.8926380368098632,12,3,key_level_break,1.2111751024111805,TP3,2021-06-04 05:00:00+00:00,25.969385532914828,846.7921421832809,1020,True
+2021-06-11 11:00:00+00:00,3,EUR_USD,SHORT,1.2130299999999998,1.2155009966364656,1.2114212958048882,1.210222159674814,1.2084234554797022,393167.36,4,LONDON,1.5,0.0011991361300744275,46.436305893601784,23.177163115472638,1.2173784815490987,1.2178858730987565,-22.202928414027934,False,-0.0004915654957623251,4.289809739747785,-41.584815490987026,0.8506787330317037,11,4,key_level_break,1.2114103917470411,TP1+TP2+SL,2021-06-14 07:00:00+00:00,20.905394587107384,821.93187995713,4080,True
+2021-06-15 11:00:00+00:00,3,EUR_USD,SHORT,1.2105199999999998,1.211952911024355,1.2092862669269349,1.2083371115448913,1.2069133784718262,683737.18,5,LONDON,1.5,0.0009491553820434492,31.081473651809624,38.23917546678359,1.2126946829124154,1.2155001923637683,-14.875965573653005,False,-0.00011070508401316516,9.423095017095505,-19.84682912415492,0.7516778523490043,11,1,key_level_break,1.211952911024355,SL,2021-06-15 13:00:00+00:00,-14.329110243551655,-979.7345429835124,120,False
+2021-06-28 11:00:00+00:00,3,EUR_USD,SHORT,1.19051,1.1928465442317886,1.1889360815903485,1.187760135983914,1.1859962175742622,415116.13,5,LONDON,1.5,0.0011759456064344498,26.246938926957448,34.54560388750089,1.1934290375048493,1.1961682280940027,-24.22770094455906,False,-0.00010335850853197506,48.337568290730694,-27.290375048492077,0.9237536656891089,11,0,key_level_break,1.1928465442317886,SL,2021-06-28 14:00:00+00:00,-23.365442317886394,-969.9371990739231,180,False
+2021-06-30 13:00:00+00:00,3,EUR_USD,SHORT,1.18719,1.1885948269036095,1.1856755192891717,1.184539198815286,1.1828347181044576,683527.5,4,OVERLAP,1.5,0.0011363204738856377,28.98041761455038,34.11224078904756,1.1904914277095378,1.1939364456842807,-11.78714373311296,False,-0.00016200437348462993,33.14167364846106,-31.114277095376508,0.5058823529410843,13,2,key_level_break,1.1856898949247388,TP1+TP2+SL,2021-07-01 07:00:00+00:00,19.661337732691294,1343.906502708215,1080,True
+2021-07-06 08:00:00+00:00,3,EUR_USD,SHORT,1.1843299999999999,1.1861324227977295,1.1829127316068122,1.181841219344687,1.1802339509514992,540204.49,4,LONDON,1.5,0.001071512262125226,30.69993737815491,37.5246388510385,1.1863865863605514,1.1890536332392594,-8.60000000000083,False,-0.00010851666349178312,32.49639921841128,-18.6658636055137,0.8503184713375251,8,1,key_level_break,1.1832108408853301,TP1+TP2+SL,2021-07-07 05:00:00+00:00,17.862514423341747,964.9410494178971,1260,True
+2021-07-07 13:00:00+00:00,3,EUR_USD,SHORT,1.1803,1.181635272981039,1.1786666810568822,1.1774511350948036,1.1756278161516858,736423.42,4,OVERLAP,1.5,0.0012155459620785737,23.04180706034085,31.241291313257562,1.1835961392251424,1.1873843977566638,-14.168197514319303,False,-1.4305742085276739e-05,26.719329914298417,-31.06139225142357,0.5901639344262136,13,2,key_level_break,1.1803,TP1+SL,2021-07-07 15:00:00+00:00,6.533275772470758,481.12572881660583,120,True
+2021-07-29 12:00:00+00:00,3,EUR_USD,LONG,1.18859,1.1872371790512501,1.1901151295129162,1.1912585491881937,1.19297367870111,730427.45,4,LONDON,1.5,0.0011434196752775276,27.29846662082319,72.55032773470332,1.1834761292542397,1.181033702888223,7.922581911545823,False,0.00020414226102085297,82.17963229096058,49.23870745760173,0.867132867132777,12,3,key_level_break,1.18859,TP1+SL,2021-07-30 10:00:00+00:00,6.100518051664672,445.59858441563944,1320,True
+2021-08-04 12:00:00+00:00,3,EUR_USD,LONG,1.1890900000000002,1.1870723183887442,1.1906180448337669,1.1917634080562782,1.193481452890045,491947.56,5,LONDON,1.5,0.001145363222511238,28.087537502272806,60.59282275315289,1.187042031664147,1.184970311721482,22.8582698061075,False,9.355666399429069e-05,64.31246300813622,18.579683358530552,0.8538205980066438,12,2,key_level_break,1.1870723183887442,SL,2021-08-04 14:00:00+00:00,-20.176816112560388,-992.593545514277,120,False
+2021-08-05 11:00:00+00:00,3,EUR_USD,LONG,1.1857000000000002,1.1845025248724679,1.1870954253825965,1.1881523756376609,1.1897378010202575,820616.3,5,LONDON,1.5,0.0010569502550643373,24.475320474408683,55.91554820491242,1.1852476329370778,1.1847899907065385,12.217900441719998,False,0.00026224364838346834,65.57996730761192,2.623670629222641,0.6433566433566467,11,3,key_level_break,1.1845025248724679,SL,2021-08-05 12:00:00+00:00,-11.974751275323214,-982.6676084976018,60,False
+2021-08-06 08:00:00+00:00,3,EUR_USD,SHORT,1.1808999999999998,1.1822663392687036,1.179780982193889,1.1789083036564818,1.1775992858503708,712005.39,4,LONDON,1.5,0.0008726785374072859,39.047065226671876,31.73610783549144,1.183898285345881,1.184448545001752,-3.366666666666518,False,-8.433251296188055e-05,51.35713700425716,-28.082853458810675,0.7777777777777634,8,4,key_level_break,1.1775992858503708,TP3,2021-08-06 13:00:00+00:00,19.044284897773874,1355.9633495910598,300,True
+2021-08-17 12:00:00+00:00,3,EUR_USD,SHORT,1.1742,1.1758396517861003,1.1728760446416995,1.1718667410694992,1.1703527857111988,601591.49,5,LONDON,1.5,0.0010093035722003097,24.582287414450835,30.425917761794864,1.177012752524641,1.1772971797912974,-19.363965826697527,False,-0.00021245536265182183,14.023397569379691,-26.227525246409478,0.6404109589041154,12,1,key_level_break,1.1703527857111988,TP3,2021-08-17 22:00:00+00:00,22.323285732806838,1342.9498725695007,600,True
+2021-08-27 15:00:00+00:00,3,EUR_USD,LONG,1.17951,1.1777182651738451,1.1814918711451317,1.1829397852418864,1.185111656387018,558023.46,5,OVERLAP,1.5,0.0014479140967545527,20.430906042740446,68.34898515088847,1.1758658670574096,1.1744547385300053,20.1856505340392,False,0.00034727314122336524,79.4083035329299,34.54132942590338,0.5263157894736051,15,4,key_level_break,1.1826846450551578,TP1+TP2+SL,2021-08-31 13:00:00+00:00,27.99591565838711,1562.2377721561352,5640,True
+2021-09-01 12:00:00+00:00,3,EUR_USD,LONG,1.1839600000000001,1.1813578013460317,1.1853408816761901,1.1863881361269837,1.1879590178031738,390228.64,5,LONDON,1.5,0.0010472544507934382,35.00813564247463,67.21329788598393,1.1807030297363257,1.177599365654261,16.914534890883903,False,0.00026446480646495103,83.2494845538338,30.669702636743068,0.911196911196847,12,2,key_level_break,1.1839600000000001,TP1+SL,2021-09-01 19:00:00+00:00,5.5235267047599725,215.5438314002166,420,True
+2021-09-02 13:00:00+00:00,3,EUR_USD,LONG,1.1860600000000001,1.1850582574598465,1.1872012276204604,1.1880887127007675,1.189419940321228,1015837.74,5,OVERLAP,1.5,0.0008874850803070184,39.20882075233395,65.61314044076369,1.1831215605706284,1.1791218070699017,8.958541902233108,False,2.3385983202426708e-05,61.18531927545985,27.484394293715297,0.72839506172839,13,3,key_level_break,1.1850582574598465,SL,2021-09-02 14:00:00+00:00,-10.017425401536162,-1017.6078780515087,60,False
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+2021-09-17 14:00:00+00:00,3,EUR_USD,SHORT,1.17359,1.174953046542077,1.1720428603737687,1.1708847672896145,1.1691476276633832,731711.98,5,OVERLAP,1.5,0.001158093084154211,35.413110006999844,29.89621865965536,1.1779811596047367,1.180460555469019,-30.709195690739044,False,-0.000129723393060258,13.06831838327639,-42.011596047366595,0.688596491227986,14,4,key_level_break,1.1716767334875378,TP1+TP2+SL,2021-09-20 12:00:00+00:00,20.836022371390595,1524.5967184694507,4200,True
+2021-09-24 11:00:00+00:00,3,EUR_USD,SHORT,1.1711699999999998,1.1731272880315435,1.1699168859053697,1.1689548098422828,1.1675116957476526,517350.25,4,LONDON,1.5,0.0009620760630868704,29.65827373538836,34.6549943267336,1.172988721108478,1.1750300818523975,-17.011418055976613,False,-0.0002937741741397462,29.477390659755013,-16.28721108478004,0.8630705394191127,11,4,key_level_break,1.1703159449561578,TP1+TP2+SL,2021-09-27 10:00:00+00:00,15.581327097072606,806.1003469002287,4260,True
+2021-10-12 12:00:00+00:00,3,EUR_USD,SHORT,1.15397,1.1550235317457322,1.1526694047628032,1.151675674604672,1.150185079367475,968802.75,4,LONDON,1.5,0.0009937301581312737,24.0692995323979,39.438058275759154,1.1560438293637423,1.1587607033229184,-11.865280468070782,False,-6.718179591675978e-05,21.40825593337779,-18.838293637422066,0.5770750988142033,12,1,key_level_break,1.15397,TP1+SL,2021-10-13 00:00:00+00:00,5.202380948786889,504.00809697323473,720,True
+2021-11-02 13:00:00+00:00,3,EUR_USD,SHORT,1.15892,1.1615523752979486,1.1574528741061552,1.1563481235102586,1.1546909976164135,389649.81,5,OVERLAP,1.5,0.0011047505958966283,21.696487445555167,46.55391836286227,1.1597298010556387,1.160873703394485,-7.1368244507952205,False,-9.17166825725197e-05,57.20058022075164,-6.1980105563863575,0.8540540540539483,13,1,key_level_break,1.1582123503198676,TP1+TP2+SL,2021-11-03 15:00:00+00:00,17.571308894609228,684.6657172235796,1560,True
+2021-11-04 08:00:00+00:00,3,EUR_USD,SHORT,1.15509,1.1568934367775878,1.1535896896672362,1.1524628161120603,1.1507725057792964,572546.38,4,LONDON,1.5,0.0011268735551759532,45.3419540565207,27.095204268599858,1.1590735525385853,1.1601579610051316,-5.0333333333352215,False,-0.0005420659384464106,4.136049225900047,-37.93552538585265,0.810572687224602,8,3,key_level_break,1.1568934367775878,SL,2021-11-04 13:00:00+00:00,-18.034367775878746,-1032.5511985668027,300,False
+2021-11-05 12:00:00+00:00,3,EUR_USD,SHORT,1.15126,1.153256831027991,1.1498295069160271,1.1487491781933785,1.1471286851094056,511923.98,4,LONDON,1.5,0.0010803287226486525,32.62378350399666,27.292847206869467,1.1561438738962897,1.1588587711219307,-20.659438055903312,False,-0.00020150083381479202,9.759179459558064,-46.93873896289613,0.707407407407374,12,4,key_level_break,1.153256831027991,SL,2021-11-05 13:00:00+00:00,-19.96831027990975,-1022.2256872366313,60,False
+2021-11-09 11:00:00+00:00,3,EUR_USD,SHORT,1.1577799999999998,1.1593234611874652,1.1563421164376042,1.1552568607293403,1.1536289771669446,655671.44,4,LONDON,1.5,0.0010852557082638528,23.172524513915924,46.97793884603419,1.15772912044566,1.1583573375005825,-9.491754981516554,False,-0.00015421667632902869,32.235208838580945,2.408795543400455,0.6136363636363522,11,1,key_level_break,1.1593234611874652,SL,2021-11-09 13:00:00+00:00,-15.434611874654001,-1012.0034193695489,120,False
+2021-11-10 11:00:00+00:00,3,EUR_USD,SHORT,1.15472,1.1577808763875357,1.1531673708373928,1.1520056180623213,1.1502629888997142,327319.13,4,LONDON,1.5,0.0011617527750714908,38.66331847388441,31.634697103963063,1.1579931110345032,1.158353112666987,-17.310746261003374,False,-0.00035581812887195715,46.67595120239895,-30.831110345030943,0.8692307692307634,11,2,key_level_break,1.1502629888997142,TP3,2021-11-10 18:00:00+00:00,25.98206660171476,850.4427435675332,420,True
+2021-11-15 15:00:00+00:00,3,EUR_USD,SHORT,1.1418199999999998,1.1440863926210498,1.140290822136851,1.1391447035614186,1.1374255256982697,445813.23,4,OVERLAP,1.5,0.0011461185754325426,35.81794130384901,30.20616323972625,1.1456201889585063,1.1516588614053809,-22.100621504077544,False,-0.0002511421669783773,19.94622136587359,-36.101889585062885,0.6373626373626364,15,0,key_level_break,1.1374255256982697,TP3,2021-11-15 20:00:00+00:00,25.606845810380193,1141.587064083756,300,True
+2021-12-07 12:00:00+00:00,3,EUR_USD,SHORT,1.1250499999999999,1.1263270028898842,1.123472991330347,1.1222949855505782,1.1205279768809253,800157.69,4,LONDON,1.5,0.0011780057797686986,35.07539632525461,29.819575304350735,1.1287338355778052,1.129775535463429,-14.280905449193249,False,-0.0003155842241452908,9.231744482072015,-34.938355778051374,0.5862068965517857,12,1,key_level_break,1.1250499999999999,TP1+SL,2021-12-07 15:00:00+00:00,6.308034678611741,504.74224568778624,180,True
+2021-12-21 14:00:00+00:00,3,EUR_USD,SHORT,1.12712,1.1299784166957625,1.125520749912713,1.1243279165211881,1.122538666433901,359237.72,5,OVERLAP,1.5,0.0011928333915247565,23.501360155974645,44.070156667914695,1.1282847992841945,1.1288297072747537,-16.285632934645022,False,-6.049096617827661e-05,43.8043650648409,-9.747992841944164,0.8293838862558633,14,1,key_level_break,1.1299784166957625,SL,2021-12-22 10:00:00+00:00,-28.584166957625886,-1026.851096595686,1200,False
+2021-12-29 13:00:00+00:00,3,EUR_USD,LONG,1.13199,1.129542781354773,1.1335849892690137,1.134774982115023,1.136559971384037,415403.26,5,OVERLAP,1.5,0.001189992846009264,35.34969602948099,57.0496584840524,1.1309935683704944,1.1308156812653165,22.364034057795745,False,0.00013595737871522078,88.02445843549556,8.064316295055551,0.8153846153845273,13,2,key_level_break,1.136559971384037,TP3,2021-12-29 15:00:00+00:00,26.659828304220756,1107.4579588613574,120,True
+2021-12-31 13:00:00+00:00,3,EUR_USD,LONG,1.1349900000000002,1.132948075611974,1.1371407731640772,1.1387012886067953,1.1410420617708725,503278.76,5,OVERLAP,1.5,0.0015605154427181492,23.928606765246734,61.39822910187073,1.1322156560726462,1.1315203952861175,20.71907867170708,False,0.00025841883585810756,67.06631532718467,25.843439273538493,0.6618075801749169,13,4,key_level_break,1.1349900000000002,TP1+SL,2022-01-03 01:00:00+00:00,8.60309265630832,432.97538042319576,3600,True
+2022-01-06 15:00:00+00:00,3,EUR_USD,SHORT,1.12939,1.1312223926557219,1.127121645562246,1.125482742603743,1.123024388165989,563190.93,5,OVERLAP,1.5,0.0016389029585027965,20.511213126041305,42.5924948562543,1.130890807813546,1.131336961015811,-14.077257299613954,False,-3.927112722949019e-05,44.96402285784274,-13.108078135459778,0.7081081081081191,15,3,key_level_break,1.1312223926557219,SL,2022-01-07 08:00:00+00:00,-18.323926557219924,-1031.986923901239,1020,False
+2022-01-11 08:00:00+00:00,3,EUR_USD,LONG,1.13511,1.1338515957350066,1.1364285461283135,1.1374342435471894,1.1389427896755029,811875.08,4,LONDON,1.5,0.0010056974188757564,21.42388797273531,64.07726221208736,1.1328754458590022,1.1319381093481105,2.566666666665718,False,0.00019999212664472248,67.41184188944847,20.445541409976897,0.615999999999963,8,1,key_level_break,1.1338515957350066,SL,2022-01-11 09:00:00+00:00,-12.584042649934624,-1021.6670633139084,60,False
+2022-01-24 11:00:00+00:00,3,EUR_USD,SHORT,1.13021,1.1321732121903691,1.1286589348574638,1.1274982247624397,1.1257571596199034,515201.77,4,LONDON,1.5,0.0011607100950241484,45.146978233745884,28.731100259477387,1.1333704910171483,1.1355790463922433,-16.021372086256758,False,-0.0002788957785499141,33.77018043684959,-29.704910171481913,0.708737864077695,11,0,key_level_break,1.1321732121903691,SL,2022-01-24 15:00:00+00:00,-19.632121903692124,-1011.4503953637952,240,False
+2022-02-01 15:00:00+00:00,3,EUR_USD,SHORT,1.1245299999999998,1.127174381965605,1.1225935207698519,1.121175867949753,1.119049388719605,378665.37,4,OVERLAP,1.5,0.0014176528200987534,52.29683232045999,55.67609449145481,1.1218147420803726,1.124805692295396,-14.071220938798312,False,-0.0001806417916049986,31.757912745933712,29.052579196273687,0.8097560975609307,15,1,key_level_break,1.127174381965605,SL,2022-02-01 21:00:00+00:00,-26.44381965605236,-1001.3358754272339,360,False
+2022-02-03 13:00:00+00:00,3,EUR_USD,LONG,1.13687,1.1326074806548323,1.1392375580355025,1.1409425967258375,1.14350015476134,232567.28,4,OVERLAP,1.5,0.0017050386903350117,27.867324253945057,75.11884944716817,1.1283616027299113,1.1264105820804937,58.025065876401435,False,0.00023067426593781094,62.34959893048188,83.1839727008865,0.8607305936073042,13,3,key_level_break,1.14350015476134,TP3,2022-02-03 16:00:00+00:00,39.020928568039615,907.499122014327,180,True
+2022-02-14 08:00:00+00:00,3,EUR_USD,SHORT,1.1307299999999998,1.1340602553339065,1.1281992339982798,1.126385389997133,1.1236646239954127,300396.64,5,LONDON,1.5,0.0018138440011468023,39.960453886094,29.629195234838846,1.138134815197924,1.1381667260302366,-9.466666666666512,False,-0.00016351564151580828,20.891658846242933,-72.14815197924106,0.7335025380711122,8,0,key_level_break,1.1340602553339065,SL,2022-02-14 12:00:00+00:00,-33.3025533390674,-1000.3975126476628,240,False
+2022-02-17 13:00:00+00:00,3,EUR_USD,SHORT,1.13573,1.1381375143618389,1.132976206914484,1.1310136781908064,1.1280698851052904,411375.97,4,OVERLAP,1.5,0.001962528723677424,20.89091713587099,47.48226011535988,1.1362907751902938,1.1365754662501013,-5.3872299711743565,False,-4.51307890795891e-05,59.510748074458384,-3.707751902937151,0.6764705882353037,13,3,key_level_break,1.13573,TP1+SL,2022-02-21 01:00:00+00:00,11.015172342063728,453.1377206933638,5040,True
+2022-02-21 12:00:00+00:00,3,EUR_USD,SHORT,1.1332399999999998,1.1353408784106631,1.131364031434678,1.1299867190577966,1.1279207504924746,473575.68,4,LONDON,1.5,0.0013773123768813225,31.819432985986218,40.878499432181314,1.1353240919207164,1.136104916321683,-22.20213397018167,False,-1.3543419218548427e-05,4.463922898218956,-18.94091920716434,0.7745664739885039,12,0,key_level_break,1.131633454649471,TP1+TP2+SL,2022-02-22 08:00:00+00:00,23.73008873115756,1123.799290731828,1200,True
+2022-02-23 15:00:00+00:00,3,EUR_USD,SHORT,1.13224,1.1341644659750711,1.1302632687414536,1.1288187812357557,1.1266520499772092,522827.07,5,OVERLAP,1.5,0.0014444875056977187,27.411991697740973,45.109953486060036,1.1334348305564328,1.134807057709153,-17.88215719272568,False,-6.412996109402908e-05,30.18487102407171,-10.048305564327453,0.5380116959064897,15,2,key_level_break,1.1266520499772092,TP3,2022-02-24 02:00:00+00:00,32.76770013674346,1713.184065313218,660,True
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+2022-09-20 08:00:00+00:00,3,EUR_USD,SHORT,1.0007899999999998,1.003830355813624,0.9984846468448422,0.9968210780747371,0.9943257249195793,326663.11,4,LONDON,1.5,0.0016635687701051732,35.026993658555426,47.76902006844278,1.0008702831038618,1.0008780983237078,-5.399999999999849,False,-0.00011988716190159483,53.985411068145304,1.0971689613814561,0.7259887005649406,8,1,key_level_break,0.9991542658081515,TP1+TP2+SL,2022-09-20 14:00:00+00:00,28.368568705378514,926.6964879547619,360,True
+2022-09-21 14:00:00+00:00,3,EUR_USD,SHORT,0.98765,0.9919361111380716,0.9846491665857856,0.9825219443096426,0.9793311108954281,233880.79,4,OVERLAP,1.5,0.0021272222761429755,51.7195531445067,30.556439589654985,0.9963083522975326,0.9993991137993555,-28.496157934726483,False,-0.00039304730111167866,19.837411277905208,-84.6835229753251,0.6894586894586805,14,2,key_level_break,0.9865569296870533,TP1+TP2+SL,2022-09-21 19:00:00+00:00,34.70169704418091,811.6060319033697,300,True
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+2022-12-01 08:00:00+00:00,3,EUR_USD,LONG,1.04458,1.0380616875681699,1.048640651581205,1.0514744193020082,1.0557250708832133,149516.6,4,LONDON,1.5,0.0028337677208033585,37.353513492097456,59.320166341939,1.038698544527559,1.0356525993281402,16.199999999999548,False,0.00019655599006082082,61.17235669705078,56.91455472440987,0.7528089887640426,8,3,key_level_break,1.0502164583600608,TP1+TP2+SL,2022-12-02 13:00:00+00:00,55.09320025297403,823.7347984943818,1740,True
+2022-12-08 14:00:00+00:00,3,EUR_USD,LONG,1.05407,1.0518973335264479,1.0567454994206564,1.0586558323677608,1.0615213317884173,452362.7,4,OVERLAP,1.5,0.0019103329471043277,22.114640363269245,61.60590566353099,1.0504380462093617,1.04639285983449,21.482078530405957,False,0.00017042297889624817,82.62425957548218,34.41953790638274,0.8078602620087273,14,3,key_level_break,1.0558207295265165,TP1+TP2+SL,2022-12-09 09:00:00+00:00,32.54678620670148,1472.2952084786243,1140,True
+2022-12-29 15:00:00+00:00,3,EUR_USD,LONG,1.0668600000000001,1.0642916737491241,1.0693249787526276,1.0710949645877126,1.0737499433403401,388407.13,4,OVERLAP,1.5,0.001769985835085029,40.302055386362724,62.15939248701265,1.0635155603126194,1.062207370945308,18.28027627623463,False,0.0004159126538785833,64.09973562704853,31.544396873806058,0.6686746987952161,15,3,key_level_break,1.0642916737491241,SL,2022-12-30 05:00:00+00:00,-25.683262508759963,-997.5562280064057,840,False
diff --git a/results/s3_expansion/trades_S3_EUR_USD_OOS.csv b/results/s3_expansion/trades_S3_EUR_USD_OOS.csv
new file mode 100644
index 0000000..2f2af72
--- /dev/null
+++ b/results/s3_expansion/trades_S3_EUR_USD_OOS.csv
@@ -0,0 +1,33 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-01-03 15:00:00+00:00,3,EUR_USD,SHORT,1.0553499999999998,1.05835616512255,1.0518115046323502,1.0493258410539172,1.0455973456862675,330373.76,4,OVERLAP,1.5,0.002485663578433114,42.09066224324778,32.74058304021628,1.0635223236436435,1.0638701476081927,-0.6443049411597457,False,-0.0006077089884982041,65.6300961879555,-79.82323643643596,0.6861313868613605,15,1,key_level_break,1.05835616512255,SL,2023-01-04 07:00:00+00:00,-30.061651225501414,-993.1580747177511,960,False
+2023-01-09 13:00:00+00:00,3,EUR_USD,LONG,1.07268,1.0684550202630418,1.075594939210874,1.0776648986847899,1.0807698378956638,232717.44,4,OVERLAP,1.5,0.0020699594739159635,65.9645526777128,74.01134752976007,1.062148725121707,1.061292619656428,36.76429231247224,False,3.20473059312763e-05,74.81336322817126,103.4127487829295,0.7789699570815688,13,0,key_level_break,1.07268,TP1+SL,2023-01-10 00:00:00+00:00,11.659756843495295,271.3428763640706,660,True
+2023-01-31 13:00:00+00:00,3,EUR_USD,LONG,1.0852700000000002,1.082672081451751,1.0876108985018906,1.0892981641698176,1.0918290626717082,379511.48,5,OVERLAP,1.5,0.0016872656679270172,41.89316011122809,51.17469219447694,1.0857329041153374,1.0856648969882672,20.993968597449175,False,7.429522645430804e-05,68.98919618711784,-6.529041153373605,0.66846361185983,13,1,key_level_break,1.0918290626717082,TP3,2023-02-01 15:00:00+00:00,38.594376030247616,1464.7008766915799,1560,True
+2023-02-10 15:00:00+00:00,3,EUR_USD,SHORT,1.0674799999999998,1.0692970846403997,1.0650087460788,1.063234576798,1.0605733228768,550655.1,5,OVERLAP,1.5,0.0017741692807999854,36.625862806381875,32.24980561799501,1.0728636181559774,1.0782072378054188,-27.061081607999693,False,-0.00045663450690717144,27.894713742926232,-51.93618155977519,0.6428571428571478,15,4,key_level_break,1.0692970846403997,SL,2023-02-13 12:00:00+00:00,-18.170846403999793,-1000.5869243679148,4140,False
+2023-02-14 15:00:00+00:00,3,EUR_USD,SHORT,1.07137,1.0770478901239837,1.0678283296280497,1.065340549380083,1.0616088790081328,174462.88,5,OVERLAP,1.5,0.002487780247966827,62.960056968903444,42.17638706589086,1.0723166623886589,1.0754830887553424,-31.94213963954251,False,-0.0002384378908578907,34.7296848796903,-7.566623886587909,0.5628834355827905,15,1,key_level_break,1.07137,TP1+SL,2023-02-16 02:00:00+00:00,14.166681487800757,247.15600524044052,2100,True
+2023-02-16 14:00:00+00:00,3,EUR_USD,SHORT,1.06608,1.0677105919884193,1.0637132240347427,1.062008706724571,1.0594519307593135,609013.55,5,OVERLAP,1.5,0.00170451731017163,28.63709067503629,31.787851971621862,1.0703435232327858,1.0735866469626285,-26.64840591202422,False,-0.0002542212701008612,14.185650767310706,-40.73523232785758,0.5559322033897828,14,3,key_level_break,1.0677105919884193,SL,2023-02-16 15:00:00+00:00,-16.305919884194164,-993.0526154688678,60,False
+2023-02-22 15:00:00+00:00,3,EUR_USD,SHORT,1.0624799999999999,1.0645631980714851,1.060428405785544,1.0589340096425734,1.0566924154281176,471929.24,5,OVERLAP,1.5,0.0014943961429706128,21.553157633735402,37.994891268360696,1.0656969425868077,1.069082616244396,-13.951101874376537,False,-7.184727828939358e-05,53.16072374896007,-30.269425868076905,0.719135802469089,15,2,key_level_break,1.0624799999999999,TP1+SL,2023-02-23 06:00:00+00:00,8.20637685782355,387.28291936662555,900,True
+2023-03-06 14:00:00+00:00,3,EUR_USD,LONG,1.0670600000000001,1.0652137316323866,1.069082138436174,1.0705568973936233,1.0727690358297972,534589.09,5,OVERLAP,1.5,0.001474758957449294,27.482012107783856,67.65159931950834,1.062961450215349,1.0626669716307964,22.660552654369948,False,0.00015889675141196494,78.74981818991257,39.085497846509384,0.6094420600858418,14,0,key_level_break,1.0670600000000001,TP1+SL,2023-03-06 19:00:00+00:00,8.088553744695304,432.4052585792755,300,True
+2023-03-20 11:00:00+00:00,3,EUR_USD,LONG,1.0708700000000002,1.06808476438533,1.0737423735106768,1.075783955851128,1.0788463293618047,355919.25,4,LONDON,1.5,0.002041582340451173,22.12453207944362,66.357503948183,1.065565170242843,1.0644375111067124,34.117566632423376,False,0.0001285277087543906,93.04203823191528,51.14829757157047,0.5450000000000172,11,0,key_level_break,1.0788463293618047,TP3,2023-03-21 13:00:00+00:00,47.09797617082633,1676.3076355238381,1560,True
+2023-04-06 14:00:00+00:00,3,EUR_USD,LONG,1.0925,1.0899764082661216,1.0946082752016346,1.0961404586693912,1.0984387338710262,399463.21,4,OVERLAP,1.5,0.0015321834677565489,21.671183678094316,55.89116426668211,1.0910994864993615,1.0871536027105257,20.321227608484094,False,0.00028211498967935656,46.44361740471621,12.105135006383883,0.8471337579617682,14,3,key_level_break,1.0899764082661216,SL,2023-04-07 12:00:00+00:00,-25.235917338783942,-1008.0820547445292,1320,False
+2023-04-11 13:00:00+00:00,3,EUR_USD,LONG,1.0923300000000002,1.090840703069228,1.0940938907923163,1.0953964846538604,1.0973503754461764,670115.68,5,OVERLAP,1.5,0.0013025938615440827,54.38754415420212,64.65175550103939,1.089285395198046,1.0884180014511462,8.59068610284286,False,0.0005081845185262788,60.86992746339248,28.54604801954208,0.5654761904761519,13,1,key_level_break,1.090840703069228,SL,2023-04-11 15:00:00+00:00,-14.892969307722659,-998.00122548637,120,False
+2023-04-21 11:00:00+00:00,3,EUR_USD,LONG,1.0983200000000002,1.0967584634540006,1.1001796096379988,1.1015460160633312,1.1035956257013297,632723.72,4,LONDON,1.5,0.0013664064253324413,31.242113872645305,60.389968117126,1.0963046321656722,1.0956520609792317,17.07058015870011,False,8.04149181454716e-05,73.097178474409,18.253678343278512,0.7030567685589622,11,4,key_level_break,1.0967584634540006,SL,2023-04-21 13:00:00+00:00,-15.615365459995534,-988.0212123007885,120,False
+2023-04-28 14:00:00+00:00,3,EUR_USD,LONG,1.1038800000000002,1.0989741623601295,1.106857512919611,1.1089691881993518,1.1121367011189627,199383.08,4,OVERLAP,1.5,0.0021116752797406676,31.17326365085822,59.03770270962578,1.101746817594298,1.1000114156766139,39.99824230263238,False,9.764550503353956e-05,70.42548995883186,19.431824057021263,0.7207920792079383,14,4,key_level_break,1.0989741623601295,SL,2023-05-01 09:00:00+00:00,-49.05837639870736,-978.1410186173581,4020,False
+2023-05-03 14:00:00+00:00,3,EUR_USD,LONG,1.10546,1.1029030125353814,1.1073234623938557,1.1086924373230929,1.1107458997169484,378711.12,4,OVERLAP,1.5,0.0013689749292371222,37.64147497803637,68.11105236769082,1.1010558472349248,1.1001589634949873,13.830143126667416,False,9.793089090790429e-05,62.3814465680712,42.14152765075196,0.7617328519855355,14,2,key_level_break,1.1059713336654549,TP1+TP2+SL,2023-05-03 19:00:00+00:00,21.40626619870289,810.6791047128916,300,True
+2023-05-08 13:00:00+00:00,3,EUR_USD,LONG,1.1045300000000002,1.1029329330964996,1.1063412007105007,1.107675334517501,1.1096765352280016,611412.32,5,OVERLAP,1.5,0.0013341338070003727,23.963832958568826,55.31122951965915,1.1031030517619675,1.1018614267357834,4.299674985677182,False,7.18906807053498e-05,52.80552780552762,12.369482380325536,0.5925925925927906,13,0,key_level_break,1.1029329330964996,SL,2023-05-08 14:00:00+00:00,-15.97066903500588,-976.4663806645106,60,False
+2023-05-09 12:00:00+00:00,3,EUR_USD,SHORT,1.0948099999999998,1.0967382563593386,1.0931602309219839,1.0919337182033064,1.0900939491252903,501334.65,5,LONDON,1.5,0.0012265127186773942,55.79051688999938,25.328832972863225,1.1006229265599414,1.1013339422746562,-21.30560590883901,False,-0.00029429823755073485,12.029397156514406,-56.229265599414546,0.7803468208092226,12,1,key_level_break,1.0967382563593386,SL,2023-05-09 18:00:00+00:00,-19.282563593387977,-966.7017270193905,360,False
+2023-05-11 13:00:00+00:00,3,EUR_USD,SHORT,1.0899699999999999,1.092204890936392,1.0877153271908244,1.0860855453180407,1.0836408725088649,428224.34,5,OVERLAP,1.5,0.0016297818727837724,41.532000622329534,27.424119954917472,1.0964806663153779,1.0993390788418804,-24.151413590660642,False,-0.0005894286993821349,38.61808024410133,-63.20666315377865,0.9658385093167533,13,3,key_level_break,1.092204890936392,SL,2023-05-11 16:00:00+00:00,-22.348909363920647,-957.0346962084739,180,False
+2023-05-12 14:00:00+00:00,3,EUR_USD,SHORT,1.0860299999999998,1.0891025680693371,1.0840642957919884,1.082627159653314,1.0804714554453025,308362.37,5,OVERLAP,1.5,0.0014371361386743805,42.44241972163915,25.047674688481322,1.0929557332151572,1.0975229402215958,-29.53389744290602,False,-0.00036551076125408244,14.52840190144218,-67.35733215157191,0.7513966480446863,14,4,key_level_break,1.0891025680693371,SL,2023-05-16 07:00:00+00:00,-30.72568069337311,-947.4643718471776,5340,False
+2023-06-06 08:00:00+00:00,3,EUR_USD,SHORT,1.0697199999999998,1.0711163634395198,1.068280909681441,1.0671948494690682,1.0655657591505092,671737.52,5,LONDON,1.5,0.0010860602123727013,33.58998081945481,39.92439519436956,1.0713763406690955,1.07305576192185,-3.8999999999989043,False,-1.976074789828466e-05,30.561220846562946,-14.663406690955672,0.7738693467336555,8,1,key_level_break,1.0697199999999998,TP1+SL,2023-06-06 11:00:00+00:00,5.756361274235289,386.6763846578853,180,True
+2023-06-14 12:00:00+00:00,3,EUR_USD,LONG,1.0833000000000002,1.0804883908964151,1.0849448273107547,1.0861680455179243,1.0880028728286788,334988.41,4,LONDON,1.5,0.001223218207169716,30.617646262119834,70.02648834399184,1.0785738068262722,1.0755198249229245,21.939415353404712,False,0.00026792770052421654,86.00453369195664,45.36193173727776,0.9266666666667017,12,2,key_level_break,1.083936883839287,TP1+TP2+SL,2023-06-14 18:00:00+00:00,19.325258993288852,647.3737783000033,360,True
+2023-06-15 12:00:00+00:00,3,EUR_USD,LONG,1.0866200000000001,1.0839902912080306,1.0892191263759077,1.091078543959846,1.0938676703357535,360621.76,5,LONDON,1.5,0.0018594175839383763,26.316757601710698,62.50008269739021,1.0814816484749166,1.0771950202420693,20.6929366730213,False,0.00015498547872365757,62.77014146256019,49.48351525083439,0.6992481203007537,12,3,key_level_break,1.0938676703357535,TP3,2023-06-15 16:00:00+00:00,42.726022014520474,1540.793325667512,240,True
+2023-06-21 14:00:00+00:00,3,EUR_USD,LONG,1.0956500000000002,1.0931024086549566,1.09752777403513,1.0989062900585498,1.1009740640936796,378293.85,5,OVERLAP,1.5,0.0013785160234198977,23.9460187785342,71.92710330664343,1.0919844485490768,1.086827212984103,27.67404413523078,False,0.0003432312003462536,76.91606467148314,34.75551450923264,0.682926829268327,14,2,key_level_break,1.1009740640936796,TP3,2023-06-22 11:00:00+00:00,31.184384562075614,1179.686089586815,1260,True
+2023-06-27 12:00:00+00:00,3,EUR_USD,LONG,1.0967000000000002,1.094017221193349,1.0983533364199531,1.0995822273665887,1.1014255637865418,363628.57,5,LONDON,1.5,0.001228890946635421,37.94941826734847,73.20231717717171,1.0921689377776125,1.0904510880388272,17.413821306409005,False,0.0003959440965503975,83.25156938086836,43.410622223876146,0.7463768115942396,12,1,key_level_break,1.094017221193349,SL,2023-06-28 06:00:00+00:00,-26.827788066512422,-975.5350210888978,1080,False
+2023-07-27 12:00:00+00:00,3,EUR_USD,SHORT,1.10571,1.1093451313036546,1.1028946060890366,1.1008910101483944,1.0978856162374309,265679.44,4,LONDON,1.5,0.0020035959406423183,51.45126017222449,38.84150646102361,1.1088291361884772,1.110744084378085,-50.8525486317879,False,-0.00012001912209562275,56.38143561518288,-29.291361884771216,0.86966046002188,12,3,key_level_break,1.0978856162374309,TP3,2023-07-27 18:00:00+00:00,46.18630257541412,1227.075100390658,360,True
+2023-08-01 12:00:00+00:00,3,EUR_USD,SHORT,1.09544,1.0972590091500263,1.0936604725499208,1.092347454249868,1.0903779267997886,537683.06,4,LONDON,1.5,0.001313018300052869,33.16310842436838,28.970010066757126,1.1002309324008683,1.1052187896060184,-16.184577265050404,False,-0.00022195198466397857,30.772948225608005,-46.00932400868229,0.7773279352226491,12,1,key_level_break,1.0972590091500263,SL,2023-08-01 13:00:00+00:00,-18.19009150026307,-978.050405954144,60,False
+2023-08-02 12:00:00+00:00,3,EUR_USD,SHORT,1.09578,1.097667586700735,1.0937797398977955,1.0923195664963257,1.090129306394121,512967.12,4,LONDON,1.5,0.0014601734014697782,23.100264092330768,34.71598954597776,1.099144430181408,1.1037813244555357,-16.06056647846188,False,-0.00023857539243541276,26.07990622252783,-31.74430181407839,0.6262626262625878,12,2,key_level_break,1.095002748008657,TP1+TP2+SL,2023-08-02 16:00:00+00:00,23.397278406200872,1200.2034519867052,240,True
+2023-08-08 11:00:00+00:00,3,EUR_USD,SHORT,1.09394,1.0961836525377875,1.0920550423866373,1.0906717373110622,1.0885967796976994,436908.98,4,LONDON,1.5,0.0013833050755751597,33.394748032860164,30.645050068449294,1.0984097774802362,1.0998934563877234,-23.143194148353974,False,-0.0005591956827963455,6.120741029314968,-42.79777480236113,0.6138613861385953,11,1,key_level_break,1.0961836525377875,SL,2023-08-08 19:00:00+00:00,-22.43652537787577,-980.2719417591817,480,False
+2023-08-11 12:00:00+00:00,3,EUR_USD,SHORT,1.0966299999999998,1.0981345418365174,1.094556374490448,1.0930472908174136,1.0907836653078617,645026.41,5,LONDON,1.5,0.0015090836730345142,24.33276406718982,40.57789490141398,1.0988747361080826,1.0991147300849422,-18.90100965574515,False,-0.00012571455615759835,49.06096117876172,-20.54736108082711,0.7391304347826507,12,4,key_level_break,1.0981345418365174,SL,2023-08-11 14:00:00+00:00,-15.04541836517603,-970.4692195037566,120,False
+2023-08-14 12:00:00+00:00,3,EUR_USD,SHORT,1.0903699999999998,1.0940380647847718,1.0884958056456846,1.087119676076141,1.0850554817218259,261926.82,5,LONDON,1.5,0.0013761295695435417,36.145455008789526,29.91640535104837,1.0959336610485504,1.0980780065048037,-30.76534920396723,False,-8.831260032875817e-06,31.05838227447472,-53.73661048550415,0.8560411311054238,12,0,key_level_break,1.0903699999999998,TP1+SL,2023-08-14 14:00:00+00:00,7.496777417260957,196.36070691509758,120,True
+2023-08-22 12:00:00+00:00,3,EUR_USD,SHORT,1.08642,1.0884514901337814,1.084685529598656,1.083402549331093,1.081478078929749,473902.44,5,LONDON,1.5,0.0012829802675627864,32.89455067553271,33.58353377110659,1.0893275717434245,1.0912827568176282,-28.124444721790987,False,-0.0004731528026918021,4.458778993528193,-27.17571743424463,0.7286821705425823,12,1,key_level_break,1.0861992210736542,TP1+TP2+SL,2023-08-23 05:00:00+00:00,19.449242133695144,921.7043303308935,1020,True
+2023-08-24 12:00:00+00:00,3,EUR_USD,SHORT,1.08188,1.0840286155941012,1.0801541532176964,1.0788769220294938,1.07696107524719,452358.8,4,LONDON,1.5,0.0012772311882024885,31.60940856098047,33.04893547860142,1.0857744629927497,1.0888919069881395,-22.57304899835555,False,-0.00039195268644302107,15.096073077195095,-37.04462992749624,0.722408026755821,12,3,key_level_break,1.0840286155941012,SL,2023-08-24 13:00:00+00:00,-21.486155941012886,-971.9451718089459,60,False
+2023-08-30 13:00:00+00:00,3,EUR_USD,LONG,1.09467,1.0922427194870656,1.0970398415388025,1.0987464025646712,1.1013062441034738,396421.31,4,OVERLAP,1.5,0.0017065610258684709,35.335389994371,76.90921711525047,1.0853945311455069,1.0853143859617729,42.93221019138205,False,0.0004930450904491763,84.63748751698989,90.85468854493017,0.7337461300309396,13,2,key_level_break,1.0922427194870656,SL,2023-08-30 16:00:00+00:00,-24.272805129343933,-962.2257206749241,180,False
diff --git a/results/s3_expansion/trades_S3_EUR_USD_test.csv b/results/s3_expansion/trades_S3_EUR_USD_test.csv
new file mode 100644
index 0000000..2380cb7
--- /dev/null
+++ b/results/s3_expansion/trades_S3_EUR_USD_test.csv
@@ -0,0 +1,77 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-09-01 12:00:00+00:00,3,EUR_USD,LONG,1.08658,1.0850306997877999,1.0885059006365998,1.0899165010609995,1.0920324016975993,644847.14,5,LONDON,1.5,0.0014106004243998418,25.826014458582957,54.93736800248822,1.086110620210528,1.0860128978812755,10.820159499285165,False,0.0002820126050379515,39.75445776088892,2.793797894720118,0.620202020202,12,4,key_level_break,1.0850306997877999,SL,2023-09-01 13:00:00+00:00,-15.493002122002329,-999.0618108387134,60,False
+2023-09-25 08:00:00+00:00,3,EUR_USD,SHORT,1.0623699999999998,1.0634935471016271,1.0608793586951186,1.0597589311585311,1.0580782898536498,880311.29,4,LONDON,1.5,0.00112042753658751,26.774671730841213,33.412401273578055,1.0651699280512974,1.0678935093489186,-5.300000000001415,False,-0.00016329776300260616,23.760783456044127,-26.0992805129745,0.650793650793703,8,0,key_level_break,1.0634935471016271,SL,2023-09-25 09:00:00+00:00,-11.235471016273202,-989.0711984093074,60,False
+2023-10-06 12:00:00+00:00,3,EUR_USD,SHORT,1.0494299999999999,1.0538402628445158,1.0471817114664523,1.0455561857774205,1.0431178972438728,222023.16,4,LONDON,1.5,0.0016255256890317946,31.997213057202952,33.93684091349522,1.0527584541052224,1.0542389035886899,-38.26171486565055,False,-0.0003297805574492995,61.824268715890845,-31.38454105222399,0.8116279069767481,12,4,key_level_break,1.0538402628445158,SL,2023-10-06 14:00:00+00:00,-44.10262844515955,-979.1804931700211,120,False
+2023-10-10 12:00:00+00:00,3,EUR_USD,LONG,1.05953,1.0570274717940356,1.0616350846178935,1.0631651410298224,1.0654602256477161,387363.74,4,LONDON,1.5,0.0015300564119290214,26.291780929314815,59.557229557233114,1.0560943086323373,1.0550299250883697,0.7535773721101258,False,0.0001872947076617731,53.95300606226297,32.45691367662617,0.8483412322274457,12,1,key_level_break,1.05953,TP1+SL,2023-10-10 17:00:00+00:00,8.42033847157353,326.1733802414606,300,True
+2023-10-11 13:00:00+00:00,3,EUR_USD,LONG,1.0631000000000002,1.060613263550944,1.065210209347168,1.06674368224528,1.0690438915924478,391135.3,5,OVERLAP,1.5,0.0015334728981119814,27.55576161799576,66.58159520319529,1.0589909376409816,1.0562657196658283,19.9300059253793,False,2.7849383489091865e-05,72.97583619089043,39.19062359018399,0.5194346289752739,13,2,key_level_break,1.060613263550944,SL,2023-10-11 16:00:00+00:00,-24.867364490561705,-972.65040702252,180,False
+2023-10-13 14:00:00+00:00,3,EUR_USD,SHORT,1.0501299999999998,1.0537089836777216,1.0480010489668352,1.046455081611392,1.0441361305782273,269049.54,5,OVERLAP,1.5,0.001545967355443132,32.36035923668406,32.32445965002536,1.0560972126591506,1.0565606478119245,-23.99130097967328,False,-5.787834957558368e-05,30.038048979985874,-57.77212659150654,0.8501872659176167,14,4,key_level_break,1.0537089836777216,SL,2023-10-16 06:00:00+00:00,-35.78983677721803,-962.9239121585593,3840,False
+2023-10-23 14:00:00+00:00,3,EUR_USD,LONG,1.0630600000000001,1.0607655792937625,1.0649945121187128,1.0664108535311878,1.0685353656499006,415483.81,5,OVERLAP,1.5,0.001416341412475154,41.326417124753135,70.71465888534179,1.0585207438729944,1.0568123830098664,20.874728115329866,False,0.00032771532899142966,70.74346238461489,43.492561270055404,0.8703703703704222,14,0,key_level_break,1.0685353656499006,TP3,2023-10-24 02:00:00+00:00,32.09219389940232,1333.3786992582432,720,True
+2023-10-31 08:00:00+00:00,3,EUR_USD,LONG,1.06472,1.0618231053372733,1.0664706839881803,1.067764473313634,1.0697051573018146,333677.46,4,LONDON,1.5,0.0012937893254536476,37.41171710063556,72.6200082463489,1.0591917440528178,1.058123535860202,9.799999999999809,False,9.778994287500207e-05,90.85427956797957,53.3825594718218,0.7927631578947044,8,1,key_level_break,1.06472,TP1+SL,2023-10-31 12:00:00+00:00,7.002735952720941,233.66551457546038,240,True
+2023-11-01 15:00:00+00:00,3,EUR_USD,SHORT,1.0535299999999999,1.0559339103924585,1.0514232688226244,1.049892114704374,1.0475953835269987,403078.71,4,OVERLAP,1.5,0.0015311541182503354,35.944275842236245,35.838714124765204,1.0575098359239692,1.0579620509483962,-9.258569507391012,False,-0.00015079470289559838,38.98373983739871,-37.89835923969198,0.6523605150214604,15,2,key_level_break,1.0559339103924585,SL,2023-11-01 19:00:00+00:00,-24.039103924586854,-968.9650999478408,240,False
+2023-11-02 12:00:00+00:00,3,EUR_USD,LONG,1.0665900000000001,1.063126042480555,1.0686078725583348,1.0700797875972248,1.0722876601555595,276930.49,4,LONDON,1.5,0.0014719150388898831,60.632944132445985,80.27302445852146,1.0588622217639232,1.058225930126176,35.27463327929414,False,0.0007112593393237127,93.03440220710468,75.3777823607682,0.8603988603988364,12,3,key_level_break,1.063126042480555,SL,2023-11-02 14:00:00+00:00,-34.63957519445059,-959.275453199105,120,False
+2023-11-08 14:00:00+00:00,3,EUR_USD,LONG,1.0692300000000001,1.0669287394094396,1.0706750317716813,1.0717650529528024,1.0734000847244838,412679.34,5,OVERLAP,1.5,0.0010900211811209562,32.32124423271245,53.279260006574056,1.0689189242640686,1.065103807599039,17.541407409942256,False,3.5462396149392255e-05,62.07608620121874,1.210757359313419,0.9137931034481933,14,2,key_level_break,1.0692300000000001,TP1+SL,2023-11-09 10:00:00+00:00,5.780127086724819,238.5339031265721,1200,True
+2023-11-09 14:00:00+00:00,3,EUR_USD,LONG,1.0726000000000002,1.0711722802066712,1.074165659379986,1.0753360989666432,1.0770917583466293,666845.17,4,OVERLAP,1.5,0.0011704395866572786,36.33253474671586,63.79432442565407,1.069867552504308,1.0662574529543876,22.700554583197086,False,3.827012998582801e-05,75.28360162282486,25.424474956921017,0.6626984126984162,14,3,key_level_break,1.0711722802066712,SL,2023-11-09 15:00:00+00:00,-14.277197933290074,-952.068048294847,60,False
+2023-11-28 13:00:00+00:00,3,EUR_USD,LONG,1.09742,1.0956974971184223,1.0988500086447335,1.0999300144078892,1.1015500230526225,547196.39,4,OVERLAP,1.5,0.0010800057631556673,24.206573094830162,65.70231719404858,1.0943121442894634,1.0898963531576824,17.660979789455578,False,6.255560565469344e-05,72.6109715175658,29.178557105364877,0.7605633802816814,13,1,key_level_break,1.0979071269990897,TP1+TP2+SL,2023-11-28 18:00:00+00:00,16.734346208669315,915.6973834394037,300,True
+2023-12-04 15:00:00+00:00,3,EUR_USD,SHORT,1.0812799999999998,1.0837946549934718,1.0787035350195844,1.0768592250326408,1.0740927600522252,378463.18,4,OVERLAP,1.5,0.0018443099869436903,32.83897643980182,27.498649444559163,1.0884721860657165,1.090832424768051,-36.249003581938496,False,-0.00036154482833682957,17.367731719385116,-70.02186065716565,0.6319796954314896,15,0,key_level_break,1.0837946549934718,SL,2023-12-05 00:00:00+00:00,-25.14654993472032,-951.7043254323045,540,False
+2023-12-05 14:00:00+00:00,3,EUR_USD,SHORT,1.08072,1.0836440525897435,1.0785953422307695,1.0770522370512823,1.0747375792820517,322219.68,4,OVERLAP,1.5,0.0015431051794870657,34.73282550471302,39.29069191863817,1.0851383445862972,1.08922299916909,-14.536905843403058,False,-5.951253452449526e-05,32.06794125116408,-42.283445862971725,0.670138888888886,14,1,key_level_break,1.0836440525897435,SL,2023-12-05 15:00:00+00:00,-29.24052589743597,-942.1872897703532,60,False
+2023-12-08 13:00:00+00:00,3,EUR_USD,SHORT,1.0744999999999998,1.0781727005175699,1.07246189844729,1.0709764974121503,1.0687483958594404,253972.63,4,OVERLAP,1.5,0.0014854010351398887,23.36443903643461,32.365938266009294,1.078623706131727,1.0836740348300982,-23.018283285023422,False,-0.0003390863620582041,39.03708941312965,-39.337061317270546,0.5401069518716624,13,4,key_level_break,1.0781727005175699,SL,2023-12-08 15:00:00+00:00,-36.727005175700704,-932.7654096496321,120,False
+2023-12-14 08:00:00+00:00,3,EUR_USD,LONG,1.09037,1.0874187629212677,1.0926497112361964,1.0942961853936608,1.0967658966298572,312898.54,4,LONDON,1.5,0.0016464741574643497,56.3721231856423,67.22492802327181,1.0830282375784395,1.0816166279949488,6.233333333331981,False,5.8084921405154345e-05,37.13596369963859,71.51762421560458,0.8313253012048655,8,3,key_level_break,1.0967658966298572,TP3,2023-12-14 14:00:00+00:00,37.61537977914253,1176.979741443922,360,True
+2023-12-14 14:00:00+00:00,3,EUR_USD,LONG,1.0992700000000002,1.0943570937658365,1.1022567187024905,1.1043745311708173,1.1075512498733078,190357.3,4,OVERLAP,1.5,0.002117812468326913,47.54303987789889,80.79765173218544,1.0852825196004579,1.0823063491831744,59.72904526160505,False,0.0004948076981291707,85.83965513885705,137.97480399542206,0.828924162257545,14,3,key_level_break,1.0943570937658365,SL,2023-12-15 12:00:00+00:00,-49.12906234163738,-935.2075658885769,1320,False
+2023-12-19 14:00:00+00:00,3,EUR_USD,LONG,1.0981,1.0955196670583602,1.0998909988249195,1.1012116647081993,1.103192663533119,358812.41,4,OVERLAP,1.5,0.0013206658832797568,50.24775790669262,74.9445914076981,1.09280776912918,1.088114716922915,24.72556684174787,False,0.0005185419265175206,86.28021386969465,51.02230870819957,0.6812749003983546,14,1,key_level_break,1.0955196670583602,SL,2023-12-20 07:00:00+00:00,-25.8033294163984,-925.8554813921803,1020,False
+2024-01-05 08:00:00+00:00,3,EUR_USD,SHORT,1.0905699999999998,1.0931487990704842,1.0891636027885472,1.0880993379809119,1.086502940769459,355435.58,4,LONDON,1.5,0.0010642648076351995,34.59091032224769,27.274381219602972,1.0945263829668728,1.097929840065556,-4.6333333333348214,False,-0.0004293985393635538,7.676273543524246,-37.66382966872816,0.6950672645739785,8,4,key_level_break,1.090468303769342,TP1+TP2+SL,2024-01-05 14:00:00+00:00,15.711629383478256,558.4472102661637,360,True
+2024-01-11 13:00:00+00:00,3,EUR_USD,SHORT,1.0937499999999998,1.0959217546114384,1.091804736165685,1.0903812269428084,1.0882459631084935,424625.05,5,OVERLAP,1.5,0.001423509222876584,34.93759402465449,37.18180746301464,1.0959431720924164,1.0961678793337553,-27.353048768719024,False,-0.0003527806223154105,51.98845421575684,-20.031720924165164,0.6883720930232486,13,3,key_level_break,1.0959217546114384,SL,2024-01-11 14:00:00+00:00,-21.71754611438592,-922.1814104698427,60,False
+2024-01-16 12:00:00+00:00,3,EUR_USD,SHORT,1.0884299999999998,1.089886850516521,1.0867780198790085,1.085550033131681,1.0837080530106897,626666.62,4,LONDON,1.5,0.001227986747327573,57.65665037703465,28.577851691535912,1.093519390461558,1.0953539849150868,-7.413174858306171,False,-0.000378183729389974,21.235524423017143,-48.99390461558184,0.6354166666667654,12,1,key_level_break,1.0884299999999998,TP1+SL,2024-01-16 15:00:00+00:00,6.607920483965302,414.09631949153,180,True
+2024-01-18 13:00:00+00:00,3,EUR_USD,SHORT,1.0850499999999998,1.0888006748398258,1.0831679754805232,1.0817866258008721,1.0797146012813954,244516.15,5,OVERLAP,1.5,0.0013813496796511438,29.48751729272594,35.28382335249846,1.0887096015585833,1.0923920645013716,-24.848092684908174,False,-0.00029334977853992154,19.13528058760514,-34.69601558583335,0.9225092250922345,13,3,key_level_break,1.0888006748398258,SL,2024-01-19 02:00:00+00:00,-37.506748398259404,-917.1005717361056,780,False
+2024-01-23 14:00:00+00:00,3,EUR_USD,SHORT,1.0850699999999998,1.0872932332499483,1.0834003002501549,1.0821605004169248,1.08030080066708,408382.5,4,OVERLAP,1.5,0.0012397998332299954,37.55739954109908,33.0887421259834,1.0886403048817548,1.0904358589294052,-22.06631017926508,False,-0.00041520280116197654,19.255178792798663,-33.80304881754892,0.832031250000107,14,1,key_level_break,1.0849767711188556,TP1+TP2+SL,2024-01-23 20:00:00+00:00,18.503255093967663,755.640557341225,360,True
+2024-01-25 14:00:00+00:00,3,EUR_USD,SHORT,1.08581,1.0886531788760667,1.0840667133717998,1.0827778556196666,1.0808445689914663,321993.79,5,OVERLAP,1.5,0.0012888577521334335,31.473651406480613,35.993827098246555,1.0882070108222983,1.0894056681018127,-20.667712917243897,False,-0.00021166398723432043,27.10681759042684,-22.070108222982388,0.7328244274808675,14,3,key_level_break,1.0834999584858327,TP1+TP2+SL,2024-01-26 08:00:00+00:00,23.72180706246851,763.8274561693003,1080,True
+2024-01-29 14:00:00+00:00,3,EUR_USD,SHORT,1.0805099999999999,1.082022876814865,1.0790413695554049,1.077935615925675,1.0762769854810799,610178.05,4,OVERLAP,1.5,0.0011057536297300406,35.75706055834278,26.8562175703227,1.0846506002820073,1.0874557710701858,-15.937050740759684,False,-0.00029188860205465344,21.841220581960773,-39.50600282007333,0.7119565217390635,14,0,key_level_break,1.082022876814865,SL,2024-01-29 20:00:00+00:00,-15.128768148651162,-923.1242247846077,360,False
+2024-02-07 15:00:00+00:00,3,EUR_USD,SHORT,1.07547,1.077205595574396,1.0740157132768124,1.0729195221280208,1.0712752354048332,526558.72,4,OVERLAP,1.5,0.0010961911487917383,33.13484061699353,46.79628362543124,1.0762653301222374,1.080358383431579,-11.604098670778829,False,-2.3647194835838448e-05,30.994473742701718,-6.053301222372909,0.6157024793388733,15,2,key_level_break,1.077205595574396,SL,2024-02-07 18:00:00+00:00,-17.35595574396065,-913.8929840916567,180,False
+2024-02-08 13:00:00+00:00,3,EUR_USD,SHORT,1.0742099999999999,1.0757463606075945,1.0728509181772168,1.071818196962028,1.0702691151392447,588894.33,4,OVERLAP,1.5,0.0010327212151888185,45.00878485273654,30.848422951058822,1.0768435297533958,1.0797551632779179,-20.38825482394202,False,-0.0004163673144436366,10.477311935666966,-24.4352975339579,0.63414634146342,13,3,key_level_break,1.0757463606075945,SL,2024-02-08 14:00:00+00:00,-15.363606075946556,-904.7540506478476,60,False
+2024-02-16 13:00:00+00:00,3,EUR_USD,SHORT,1.07445,1.0762598606091238,1.0730654181726291,1.072015696954382,1.0704411151270112,494903.59,4,OVERLAP,1.5,0.0010497212182472287,41.0636725705265,41.12453545691178,1.0752779732099031,1.076232624095689,-15.187135786676187,False,-0.00021093462875407688,53.137940942817075,-6.379732099031088,0.551282051282017,13,4,key_level_break,1.0762598606091238,SL,2024-02-16 15:00:00+00:00,-18.098606091239144,-895.7065128550121,120,False
+2024-02-29 14:00:00+00:00,3,EUR_USD,LONG,1.08485,1.0829391046204722,1.0863546861385833,1.0874844768976388,1.0891791630362222,464049.19,5,OVERLAP,1.5,0.0011297907590555364,22.477101288071044,57.266264054802484,1.0835859312176797,1.0821617634822338,7.37566199632278,False,6.392032704485277e-05,44.5198407392547,10.740687823203032,0.6428571428571429,14,3,key_level_break,1.0829391046204722,SL,2024-02-29 15:00:00+00:00,-19.108953795279326,-886.7494530446797,60,False
+2024-03-04 14:00:00+00:00,3,EUR_USD,LONG,1.0861600000000002,1.0843897204347204,1.087480838695839,1.088488064493065,1.089998903188904,495900.18,4,OVERLAP,1.5,0.0010072257972259548,22.419543145879867,62.23385745865326,1.0836038388611215,1.0824692223078967,9.634626459085194,False,1.3396902677880406e-05,54.68220837066436,23.66161138878553,0.6646706586827104,14,0,key_level_break,1.0843897204347204,SL,2024-03-05 07:00:00+00:00,-17.702795652798642,-877.8819550726064,1020,False
+2024-03-06 13:00:00+00:00,3,EUR_USD,LONG,1.0886600000000002,1.0873607433497416,1.0897202699507755,1.0905537832512924,1.0918040532020679,668923.37,4,OVERLAP,1.5,0.000833513300516966,35.684384486249115,68.03904692292228,1.0855822241601019,1.0836859164737227,9.417035909162763,False,0.0002446674134513263,76.01272556425262,28.87775839898188,0.963636363636393,13,2,key_level_break,1.0894929819816066,TP1+TP2+SL,2024-03-06 19:00:00+00:00,13.482176771483,901.8543120916128,360,True
+2024-03-22 08:00:00+00:00,3,EUR_USD,SHORT,1.0809499999999999,1.0828887939872536,1.079468618038239,1.078354363397065,1.0766829814353038,452921.6,4,LONDON,1.5,0.0011142546411740584,64.29981603025854,25.00880142895231,1.086935606506748,1.0884432040858325,-4.900000000001015,False,-0.00035801410596945785,13.343527524130124,-57.9560650674793,0.6197183098591593,8,4,key_level_break,1.0828887939872536,SL,2024-03-22 12:00:00+00:00,-19.387939872537174,-878.1216747773333,240,False
+2024-03-26 14:00:00+00:00,3,EUR_USD,SHORT,1.08391,1.0852057930562764,1.0827746208311713,1.0818910347186188,1.08056565554979,670894.52,5,OVERLAP,1.5,0.0008835861125525031,33.41057164969054,48.93150972321017,1.0840368051749416,1.0861888413561473,-10.258062696182346,False,-3.7145473799126815e-05,34.107728079706995,0.6319482505845464,0.6982248520709943,14,1,key_level_break,1.0827095939207092,TP1+TP2+SL,2024-03-27 19:00:00+00:00,15.018189959420614,1007.5621344094313,1740,True
+2024-03-28 14:00:00+00:00,3,EUR_USD,SHORT,1.0798299999999998,1.0811831311563094,1.0782534636739285,1.077075772789881,1.0753092364638097,649911.93,5,OVERLAP,1.5,0.0011776908840475907,29.729582006613832,44.41599715883897,1.0818116693099553,1.084533057578191,0.5475321533676691,False,-2.319970657198951e-05,80.78998074040875,-17.91669309955335,0.5876777251185293,14,3,key_level_break,1.0784170489889078,TP1+TP2+SL,2024-03-29 10:00:00+00:00,20.14895616694501,1309.5046989944635,1200,True
+2024-04-01 13:00:00+00:00,3,EUR_USD,SHORT,1.0771499999999998,1.078064722842548,1.076180831472356,1.075408052453927,1.074248883926283,975717.55,5,OVERLAP,1.5,0.0007727790184292606,22.976630185326126,35.71282608222948,1.079097744578543,1.0823227473218016,-8.46792464288093,False,-0.00011248181022361899,24.92183235867384,-17.577445785430523,0.7477477477478829,13,0,key_level_break,1.074248883926283,TP3,2024-04-01 14:00:00+00:00,16.64669644230088,1624.247386827553,60,True
+2024-04-09 12:00:00+00:00,3,EUR_USD,LONG,1.0882500000000002,1.0861733360757906,1.0894074917726277,1.0903058196210462,1.0916533113936737,437602.63,5,LONDON,1.5,0.0008983278484184427,22.494897617669217,69.32698434674573,1.0848174752666977,1.0826502761854189,14.877210312889133,False,0.00010086633019044478,77.97671800026045,32.42524733302332,0.8135593220338935,12,1,key_level_break,1.0861733360757906,SL,2024-04-09 14:00:00+00:00,-20.766639242095764,-908.7535948602313,120,False
+2024-04-18 12:00:00+00:00,3,EUR_USD,SHORT,1.0660899999999998,1.0671659181912065,1.0647122454263807,1.0636670757106346,1.0620993211370153,836184.46,4,LONDON,1.5,0.0010451697157461365,35.16821387624848,48.15086393915115,1.065733315453127,1.0700238636340214,-9.568591644451008,False,-0.00024631178763601883,27.377619441209074,5.466845468728998,0.7222222222222098,12,3,key_level_break,1.0660899999999998,TP1+SL,2024-04-18 14:00:00+00:00,5.511018294476422,460.8227856616888,120,True
+2024-05-13 12:00:00+00:00,3,EUR_USD,LONG,1.08,1.0783029043101127,1.0809937870696624,1.0817829784494375,1.0829667655191,532836.36,4,LONDON,1.5,0.0007891913797750369,34.61431885825654,70.52018835327306,1.0772402382202633,1.075102877373105,10.925311301654972,False,0.00023991231188094758,79.33879566754051,25.69761779736668,0.8165137614677124,12,0,key_level_break,1.0783029043101127,SL,2024-05-14 06:00:00+00:00,-16.970956898874068,-904.2742899712946,1080,False
+2024-05-14 13:00:00+00:00,3,EUR_USD,LONG,1.0820800000000002,1.0800641470340824,1.0833647017548957,1.0843478362581598,1.0858225380130555,444095.66,4,OVERLAP,1.5,0.0009831345032638875,20.065056230763965,75.11114850282007,1.0785249921807636,1.076018158798171,21.67034561046277,False,0.00021612429775401463,83.01226405499033,33.65007819236432,0.7227272727272704,13,1,key_level_break,1.0858225380130555,TP3,2024-05-15 12:00:00+00:00,21.69522807833157,963.4756632297191,1380,True
+2024-05-15 14:00:00+00:00,3,EUR_USD,LONG,1.0859400000000001,1.082846861029966,1.087595416910102,1.08882569485017,1.090671111760272,292539.82,5,OVERLAP,1.5,0.001230277940068017,42.01570647337843,65.84238720570022,1.0812407981189842,1.0774819382114107,12.474599770122552,False,0.00018546342477366445,61.70510132774147,45.09201881015778,0.8615384615384168,14,2,key_level_break,1.0874847691237726,TP1+TP2+SL,2024-05-16 06:00:00+00:00,21.253985288632204,621.7637030619113,960,True
+2024-05-17 14:00:00+00:00,3,EUR_USD,LONG,1.08783,1.0861452225364001,1.0890343323907992,1.0899638873179986,1.091358219708798,540774.06,5,OVERLAP,1.5,0.0009295549271995244,38.54660058839066,62.12986024951009,1.0855785302642165,1.0810103048041328,25.644412263183813,False,9.103024985036346e-05,74.34685412626612,20.61469735783472,0.9459459459458945,14,4,key_level_break,1.0861452225364001,SL,2024-05-20 11:00:00+00:00,-16.847774635999624,-911.083949187454,4140,False
+2024-06-03 15:00:00+00:00,3,EUR_USD,LONG,1.08915,1.087308908882793,1.090708273351621,1.0918737889193681,1.093622062270989,489912.26,4,OVERLAP,1.5,0.001165515567747258,30.73443160018227,72.49456854951634,1.0844883110049695,1.0839899418214063,33.95030727298742,False,0.0002916535952707627,89.11967654444327,44.71688995030476,0.9423076923076369,15,0,key_level_break,1.08915,TP1+SL,2024-06-04 07:00:00+00:00,6.233093406483369,305.36688775613663,960,True
+2024-06-05 13:00:00+00:00,3,EUR_USD,LONG,1.0891000000000002,1.0880762437833538,1.0900972686499386,1.090888781083231,1.0920760497331696,884025.67,5,OVERLAP,1.5,0.0007915124332923831,30.216262190977265,59.79323115425132,1.087581425274684,1.0856328417935024,10.793357526432956,False,6.16202594596181e-05,77.56965230945588,13.285747253160007,0.5099999999999534,13,2,key_level_break,1.0880762437833538,SL,2024-06-05 14:00:00+00:00,-10.237562166464098,-905.0267753375076,60,False
+2024-06-11 11:00:00+00:00,3,EUR_USD,SHORT,1.0726999999999998,1.0739038509112149,1.0713364472663551,1.0703007454439253,1.0687471927102807,744258.7,4,LONDON,1.5,0.001035701822429811,36.96954863575144,28.33764706423983,1.0779283808714872,1.0828330135063864,-15.266279813506145,False,-0.0001785263979233358,18.240871538971337,-50.38380871487335,0.6853932584270069,11,1,key_level_break,1.0739038509112149,SL,2024-06-11 17:00:00+00:00,-12.038509112151095,-895.9765141747729,360,False
+2024-06-13 15:00:00+00:00,3,EUR_USD,SHORT,1.07534,1.0775357511343364,1.0733441751684194,1.0718869586140325,1.0697011337824518,403969.62,4,OVERLAP,1.5,0.001457216554387071,22.851738552108472,32.18937847272848,1.078802130227865,1.080922494147919,-34.22410506680462,False,-0.0006756347696581717,12.690082506064085,-32.72130227864878,0.851851851851717,15,3,key_level_break,1.0697011337824518,TP3,2024-06-14 08:00:00+00:00,33.07319730528846,1336.0566947602404,1020,True
+2024-06-14 13:00:00+00:00,3,EUR_USD,SHORT,1.06673,1.0680833422913227,1.0648499731260324,1.063469955210054,1.0613999283360864,665299.03,4,OVERLAP,1.5,0.0013800179159784206,64.83367756753233,19.7237023334515,1.074675987852603,1.0791880167014574,-19.46941200582586,False,-0.00037084443024587533,29.276726142100845,-77.55987852603008,0.8178137651821593,13,4,key_level_break,1.0680833422913227,SL,2024-06-14 14:00:00+00:00,-13.533422913227788,-900.3773136750223,60,False
+2024-06-20 08:00:00+00:00,3,EUR_USD,SHORT,1.0714799999999998,1.0728722904131116,1.070673128760665,1.0700085479344417,1.0690116766951065,640220.98,4,LONDON,1.5,0.0006645808262233201,37.000167254175906,27.281741253791182,1.073727037748574,1.075535521565052,-1.2666666666683035,False,-0.00031827963115769044,9.767304230494931,-20.5703774857402,0.6583333333334629,8,3,key_level_break,1.0728722904131116,SL,2024-06-20 10:00:00+00:00,-13.922904131118408,-891.3735327270675,120,False
+2024-06-20 11:00:00+00:00,3,EUR_USD,SHORT,1.0712799999999998,1.0729413527833842,1.0702659416498472,1.069463236083079,1.0682591777329262,531169.42,4,LONDON,1.5,0.0008027055667684368,42.5038003717154,33.08837379529554,1.0735617865231473,1.07543920185095,-6.7135359377124,False,-0.0002943627837990398,37.2250334246598,-20.91786523147343,0.7253886010363094,11,3,key_level_break,1.0729413527833842,SL,2024-06-20 12:00:00+00:00,-16.613527833844177,-882.4597943656869,60,False
+2024-06-21 13:00:00+00:00,3,EUR_USD,SHORT,1.0680399999999999,1.0694662774892096,1.066471167532371,1.0652986125539516,1.0635397800863227,612528.22,4,OVERLAP,1.5,0.0011725549784193513,46.263054314318396,38.214491299160166,1.071403967566334,1.0742890167538452,-5.811258938912545,False,-0.00012859251605108497,52.39993394755226,-31.73967566334035,0.6262626262625504,13,4,key_level_break,1.0694662774892096,SL,2024-06-21 14:00:00+00:00,-14.262774892097596,-873.6352116917233,60,False
+2024-06-25 11:00:00+00:00,3,EUR_USD,SHORT,1.0707399999999998,1.0726332627375943,1.0697073546443603,1.0688922577406006,1.067669612384961,456829.81,5,LONDON,1.5,0.0008150969037597224,34.21285260027022,36.71516413968345,1.0721929021375376,1.0733827238233042,-14.582674472620738,False,-0.00035371688068326065,9.54937425527366,-12.629021375376581,0.9205298013245656,11,1,key_level_break,1.0707399999999998,TP1+SL,2024-06-25 15:00:00+00:00,4.130581422558066,188.6972726456731,240,True
+2024-06-26 12:00:00+00:00,3,EUR_USD,SHORT,1.06751,1.068852370940387,1.0663428871788387,1.0654381452980646,1.064081032476903,645712.6,4,LONDON,1.5,0.000904741880774251,46.33567804473014,29.002639646013264,1.0709283013180328,1.0727120544540316,-11.354451786020903,False,-0.00023210442108602934,27.922998986827025,-32.28301318032756,0.9827586206896683,12,2,key_level_break,1.068852370940387,SL,2024-06-26 14:00:00+00:00,-13.423709403870276,-866.7858300817526,120,False
+2024-07-02 13:00:00+00:00,3,EUR_USD,LONG,1.0743800000000001,1.0729337417666205,1.0756737747001388,1.0766629578335647,1.0781467325337037,593336.62,5,OVERLAP,1.5,0.0009891831334259216,33.25301959914495,58.014543593018026,1.0728530290401894,1.072259239947604,15.37310005376602,False,6.13969663471944e-05,85.1952900470173,13.369709598105572,0.6035502958580115,13,1,key_level_break,1.0729337417666205,SL,2024-07-02 14:00:00+00:00,-14.462582333796268,-858.117971840639,60,False
+2024-07-03 12:00:00+00:00,3,EUR_USD,LONG,1.0776400000000002,1.0758639994717443,1.0787880015847666,1.0796800026412776,1.081018004226044,478342.64,5,LONDON,1.5,0.0008920010565110013,31.852839271038512,71.69263308095712,1.0741093635194199,1.0727803535526552,12.828645800939675,False,0.00021347504121245627,76.82210702712938,33.40636480580139,0.7222222222222064,12,2,key_level_break,1.081018004226044,TP3,2024-07-03 14:00:00+00:00,19.508025356263392,933.1520350101972,120,True
+2024-07-12 14:00:00+00:00,3,EUR_USD,LONG,1.09111,1.0888894188127312,1.092403743561807,1.0933929059363452,1.0948766494981523,386776.36,4,OVERLAP,1.5,0.0009891623745381288,36.90746725253885,76.65804243429267,1.086171785404041,1.0818214452981145,17.918578255422535,False,0.00022530912924105615,93.64429157111807,47.48214595958977,0.7777777777776864,14,4,key_level_break,1.0888894188127312,SL,2024-07-14 21:00:00+00:00,-22.205811872688663,-858.8683086963305,3300,False
+2024-07-19 14:00:00+00:00,3,EUR_USD,LONG,1.08915,1.087812906539267,1.090176280382199,1.0909871339703319,1.0922034143525308,635916.37,4,OVERLAP,1.5,0.0008108535881327357,44.50907686174744,44.76071542410466,1.0902502592655716,1.0880052866120058,4.508436878740696,False,0.00012152025465317893,56.18452519325223,-12.902592655716916,0.7592592592591145,14,4,key_level_break,1.087812906539267,SL,2024-07-19 18:00:00+00:00,-13.37093460733074,-850.2796199001141,240,False
+2024-08-13 13:00:00+00:00,3,EUR_USD,LONG,1.0960500000000002,1.0937887364836825,1.0973112905489528,1.0982788175815879,1.0997301081305406,372259.5,4,OVERLAP,1.5,0.0009675270326351168,31.591764640514743,70.22207544240426,1.0928278817742874,1.0908817377829039,23.819628380215008,False,0.0001297417736696932,84.62836303848407,30.32118225712699,0.7242798353909601,13,1,key_level_break,1.0997301081305406,TP3,2024-08-13 18:00:00+00:00,21.32064878324202,793.6814055725284,300,True
+2024-09-03 08:00:00+00:00,3,EUR_USD,SHORT,1.10466,1.1056439804929161,1.1036180585212516,1.102796764202086,1.1015648227233374,863547.24,4,LONDON,1.5,0.0008212943191656641,36.96501902111845,36.79498612359122,1.1067614305408051,1.1090827921551842,-3.4999999999985043,False,-0.000159519798659207,29.110944624522983,-19.114305408050036,0.615384615384411,8,1,key_level_break,1.10466,TP1+SL,2024-09-03 12:00:00+00:00,4.16776591499346,359.9062752858677,240,True
+2024-09-03 14:00:00+00:00,3,EUR_USD,SHORT,1.1040199999999998,1.1058109518633064,1.102477144410081,1.1013219073501348,1.0995890517602158,476457.64,4,OVERLAP,1.5,0.0011552370599460398,33.75084789036294,41.489492414011146,1.1062609380616224,1.1088095944122027,-6.10428661593998,False,-9.8224420938195e-05,57.893344472291346,-20.50938061622487,0.6031249999999787,14,1,key_level_break,1.1058109518633064,SL,2024-09-04 05:00:00+00:00,-17.909518633065776,-853.3126981446547,900,False
+2024-09-05 14:00:00+00:00,3,EUR_USD,SHORT,1.1077599999999999,1.110315844346917,1.106049966959249,1.104783278265415,1.102883245224664,330528.57,4,OVERLAP,1.5,0.0012666886938340225,48.2745075600312,48.68319629159319,1.107459657641893,1.1081122416151277,-16.423076271581127,False,-4.480650232191962e-05,28.692288988086506,4.903423581070765,0.8811188811189506,14,3,key_level_break,1.110315844346917,SL,2024-09-05 16:00:00+00:00,-25.558443469171355,-844.7795771291047,120,False
+2024-09-24 08:00:00+00:00,3,EUR_USD,LONG,1.1142,1.1127779239139126,1.1156790854011187,1.1167918090018645,1.1184608944029832,588106.21,4,LONDON,1.5,0.0011127236007458191,27.747892856597502,62.02206725071208,1.1129946874233538,1.1118359599343228,2.9999999999996696,False,0.0003928699881306767,81.00668426755118,10.153125766461102,0.6989247311827289,8,1,key_level_break,1.1127779239139126,SL,2024-09-24 10:00:00+00:00,-14.220760860874648,-836.3317773205326,120,False
+2024-09-24 12:00:00+00:00,3,EUR_USD,LONG,1.11427,1.112743066186473,1.115853658583438,1.1170360976390632,1.1188097562225012,542242.54,5,LONDON,1.5,0.0011824390556253055,27.851432296301155,60.15916163368924,1.1130459474763335,1.1118947243663042,5.228766935740925,False,0.00039538317335601153,59.840804377455505,10.340525236665066,0.6329787234042333,12,1,key_level_break,1.1188097562225012,TP3,2024-09-24 22:00:00+00:00,26.478537335006266,1435.778934001863,600,True
+2024-09-27 12:00:00+00:00,3,EUR_USD,LONG,1.12016,1.1173138153780366,1.1224425538658902,1.124090923109817,1.1265634769757071,295949.27,5,LONDON,1.5,0.0016483692439268234,30.996054068899717,65.81108903590057,1.1160620766808589,1.1141605402164692,35.42466391248,False,0.00015734057438918442,84.74463141798911,39.07923319141027,0.7831578947368254,12,4,key_level_break,1.1173138153780366,SL,2024-09-27 14:00:00+00:00,-28.46184621963399,-842.326261155294,120,False
+2024-10-01 12:00:00+00:00,3,EUR_USD,SHORT,1.10692,1.1090058285089328,1.1048545144732016,1.103350857455336,1.1010953719285375,399794.61,4,LONDON,1.5,0.0015036570178656322,51.179785182587175,21.10671885144228,1.1140899778948332,1.114381464085704,-17.12137111130163,False,-0.0005815722590452243,5.777173424170208,-69.79977894833178,0.728260869565136,12,1,key_level_break,1.10692,TP1+SL,2024-10-01 18:00:00+00:00,8.26194210719322,330.3079922587892,360,True
+2024-10-02 14:00:00+00:00,3,EUR_USD,SHORT,1.1034199999999998,1.1060021326371574,1.1015136020885286,1.100116003480881,1.0980196055694096,324230.47,5,OVERLAP,1.5,0.0013975986076476131,29.364459209688274,28.62345475368093,1.1091263622277636,1.1125761327539545,-24.420587451632336,False,-1.4003660779242366e-05,7.875927754502709,-55.16362227763638,0.7142857142857445,14,2,key_level_break,1.1034199999999998,TP1+SL,2024-10-03 17:00:00+00:00,7.625591645885167,247.2449163373421,1620,True
+2024-10-31 12:00:00+00:00,3,EUR_USD,LONG,1.0881600000000002,1.0867892700012216,1.0896341899963353,1.0907436499938923,1.0924078399902277,612577.62,5,LONDON,1.5,0.0011094599975568819,31.132104808112743,70.6274313634631,1.0841814494950865,1.0832913279500007,11.71731671226306,False,0.0001101251993675654,74.74856358366755,37.88550504913557,0.5066079295155107,12,3,key_level_break,1.0867892700012216,SL,2024-10-31 13:00:00+00:00,-13.707299987786303,-839.6785203144162,60,False
+2024-11-05 14:00:00+00:00,3,EUR_USD,LONG,1.0908000000000002,1.0894581273733397,1.091935617879981,1.0928193631333016,1.0941449810132824,619493.77,4,OVERLAP,1.5,0.0008837452533205854,47.54359814822678,65.75200360353546,1.0882434396606908,1.0857505505729197,10.134064975322321,False,0.0002158544888880356,56.26521525428137,23.66560339309265,0.7165775401070008,14,1,key_level_break,1.0894581273733397,SL,2024-11-05 15:00:00+00:00,-13.41872626660523,-831.28173234973,60,False
+2024-11-08 13:00:00+00:00,3,EUR_USD,SHORT,1.0750799999999998,1.0771390082433587,1.072800975269923,1.0711549587832052,1.0686859340531283,399691.9,4,OVERLAP,1.5,0.0016460164867179345,32.32719681749233,36.68283079109958,1.0782547261543052,1.0817958126335983,-20.54470594031299,False,-0.00036157162170962897,35.395292228811165,-29.847261543052284,0.6832740213523154,13,4,key_level_break,1.0686859340531283,TP3,2024-11-08 17:00:00+00:00,37.60439568122864,1503.0172358182072,240,True
+2024-11-20 14:00:00+00:00,3,EUR_USD,SHORT,1.0522999999999998,1.0562468806159637,1.050149358152109,1.0485889302535152,1.0462482884056243,212319.34,4,OVERLAP,1.5,0.0015604278985938836,42.864729665231636,26.80605696613479,1.0573308692949652,1.0614875982809693,-28.672969327536713,False,-0.0005938630241525423,34.53351049952474,-48.408692949652995,0.9186046511628357,14,2,key_level_break,1.0462482884056243,TP3,2024-11-22 05:00:00+00:00,35.55026956625218,754.8009771128749,2340,True
+2024-12-02 14:00:00+00:00,3,EUR_USD,SHORT,1.0471799999999998,1.0508668897648588,1.0444943307054242,1.0425772178423736,1.0397015485477978,229338.86,5,OVERLAP,1.5,0.001917112863050536,43.84738177264207,28.924828866559622,1.0536494888325325,1.0537447765691423,-31.976699991342894,False,-0.0003756416891027223,13.390042778338474,-62.79488832532598,0.7565011820331264,14,0,key_level_break,1.0508668897648588,SL,2024-12-02 20:00:00+00:00,-36.8688976485898,-845.5470956184266,360,False
+2024-12-11 14:00:00+00:00,3,EUR_USD,SHORT,1.04988,1.0536567425131107,1.0476610224606675,1.0460550374344457,1.0436460598951132,221643.82,5,OVERLAP,1.5,0.0016059850262217226,33.198656352533916,41.761747099731174,1.0529334846283143,1.0537612620973293,-6.823745181645524,False,-9.201944219720771e-06,50.813660374304355,-28.634846283142057,0.6581196581196862,14,2,key_level_break,1.04988,TP1+SL,2024-12-12 14:00:00+00:00,8.87591015732969,196.7290633247354,1440,True
+2024-12-12 15:00:00+00:00,3,EUR_USD,SHORT,1.0470899999999999,1.050462336781179,1.044332989656463,1.0423683160941049,1.039421305750568,248806.38,5,OVERLAP,1.5,0.001964673562358017,21.8287184263057,39.7101437742813,1.0510837889238636,1.0529280967079988,-23.209398064072406,False,-0.00013937715559266748,48.58120584892211,-38.037889238635714,0.8164335664335656,15,3,key_level_break,1.050462336781179,SL,2024-12-12 16:00:00+00:00,-33.72336781179097,-839.0589066660233,60,False
+2024-12-16 14:00:00+00:00,3,EUR_USD,SHORT,1.0480599999999998,1.0504453207367235,1.0460240377898293,1.0445400629830488,1.042314100772878,348241.78,4,OVERLAP,1.5,0.0014839748067804546,24.749333263348582,42.11478606955735,1.049845770026047,1.0515439706594223,-19.225635351554082,False,-0.00031011384566767726,35.211118494477205,-15.957700260471608,0.7440476190476627,14,0,key_level_break,1.0504453207367235,SL,2024-12-16 15:00:00+00:00,-23.85320736723706,-830.6683392275748,60,False
+2024-12-17 08:00:00+00:00,3,EUR_USD,SHORT,1.0487199999999999,1.0503229639688938,1.047051108093318,1.0458118468221969,1.0439529549155149,513025.66,4,LONDON,1.5,0.001239261271121273,26.448874231094045,39.823690178909764,1.0504049799438182,1.051454772479179,-2.4000000000001798,False,-0.0002969254427959392,13.577472784934107,-14.949799438181977,0.546052631578885,8,1,key_level_break,1.0503229639688938,SL,2024-12-17 13:00:00+00:00,-16.029639688939223,-822.3616480980239,300,False
+2024-12-18 15:00:00+00:00,3,EUR_USD,SHORT,1.0471899999999998,1.0489609408151905,1.045521463268714,1.04428243878119,1.042423902049904,459720.63,5,OVERLAP,1.5,0.0012390244875240253,26.20043612461122,34.51624881428155,1.0497949877449912,1.0509551853548738,-17.08834653459279,False,-0.00016372429765449856,40.953499699166535,-24.149877449912704,0.7874564459929653,15,2,key_level_break,1.0489609408151905,SL,2024-12-18 18:00:00+00:00,-17.70940815190691,-814.1380272521782,180,False
+2024-12-30 13:00:00+00:00,3,EUR_USD,SHORT,1.03859,1.041563589986722,1.0365320871826913,1.0350334786378186,1.0327855658205098,271051.71,5,OVERLAP,1.5,0.0014986085448725536,23.795645827992168,34.37188618451981,1.0421000284699307,1.0427097814407065,-40.61128620086007,False,-0.00016302253717151248,58.50269784641326,-33.200284699306245,0.925037481259378,13,0,key_level_break,1.041563589986722,SL,2024-12-31 08:00:00+00:00,-29.73589986722036,-805.9966507398852,1140,False
diff --git a/results/s3_expansion/trades_S3_GBP_AUD_2025.csv b/results/s3_expansion/trades_S3_GBP_AUD_2025.csv
new file mode 100644
index 0000000..cc83d74
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_AUD_2025.csv
@@ -0,0 +1,46 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2025-01-06 12:00:00+00:00,3,GBP_AUD,SHORT,1.99297,1.9959432939232187,1.989290118230344,1.9866768637172398,1.9827569819475839,341507.32,4,LONDON,2.0,0.002613254513104022,21.670534089269644,38.71621505059603,1.9992732315407657,2.0059748902761636,-30.9640421590629,False,-0.00021817562411765743,14.732883250914247,-60.63231540765823,0.546835443037999,12,0,key_level_break,1.9959432939232187,SL,2025-01-06 14:00:00+00:00,-29.732939232187668,-1015.401639290727,120,False
+2025-01-07 12:00:00+00:00,3,GBP_AUD,SHORT,1.99579,1.9986464917946394,1.992344524616082,1.9898875410268035,1.9862020656428856,351916.86,4,LONDON,2.0,0.002456983589278605,49.6748597192429,36.73617252031129,2.0003277963277064,2.0049720843311465,-20.695466865887635,False,-0.000842180325559572,13.90830509158276,-42.977963277064376,0.665254237288189,12,1,key_level_break,1.9986464917946394,SL,2025-01-07 13:00:00+00:00,-28.564917946394264,-1005.2476229852717,60,False
+2025-01-08 11:00:00+00:00,3,GBP_AUD,SHORT,1.99473,1.9994244049468555,1.9900427851594338,1.9867579752657232,1.981830760425157,211996.01,5,LONDON,2.0,0.0032848098937107305,29.4348639085419,35.04713315095394,2.001215144472383,2.0043199403870746,-38.38794372574616,False,-0.0006415187438756757,51.989254438067796,-62.45144472383224,0.6051829268292718,11,2,key_level_break,1.993040680594397,TP1+TP2+SL,2025-01-09 01:00:00+00:00,54.015597110577126,1145.109106520988,840,True
+2025-01-17 14:00:00+00:00,3,GBP_AUD,SHORT,1.9643,1.9736386983319052,1.9595189050042843,1.956171508340474,1.9511504133447584,107792.99,5,OVERLAP,2.0,0.003347396663810392,23.16508935626182,44.19559261530228,1.968009865066883,1.978105254509585,-24.25285587646986,False,-4.3785071830834665e-05,67.62198624356367,-34.6986506688296,0.7610062893081725,14,4,key_level_break,1.9643,TP1+SL,2025-01-20 15:00:00+00:00,19.12437998286265,206.1474100248914,4380,True
+2025-02-20 14:00:00+00:00,3,GBP_AUD,SHORT,1.97573,1.9798577085013995,1.9720918744958011,1.969506457493002,1.965628331988803,244374.74,4,OVERLAP,2.0,0.002585417002799256,35.14776295178726,35.58033927356729,1.9813342770435263,1.9825958643429547,-16.39613303914489,False,-0.0002970444312083043,39.492377523288816,-53.64277043526266,0.5211267605633627,14,3,key_level_break,1.9798577085013995,SL,2025-02-20 22:00:00+00:00,-41.2770850139954,-1008.7076918253024,480,False
+2025-02-25 13:00:00+00:00,3,GBP_AUD,LONG,1.99678,1.9942044933721284,1.9997165198836147,2.0018341998060243,2.005010719689639,387737.55,4,OVERLAP,2.0,0.002117679922409728,43.90375785785409,70.68280476354296,1.9879433631225045,1.9843127727056564,28.653915227725424,False,0.0006100299903653065,88.306447529516,85.96636877495456,0.5436507936507737,13,1,key_level_break,1.9979029805419668,TP1+TP2+SL,2025-02-25 16:00:00+00:00,34.20883984248934,1326.4051748869203,180,True
+2025-04-02 14:00:00+00:00,3,GBP_AUD,LONG,2.0573599999999996,2.0519592017327697,2.061482394801689,2.0643906580028153,2.0687530528045044,187358.35,5,OVERLAP,2.0,0.002908263201126104,40.23122492071167,54.6051740300142,2.0575992987898957,2.0560280312339985,43.71761358718196,False,0.0008285260517843728,71.97315295002825,-4.792987898958323,0.8710317460317749,14,2,key_level_break,2.0573599999999996,TP1+SL,2025-04-02 20:00:00+00:00,16.4895792067572,308.9460352372338,360,True
+2025-04-24 14:00:00+00:00,3,GBP_AUD,SHORT,2.07988,2.084520341106632,2.0737109766801036,2.0694382944668392,2.063029271146943,218728.35,5,OVERLAP,2.0,0.004272682213264251,27.80953335745621,44.568866374431785,2.0834714362206723,2.0846324094292217,-38.591713830040675,False,-0.00045858891881665287,25.562609927238856,-33.51436220672355,0.892008639308908,14,3,key_level_break,2.07988,TP1+SL,2025-04-25 07:00:00+00:00,24.676093279586198,539.7361167489978,1020,True
+2025-04-29 13:00:00+00:00,3,GBP_AUD,LONG,2.09714,2.0898235421656626,2.101785373503012,2.1050422891716862,2.109927662674698,139462.5,5,OVERLAP,2.0,0.003256915668674464,23.258440508998802,69.01228212417004,2.0871419452752398,2.0849162343189436,55.390776153254606,False,0.0003701341059064204,81.70426407551854,97.58054724760434,0.8712715855573625,13,1,key_level_break,2.09714,TP1+SL,2025-04-29 15:00:00+00:00,18.58149401204834,259.14216086552915,120,True
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diff --git a/results/s3_expansion/trades_S3_GBP_AUD_IS.csv b/results/s3_expansion/trades_S3_GBP_AUD_IS.csv
new file mode 100644
index 0000000..24aa6a8
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_AUD_IS.csv
@@ -0,0 +1,96 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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diff --git a/results/s3_expansion/trades_S3_GBP_AUD_OOS.csv b/results/s3_expansion/trades_S3_GBP_AUD_OOS.csv
new file mode 100644
index 0000000..cf41be2
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_AUD_OOS.csv
@@ -0,0 +1,27 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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+2023-08-29 14:00:00+00:00,3,GBP_AUD,SHORT,1.95394,1.962593623805508,1.9495241285834757,1.9464202143057927,1.9417643428892684,114174.62,5,OVERLAP,2.0,0.0031039142776829,32.50506753505237,39.29313265350625,1.9607176814599916,1.9663344950682673,-41.188975816739415,False,-7.358451447116643e-05,62.015582522558354,-65.37681459991562,0.7838785046728852,14,1,key_level_break,1.95394,TP1+SL,2023-08-30 01:00:00+00:00,17.66348566609732,201.67217638021086,660,True
+2023-08-31 12:00:00+00:00,3,GBP_AUD,SHORT,1.95322,1.9581423461259297,1.9493579616222105,1.946623269370351,1.9425212309925615,201131.92,4,LONDON,2.0,0.0027346922518596346,20.93825122639483,35.09604906625535,1.9588997930554568,1.9630423797545633,-53.10505443167024,False,-0.0008602203494376388,15.992527999363835,-54.39793055456832,0.8945518453427176,12,3,key_level_break,1.9581423461259297,SL,2023-08-31 13:00:00+00:00,-49.223461259297885,-990.0409272128202,60,False
diff --git a/results/s3_expansion/trades_S3_GBP_AUD_test.csv b/results/s3_expansion/trades_S3_GBP_AUD_test.csv
new file mode 100644
index 0000000..4b955ab
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_AUD_test.csv
@@ -0,0 +1,61 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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+2024-11-18 15:00:00+00:00,3,GBP_AUD,SHORT,1.94893,1.9512497745235822,1.9455156764292536,1.9430794607154225,1.939425137144676,438440.26,4,OVERLAP,2.0,0.0024362157138309993,32.596787081923225,32.73850166065286,1.9553333801831168,1.957129062076575,-44.350749710717615,False,-0.00014030541655640468,6.940295322635879,-61.63380183116684,0.745454545454499,15,0,key_level_break,1.9434492335291649,TP1+TP2+SL,2024-11-20 03:00:00+00:00,48.02098436296642,2105.4332869554933,2160,True
+2024-12-02 13:00:00+00:00,3,GBP_AUD,LONG,1.96059,1.95391244217905,1.9644254007355775,1.9671423345592958,1.9712177352948732,155466.55,4,OVERLAP,2.0,0.0027169338237182762,34.758348505680516,65.79383062821476,1.9519788486884508,1.9467879489916953,41.28529069907349,False,0.0005784133331536807,77.95199397112614,83.71151311549195,0.9926335174953886,13,0,key_level_break,1.95391244217905,SL,2024-12-02 20:00:00+00:00,-66.7755782095014,-1038.1368768486361,420,False
diff --git a/results/s3_expansion/trades_S3_GBP_JPY_2025.csv b/results/s3_expansion/trades_S3_GBP_JPY_2025.csv
new file mode 100644
index 0000000..f33f633
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_JPY_2025.csv
@@ -0,0 +1,36 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2025-01-02 13:00:00+00:00,3,GBP_JPY,SHORT,194.497,194.98438307256333,193.84185078231008,193.38575130385013,192.70160208616022,1979.34,5,OVERLAP,2.5,0.4560994784599478,53.23697312740748,25.584911052554403,196.64761627313277,196.71736396264131,-91.60168368109396,False,-0.21127471707582773,15.097389036726605,-212.16162731327586,0.7547169811320885,13,3,key_level_break,194.98438307256333,SL,2025-01-02 16:00:00+00:00,-48.73830725633184,-964.6968108474786,180,False
+2025-01-10 14:00:00+00:00,3,GBP_JPY,SHORT,193.326,193.7494785203664,192.6760644389007,192.22344073150117,191.5445051704019,2255.25,5,OVERLAP,2.5,0.45262370739952645,38.95561719942836,33.86544229081126,194.82731880126565,195.86690709305736,-65.81650341895511,False,-0.04922672962035998,40.5053411064868,-147.23188012656578,0.7123115577889354,14,4,key_level_break,191.5445051704019,TP3,2025-01-13 03:00:00+00:00,105.7296897758863,2384.468828670676,3660,True
+2025-01-15 14:00:00+00:00,3,GBP_JPY,SHORT,191.684,192.5355808996434,191.05640015821268,190.61866693035446,189.96206708856715,1149.5,5,OVERLAP,2.5,0.4377332278582107,39.08655852417394,42.44381925580649,192.305609092027,193.93147797889625,-15.601164374157861,False,-0.05266014396619048,57.517099250059495,-59.26090920270042,0.8589562764457412,14,2,key_level_break,189.96206708856715,TP3,2025-01-16 02:00:00+00:00,102.15597468597082,1174.2829290152347,720,True
+2025-01-16 13:00:00+00:00,3,GBP_JPY,SHORT,190.121,190.48273843390464,189.53398469828616,189.12330783047693,188.50729252876312,2738.55,5,OVERLAP,2.5,0.4106768678092243,35.357876072374715,37.267574188200975,191.32080681058747,193.27965894755692,-5.978630270192298,False,-0.005761267357707378,47.62532981530526,-117.08068105874645,0.5643340857787656,13,3,key_level_break,190.48273843390464,SL,2025-01-16 14:00:00+00:00,-36.17384339046339,-990.6387881695352,60,False
+2025-01-24 14:00:00+00:00,3,GBP_JPY,LONG,194.435,193.7414257343567,195.09772279692987,195.55887132821647,196.25059412514634,1414.02,4,OVERLAP,2.5,0.4611485312865839,35.210979018501284,71.5768836064153,192.83189299725,192.3137179355624,78.83496325360397,False,0.16366671314045877,93.07563527837654,157.41070027499973,0.6077057793345177,14,4,key_level_break,193.7414257343567,SL,2025-01-27 00:00:00+00:00,-69.35742656432922,-980.727883104928,3480,False
+2025-02-05 15:00:00+00:00,3,GBP_JPY,SHORT,190.40800000000002,191.365121240855,189.756636277435,189.30306046239167,188.62269673982667,1014.42,5,OVERLAP,2.5,0.45357581504334,37.0766631656943,28.591132666787416,191.87502906266835,192.2470668376155,-83.71675860483379,False,-0.057439498137697775,29.003530032027246,-143.80290626683347,0.815648445873528,15,2,key_level_break,188.62269673982667,TP3,2025-02-06 12:00:00+00:00,105.95819561040116,1074.8611279110314,1260,True
+2025-02-21 14:00:00+00:00,3,GBP_JPY,SHORT,189.529,190.03210189281828,188.96719432154512,188.57332386924188,187.98251819078698,1951.24,4,OVERLAP,2.5,0.393870452303251,25.37110924847192,41.66245176977919,190.13341884916542,190.63185283680852,-62.080102935590276,False,-0.04347769886035274,30.296925529481314,-57.54188491654304,0.8506329113924099,14,4,key_level_break,188.95046974789906,TP1+TP2+SL,2025-02-23 23:00:00+00:00,72.26987741053847,1410.1587559853908,3420,True
+2025-03-12 12:00:00+00:00,3,GBP_JPY,LONG,193.04,192.30577528273506,193.70000748512817,194.15934580854696,194.84835329367513,1356.23,4,LONDON,2.5,0.45933832341878533,44.8237062015922,75.68273202405237,191.09851162254492,190.53276109434807,61.19302513729963,False,0.09335510950043424,86.70092908715687,191.24883774550767,0.6380208333333446,12,2,key_level_break,192.30577528273506,SL,2025-03-12 13:00:00+00:00,-73.42247172649365,-995.7775882962248,60,False
+2025-03-17 12:00:00+00:00,3,GBP_JPY,LONG,193.069,192.49210171162414,193.60069486512756,193.97449144187928,194.53518630700685,1708.82,5,LONDON,2.5,0.3737965767517135,20.702241997285892,66.16853350006848,192.18451043243147,191.33195391746656,35.24717288279646,False,0.031617572507774305,59.971167102327364,85.54895675685259,0.6022443890274422,12,0,key_level_break,194.53518630700685,TP3,2025-03-18 07:00:00+00:00,86.81117842041202,1483.4467790836848,1140,True
+2025-04-01 11:00:00+00:00,3,GBP_JPY,SHORT,192.294,192.82981145377798,191.699190638666,191.28331773111,190.65950836977598,1867.54,4,LONDON,2.5,0.4158729075560048,21.238453476934822,32.06595400189933,193.64223469017827,193.75382938222035,-70.84659242934492,False,-0.0958450162681939,20.394408011251898,-131.92346901782628,0.8409090909091119,11,1,key_level_break,192.82981145377798,SL,2025-04-01 13:00:00+00:00,-53.5811453777967,-1000.6493223885045,120,False
+2025-04-03 12:00:00+00:00,3,GBP_JPY,SHORT,191.928,192.64626960621501,191.07452451468836,190.48620752448062,189.60373203916902,1379.21,4,LONDON,2.5,0.5883169902077462,31.64199341633001,35.125989686055135,193.26838281307124,193.57390896517083,-83.48143394310057,False,-0.08721327615007979,14.818278035185685,-131.13828130712477,0.5105140186916058,12,3,key_level_break,189.60373203916902,TP3,2025-04-04 10:00:00+00:00,138.29607764986005,1907.393332554635,1320,True
+2025-04-08 14:00:00+00:00,3,GBP_JPY,SHORT,187.91,188.63083883373105,186.91760849880683,186.2366808313447,185.21528933015153,1400.75,4,OVERLAP,2.5,0.6809276674621171,28.930013206360904,47.46077070596699,188.62995989716217,191.10662056541338,10.755495988894381,False,-0.0023966979134897037,62.02546554790512,-69.09598971621733,0.5141987829614707,14,1,key_level_break,186.95191160126862,TP1+TP2+SL,2025-04-09 01:00:00+00:00,125.79019476856617,1762.0061532206905,660,True
+2025-05-13 12:00:00+00:00,3,GBP_JPY,LONG,196.01,195.6190644549294,196.40180663521178,196.68234439201962,197.1031510272314,2627.9,4,LONDON,2.5,0.28053775680785176,38.807915943812134,69.6859185053641,194.64227274492103,192.7793750609354,36.11116818764515,False,0.016342516742202773,88.18678049574855,133.87272550789646,0.608108108108083,12,1,key_level_break,195.6190644549294,SL,2025-05-13 13:00:00+00:00,-39.09355450705903,-1027.3395188910042,60,False
+2025-05-13 14:00:00+00:00,3,GBP_JPY,LONG,196.058,195.60318567797484,196.49744296607545,196.80973827679244,197.2781812428679,2236.22,4,OVERLAP,2.5,0.3122953107169743,40.05359194386566,65.34169001065715,194.73251321051725,192.8394371869039,33.840990569945006,False,0.025155391240539393,72.32001479764033,129.6486789482742,0.8932238193018623,14,1,key_level_break,195.60318567797484,SL,2025-05-14 04:00:00+00:00,-45.48143220251575,-1017.0648831990976,840,False
+2025-05-20 14:00:00+00:00,3,GBP_JPY,SHORT,193.229,193.60457105757715,192.8329118272686,192.54951971211432,192.12443153938293,2680.97,4,OVERLAP,2.5,0.2833921151542737,23.184969277480825,46.27056158522468,193.4905849278543,193.51749423374523,0.1945930788252781,False,-0.008528704790559546,57.00972555289216,-23.25849278542762,0.7781818181817971,14,1,key_level_break,193.60457105757715,SL,2025-05-20 16:00:00+00:00,-37.557105757713316,-1006.8947382325666,120,False
+2025-05-23 13:00:00+00:00,3,GBP_JPY,SHORT,192.46800000000002,192.85036911612343,191.93339265162982,191.55765441938303,190.99404707101286,2606.97,4,OVERLAP,2.5,0.37573823224678926,34.201849808097535,41.98970011088173,192.9670361178132,193.2292748311599,-27.41814198580812,False,-0.06866208982446759,31.30562317009658,-47.003611781318,0.6403061224489259,13,4,key_level_break,192.85036911612343,SL,2025-05-23 16:00:00+00:00,-38.23691161234137,-996.8248146602558,180,False
+2025-06-05 14:00:00+00:00,3,GBP_JPY,LONG,195.007,194.5958173733494,195.47579787995178,195.80766313325296,196.30546101320473,2400.05,4,OVERLAP,2.5,0.3318652533011814,49.31009875592514,69.98015372886118,194.1207308633276,194.01335008379831,39.0768205082594,False,0.13009248094344875,68.92088292288908,85.72691366724143,0.7970204841713502,14,3,key_level_break,195.007,TP1+SL,2025-06-05 17:00:00+00:00,18.751915198071174,450.0553407113073,180,True
+2025-06-06 12:00:00+00:00,3,GBP_JPY,LONG,195.787,195.17899431133128,196.19601706600622,196.4880284433437,196.9260455093499,1630.51,5,LONDON,2.5,0.29201137733747584,33.92620529336979,69.52672082231129,194.7152106319891,194.23149251382875,42.63092402857467,False,0.01870868440868262,94.85791834694639,104.2789368010915,0.6704180064308861,12,4,key_level_break,195.787,TP1+SL,2025-06-10 05:00:00+00:00,16.360682640248573,266.762566517517,5340,True
+2025-06-13 14:00:00+00:00,3,GBP_JPY,LONG,195.67,195.15743499729416,196.23902834145088,196.63771390241814,197.23574224386905,1939.32,4,OVERLAP,2.5,0.3986855609672636,27.31081836738945,60.64249109971264,195.15013520488617,195.06423605960205,42.14309237741247,False,0.12031382579923301,68.22167027966398,49.08647951138221,0.8216463414633878,14,4,key_level_break,195.15743499729416,SL,2025-06-13 18:00:00+00:00,-51.256500270582706,-994.0275610474645,240,False
+2025-06-20 11:00:00+00:00,3,GBP_JPY,LONG,196.536,196.0945227368836,196.91093178934918,197.1802196489153,197.58415143826448,2229.07,4,LONDON,2.5,0.2692878595661198,22.156552735049925,67.43644425450441,195.60580202448418,195.38159334021114,32.363239947252964,False,0.014633608046707047,86.86021199183216,90.11979755158279,0.7329192546584361,11,4,key_level_break,197.58415143826448,TP3,2025-06-23 05:00:00+00:00,61.72908629586914,1375.9845438953303,3960,True
+2025-06-30 14:00:00+00:00,3,GBP_JPY,LONG,197.968,197.50116887949284,198.37549336152154,198.6664889358692,199.10298229739075,2137.49,4,OVERLAP,2.5,0.29099557434768725,27.50051685447893,50.730643162174694,198.00442456262942,197.32268310650338,28.837764064334692,False,0.020965312855296542,72.70966511507753,-6.542456262943119,0.6548672566371788,14,0,key_level_break,197.50116887949284,SL,2025-06-30 21:00:00+00:00,-46.68311205071518,-997.8468517728318,420,False
+2025-08-01 12:00:00+00:00,3,GBP_JPY,SHORT,197.42000000000002,197.9240625869552,196.9521455724677,196.62090928744615,196.12405485991385,1959.81,5,LONDON,2.5,0.3312362850215407,39.70741883714897,30.883748563855576,198.39358929989507,198.42740572261104,-44.094734242111144,False,-0.18151460798487157,13.76468588256765,-94.45892998950569,0.7970822281167195,12,4,key_level_break,196.12405485991385,TP3,2025-08-01 14:00:00+00:00,76.5967084051698,1501.1499509953583,120,True
+2025-08-14 13:00:00+00:00,3,GBP_JPY,LONG,199.554,199.10977887941726,199.96666336174815,200.26110560291357,200.7027689646617,2257.61,5,OVERLAP,2.5,0.2944422411654218,40.79848802125706,54.95548743490444,199.34556971024975,198.53565295788798,39.03909081138863,False,0.029277806124416605,62.14737037230483,17.943028975025754,0.8668224299065693,13,3,key_level_break,199.554,TP1+SL,2025-08-15 01:00:00+00:00,16.506534469925782,372.6531728464915,720,True
+2025-08-29 13:00:00+00:00,3,GBP_JPY,SHORT,198.084,198.37054912924077,197.78001927894445,197.5580321315741,197.22505141051857,3512.85,5,OVERLAP,2.5,0.22198714737035677,23.895428385806568,41.067792364739496,198.51657552909555,198.76682716062209,-1.8543425743160924,False,-0.009635298687658958,51.726292866489956,-40.357552909554784,0.7254098360655437,13,4,key_level_break,198.37054912924077,SL,2025-08-29 14:00:00+00:00,-28.65491292407682,-1006.6041086534327,60,False
+2025-09-03 12:00:00+00:00,3,GBP_JPY,LONG,199.683,199.1745151348446,200.076097452609,200.3574957543483,200.7795932069573,1959.82,4,LONDON,2.5,0.28139830173932046,28.386640186435333,68.17455925510868,198.98764035953457,198.89036605529782,38.32679347516148,False,0.09955251783628763,94.46670215278057,66.635964046543,0.9243243243243422,12,2,key_level_break,199.1745151348446,SL,2025-09-03 14:00:00+00:00,-50.84848651553955,-996.5388084288471,120,False
+2025-09-04 12:00:00+00:00,3,GBP_JPY,LONG,199.53,199.1580373683451,199.85858020265707,200.09696700442842,200.45454720708548,2652.34,5,LONDON,2.5,0.2383868017713703,31.76344050115275,63.05367443103985,199.07477481470764,198.9360884908947,14.62417504868938,False,0.044334013057012955,78.00884632110103,42.622518529236686,0.5539215686274278,12,3,key_level_break,199.1580373683451,SL,2025-09-04 21:00:00+00:00,-37.19626316548954,-986.5713664435453,540,False
+2025-09-26 12:00:00+00:00,3,GBP_JPY,LONG,200.176,199.8810095833572,200.4204712499284,200.60278541654733,200.8762566664757,3310.98,5,LONDON,2.5,0.18231416661893246,27.37506137572165,57.91734386625047,199.92203116078872,199.8615161940762,7.902698610351422,False,0.025858923587124133,44.57708928787432,22.496883921127164,0.6569343065692621,12,4,key_level_break,200.176,TP1+SL,2025-09-28 21:00:00+00:00,9.778849997136376,323.775767635186,3420,True
+2025-09-30 08:00:00+00:00,3,GBP_JPY,SHORT,198.775,199.17284708382297,198.4574587485311,198.22643124755186,197.87988999608297,2463.12,4,LONDON,2.5,0.23102750097925917,41.63705591756108,28.296084190987116,199.69308888938565,199.8329516544229,-10.666666666665492,False,-0.0658756422070308,9.996304863001129,-88.9088889385647,0.7949438202246949,8,1,key_level_break,199.17284708382297,SL,2025-10-01 00:00:00+00:00,-39.784708382296685,-979.945109106026,960,False
+2025-10-02 13:00:00+00:00,3,GBP_JPY,SHORT,197.699,198.3673694359172,197.31846312081979,197.04543853469963,196.63590165551938,1451.51,5,OVERLAP,2.5,0.27302458612015656,31.897686513797137,38.36260126547985,198.45704338867026,199.24615107819562,-23.65148586146404,False,-0.030908554095362292,35.14437143789346,-72.90433886702488,0.877300613496929,13,3,key_level_break,198.3673694359172,SL,2025-10-03 01:00:00+00:00,-66.83694359171852,-970.1449199281535,720,False
+2025-10-31 12:00:00+00:00,3,GBP_JPY,SHORT,201.986,202.36644328422398,201.53581300447095,201.21635500745157,200.73716801192253,2524.54,5,LONDON,2.5,0.3194579970193616,22.82419881407295,39.57823725047947,202.35922671547286,202.5386506524266,-38.64908045094637,False,-0.0749015214121307,13.06374361376191,-34.42267154728711,0.6082474226804637,12,4,key_level_break,202.36644328422398,SL,2025-10-31 15:00:00+00:00,-38.04432842239862,-960.4442887548221,180,False
+2025-11-06 14:00:00+00:00,3,GBP_JPY,SHORT,200.678,201.43266638276307,200.2760008517108,199.98866808618465,199.55766893789541,1259.95,5,OVERLAP,2.5,0.2873327655261438,24.04747874311413,43.14585488567115,200.94600444412532,201.68973527402446,-32.44439173315925,False,-0.028705453789163754,58.49429881151105,-23.900444412532806,0.911602209944749,14,3,key_level_break,201.43266638276307,SL,2025-11-07 14:00:00+00:00,-75.46663827630766,-950.8419089623384,1440,False
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+2025-12-08 14:00:00+00:00,3,GBP_JPY,LONG,207.684,207.1324838268482,207.97334851945539,208.185580865759,208.50392938521438,1672.84,5,OVERLAP,2.5,0.2122323463035939,34.45429430805797,72.73022063720836,206.91691881158908,206.36578333963027,41.749328469771285,False,0.057577265589728144,85.74299857507897,73.80811884109164,0.8208616780045186,14,0,key_level_break,208.50392938521438,TP3,2025-12-09 08:00:00+00:00,48.035763112862924,803.5614596572161,1080,True
+2025-12-17 15:00:00+00:00,3,GBP_JPY,LONG,208.258,207.80254291435278,208.65337125694163,208.936285428236,209.36065668517762,2043.3,5,OVERLAP,2.5,0.28291417129439966,24.794927127520445,64.23431513733097,207.6347248984463,207.61650916690658,69.46564805469961,False,0.05282173222311107,92.80520178810885,59.427510155370555,0.8038194444444924,15,2,key_level_break,208.45334380723025,TP1+TP2+SL,2025-12-18 14:00:00+00:00,46.85314355170931,957.3502821920763,1380,True
diff --git a/results/s3_expansion/trades_S3_GBP_JPY_IS.csv b/results/s3_expansion/trades_S3_GBP_JPY_IS.csv
new file mode 100644
index 0000000..0ffe414
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_JPY_IS.csv
@@ -0,0 +1,85 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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+2021-01-26 15:00:00+00:00,3,GBP_JPY,LONG,142.453,142.08739548904717,142.69631353285854,142.87785588809757,143.1501694209561,2707.84,4,OVERLAP,2.5,0.18154235523902335,44.779622080171805,69.72818832782653,141.8851045361202,141.6644133779753,49.08317128395083,False,0.08877360515279553,93.10430732132916,53.88954638798111,0.8250000000000488,15,1,key_level_break,142.453,TP1+SL,2021-01-27 21:00:00+00:00,9.732541314341463,263.5416467262639,1800,True
+2021-01-28 14:00:00+00:00,3,GBP_JPY,LONG,143.076,142.54391015512928,143.3942695346122,143.62578255768702,143.9730520922992,1865.54,4,OVERLAP,2.5,0.23151302307480484,26.647038081921053,66.25184896323412,142.4182312171034,141.9736346266331,50.91295143668901,False,0.029416686970254704,86.96952578208838,62.87687828966,0.7912087912087864,14,3,key_level_break,143.076,TP1+SL,2021-01-29 08:00:00+00:00,12.730781384487955,237.49781904017658,1080,True
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+2021-03-23 08:00:00+00:00,3,GBP_JPY,SHORT,150.163,150.43074468988976,149.8965159303307,149.69952655055118,149.40404248088188,3864.68,4,LONDON,2.5,0.19698937977953085,38.612082430749595,34.485233933407,150.80986265581757,151.0943552519145,-10.799999999997567,False,-0.028323031578684377,47.46902304571353,-61.78626558175608,0.8675799086757559,8,1,key_level_break,149.40404248088188,TP3,2021-03-23 10:00:00+00:00,44.37745114708776,1715.0464789912712,120,True
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+2021-05-07 15:00:00+00:00,3,GBP_JPY,LONG,151.954,151.63598268588706,152.25745194233883,152.47908657056473,152.81153851290355,3274.8,4,OVERLAP,2.5,0.2216346282258869,27.671257800086654,57.00832074807804,151.7553544765466,151.49425873518342,24.696918696420767,False,0.00875283273367037,69.27142481331558,16.964552345342554,0.7385321100917855,15,4,key_level_break,152.81153851290355,TP3,2021-05-10 05:00:00+00:00,50.29231077421286,1646.972593233923,3720,True
+2021-05-12 12:00:00+00:00,3,GBP_JPY,LONG,154.081,153.80063586061797,154.3650924181461,154.57382069691016,154.88691311505627,3773.36,4,LONDON,2.5,0.20872827876406727,20.724516154496214,67.19209142473466,153.5165032896066,152.4849102292091,22.717922091695186,False,0.01607836102286158,45.785821121631336,53.549671039340296,0.6207455429497365,12,2,key_level_break,154.081,TP1+SL,2021-05-12 16:00:00+00:00,11.363696725844648,428.7931867743316,240,True
+2021-06-03 08:00:00+00:00,3,GBP_JPY,LONG,155.692,155.4083394861696,155.87873154149122,156.02255256915203,156.23828411064324,3744.63,4,LONDON,2.5,0.14382102766080937,28.48988446363885,70.04359863901207,155.3330181179484,155.00598702177317,7.699999999999818,False,0.023271264712231676,58.902862280382685,32.99818820516123,0.818181818181811,8,3,key_level_break,155.4083394861696,SL,2021-06-03 13:00:00+00:00,-28.366051383039807,-1062.2036699047235,300,False
+2021-06-03 14:00:00+00:00,3,GBP_JPY,LONG,155.53,155.2304930721471,155.75552078355872,155.9252013059312,156.17972208948996,3511.04,4,OVERLAP,2.5,0.1696805223724854,38.27966637828518,52.901488453753366,155.389683969811,155.0407850769158,-8.455660582887958,False,0.0036440904589813,34.66743537627596,11.131603018901615,0.5648535564853073,14,3,key_level_break,155.2304930721471,SL,2021-06-04 14:00:00+00:00,-29.950692785288883,-1051.5808039686067,1440,False
+2021-06-08 13:00:00+00:00,3,GBP_JPY,SHORT,154.543,154.8135005687607,154.34999829371785,154.20199715619643,153.97999544991427,3848.66,4,OVERLAP,2.5,0.14800113752143448,35.3983145526798,28.943587477122946,154.96136217273659,155.0459354105686,-18.207775570965623,False,-0.02427845893447178,25.480088161344963,-38.93621727365826,0.6694560669455804,13,1,key_level_break,154.8135005687607,SL,2021-06-08 14:00:00+00:00,-27.050056876069558,-1041.0647189665387,60,False
+2021-07-02 08:00:00+00:00,3,GBP_JPY,SHORT,153.298,153.5514223648486,153.08873290545412,152.92988817575687,152.691621081211,4066.94,4,LONDON,2.5,0.1588447296972475,27.2607902455105,37.75882072149934,153.51506243619792,153.7059888806986,-6.3333333333332575,False,-0.026784116828498093,24.6959776568423,-18.80624361979244,0.633116883116876,8,4,key_level_break,153.298,TP1+SL,2021-07-02 12:00:00+00:00,8.370683781835169,340.4306869969672,240,True
+2021-07-06 08:00:00+00:00,3,GBP_JPY,SHORT,153.476,153.6932929888071,153.26487103357871,153.1047850559645,152.86465608954322,4758.82,4,LONDON,2.5,0.16008597761419419,21.875826260996256,42.62943727877053,153.63433466334348,153.6691950540662,-3.700000000000614,False,-0.010957073848273068,36.04720397632226,-12.933466334348509,0.6763285024155511,8,1,key_level_break,153.476,TP1+SL,2021-07-06 12:00:00+00:00,8.44515865685139,401.88989919397534,240,True
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+2021-07-23 14:00:00+00:00,3,GBP_JPY,LONG,152.058,151.75769413020163,152.347917609395,152.5605293489917,152.87944695838675,3499.81,4,OVERLAP,2.5,0.21261173959668542,22.9740294867441,62.852674560320594,151.38877347198812,151.37426331705265,19.529910528495975,False,0.004799916343788485,70.15225900299293,64.02265280118797,0.8007812499999372,14,4,key_level_break,151.75769413020163,SL,2021-07-26 01:00:00+00:00,-30.03058697983647,-1051.0134861790148,3540,False
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+2022-12-29 13:00:00+00:00,3,GBP_JPY,SHORT,160.423,160.9778462295715,160.0060613112855,159.70876885214247,159.26283016342796,1812.29,5,OVERLAP,2.5,0.29729245914301194,31.59918942443141,36.334100495782224,160.97230181330514,161.63395828078927,-39.571530513285325,False,-0.06434409783701527,19.947616871690283,-52.03018133051387,0.8983050847457615,13,3,key_level_break,159.26283016342796,TP3,2022-12-30 07:00:00+00:00,68.45019019432242,1240.5159518726857,1080,True
diff --git a/results/s3_expansion/trades_S3_GBP_JPY_OOS.csv b/results/s3_expansion/trades_S3_GBP_JPY_OOS.csv
new file mode 100644
index 0000000..326323f
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_JPY_OOS.csv
@@ -0,0 +1,33 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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+2023-08-29 14:00:00+00:00,3,GBP_JPY,SHORT,184.166,184.75950930895252,183.77572207314245,183.49620345523743,183.07692552837992,1753.33,4,OVERLAP,2.5,0.27951861790502236,29.031099470379957,36.79736771262289,184.57742866966987,184.60659996384464,-60.67680398131472,False,-0.03710285408760387,48.51370340232472,-38.242866966987776,0.8011695906432915,14,1,key_level_break,184.75950930895252,SL,2023-08-30 06:00:00+00:00,-59.35093089525195,-1040.617676665721,960,False
+2023-08-30 12:00:00+00:00,3,GBP_JPY,LONG,185.477,185.18291624684088,185.83175125947741,186.08758543246236,186.47133669193977,3503.13,5,LONDON,2.5,0.25583417298494066,47.40563414508409,71.52420325850616,184.68108618817274,184.62173197569112,19.210514467434336,False,0.09211646083610145,83.64638674233258,76.69138118272656,0.5582524271845019,12,2,key_level_break,185.18291624684088,SL,2023-08-30 13:00:00+00:00,-29.408375315912846,-1030.2136182043378,60,False
diff --git a/results/s3_expansion/trades_S3_GBP_JPY_test.csv b/results/s3_expansion/trades_S3_GBP_JPY_test.csv
new file mode 100644
index 0000000..227f183
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_JPY_test.csv
@@ -0,0 +1,56 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-09-01 12:00:00+00:00,3,GBP_JPY,SHORT,183.659,184.14060928917976,183.26857213246063,182.98895355410104,182.5695256865617,2035.05,5,LONDON,2.5,0.27961857835957316,29.422616026308734,28.15037949580436,184.62890787067795,184.71600612824398,-37.59843653186863,False,-0.00822308101899255,29.47552565879039,-94.0907870677961,0.5218800648298344,12,4,key_level_break,184.14060928917976,SL,2023-09-01 13:00:00+00:00,-48.16092891797723,-980.0989839452956,60,False
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+2023-09-15 15:00:00+00:00,3,GBP_JPY,SHORT,183.114,183.42456679657738,182.76269961026782,182.50916601711302,182.12886562738086,3163.99,5,OVERLAP,2.5,0.2535335931547881,31.53084791965587,43.714657660434035,183.41246311003505,183.81949949125504,-26.716999577422484,False,-9.644147911831973e-05,11.097693962155603,-26.946311003504775,0.5596330275228975,15,4,key_level_break,183.114,TP1+SL,2023-09-17 22:00:00+00:00,14.052015589287523,444.60436804349825,3300,True
+2023-09-26 14:00:00+00:00,3,GBP_JPY,SHORT,181.071,181.53598617495993,180.77204147512012,180.55340245853355,180.22544393365368,2122.81,5,OVERLAP,2.5,0.21863901658657633,41.760312032577694,33.9772068169481,181.6286260025009,182.38328093456548,-24.973377519287965,False,-0.03732559367760595,40.119867621814656,-52.86260025009142,0.7395348837209954,14,1,key_level_break,181.53598617495993,SL,2023-09-27 14:00:00+00:00,-46.498617495993244,-987.0773020666942,1440,False
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+2023-10-31 14:00:00+00:00,3,GBP_JPY,LONG,183.606,183.14507696291082,184.11934053983904,184.48090089973175,185.02324143957077,2160.9,5,OVERLAP,2.5,0.36156035989269575,61.851233499824865,70.79281320948651,182.13341441619303,182.0649515782006,18.160653214675904,False,0.12255287184972014,62.10571022085825,144.35855838069642,0.5842696629213794,14,1,key_level_break,183.606,TP1+SL,2023-11-01 01:00:00+00:00,20.533621593561975,443.71102901528076,660,True
+2023-11-03 12:00:00+00:00,3,GBP_JPY,LONG,183.981,183.61290410729595,184.24843053525504,184.4460508920917,184.74248142734675,2717.89,5,LONDON,2.5,0.19762035683668538,24.31790484460386,68.67451339073216,183.36162385041777,182.76783121516647,29.092480684499833,False,0.03813394362684747,92.00882102856684,59.03761495822266,0.9518413597733033,12,4,key_level_break,184.74248142734675,TP3,2023-11-03 15:00:00+00:00,44.52888564080524,1210.2461299428815,180,True
+2023-11-28 08:00:00+00:00,3,GBP_JPY,LONG,187.771,187.51408408342533,188.119747749724,188.37157958287335,188.74932733259735,3941.16,4,LONDON,2.5,0.2518318331493391,49.72135709725478,55.04926683534095,187.60767357460165,186.92220943159913,10.83333333333485,False,0.016481908737143836,83.01252299776974,13.432642539834205,0.7845884413309644,8,1,key_level_break,187.51408408342533,SL,2023-11-28 11:00:00+00:00,-25.691591657465548,-1012.5467337673692,180,False
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+2023-12-13 13:00:00+00:00,3,GBP_JPY,SHORT,182.07500000000002,182.38497997311086,181.6390600806674,181.3291001344457,180.8641602151131,3205.71,5,OVERLAP,2.5,0.30995994622173273,23.629456957004624,37.82541081559483,182.73182106281948,183.785635510878,-33.86406611516293,False,-0.05434645919386391,13.371564686902753,-62.782106281946426,0.5315682281058824,13,2,key_level_break,180.8641602151131,TP3,2023-12-13 19:00:00+00:00,71.49038709321587,2291.7744880859304,360,True
+2023-12-15 14:00:00+00:00,3,GBP_JPY,SHORT,180.229,180.78990762639026,179.52227712082927,179.03179520138212,178.2960723222114,1812.46,4,OVERLAP,2.5,0.49048191944715924,38.59411423534395,41.47259541312953,180.98463800938376,182.54335660443581,-49.498666181978024,False,-0.0937262800634172,31.01008813166456,-72.66380093837483,0.7497034400948809,14,4,key_level_break,180.78990762639026,SL,2023-12-18 07:00:00+00:00,-56.09076263902466,-1016.6226365272664,3900,False
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+2024-01-26 14:00:00+00:00,3,GBP_JPY,LONG,188.458,188.07584383846208,188.83221848461378,189.10103080768963,189.50424929230343,2615.8,4,OVERLAP,2.5,0.2688123230758547,26.780168160656764,66.60367349561608,187.818711498683,187.30152317658718,33.050222970334175,False,0.0848902116678429,82.03441769321448,61.028850131700096,0.7168458781361693,14,4,key_level_break,188.07584383846208,SL,2024-01-26 16:00:00+00:00,-38.2156161537921,-999.6440873508938,120,False
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+2024-01-31 14:00:00+00:00,3,GBP_JPY,SHORT,186.77,187.52289317320117,186.381891908968,186.10381984827998,185.68671175724796,1301.32,5,OVERLAP,2.5,0.2780720606880111,22.938396120717485,38.12898152065572,187.32152200653326,187.36074858094665,-42.60464282263001,False,-0.01029719780805171,57.70297096827762,-52.252200653325076,0.7089201877934064,14,2,key_level_break,186.58821377487445,TP1+TP2+SL,2024-01-31 20:00:00+00:00,45.80725421259331,596.0989605193192,360,True
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+2024-02-20 13:00:00+00:00,3,GBP_JPY,LONG,189.645,189.15076005874036,189.89871982377895,190.08719970629826,190.3699195300772,1974.46,4,OVERLAP,2.5,0.18847988251929615,25.970294154764538,66.03618383243729,189.16488816256373,188.72083408892124,29.797363643132257,False,0.025201390008327273,42.25161582595272,45.11118374362866,0.8995901639344709,13,1,key_level_break,189.15076005874036,SL,2024-02-20 22:00:00+00:00,-49.423994125965,-975.8569944195287,540,False
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+2024-03-11 15:00:00+00:00,3,GBP_JPY,SHORT,188.02,188.3568292186014,187.6253123441958,187.342853906993,186.9191662511888,2811.14,5,OVERLAP,2.5,0.2824584372027963,47.99134846472245,33.006332870319625,188.92316033525486,189.64927140010283,-28.93628729460147,False,-0.033152802438531165,45.128275499159805,-87.41603352548566,0.697424892703826,15,0,key_level_break,188.3568292186014,SL,2024-03-12 01:00:00+00:00,-33.68292186013946,-946.8740895791243,600,False
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+2024-04-01 14:00:00+00:00,3,GBP_JPY,SHORT,190.534,190.97034068131723,190.27347795604828,190.08046326008045,189.79094121612874,2126.85,5,OVERLAP,2.5,0.19301469596781354,34.76168038742028,34.088466602498926,191.01951365395075,191.02069354101292,-29.406484040100622,False,-0.042960087225037386,45.82772284389058,-45.65136539507648,0.7383512544803074,14,0,key_level_break,190.38313214797614,TP1+TP2+SL,2024-04-02 01:00:00+00:00,31.579708395327092,671.6530280060142,660,True
+2024-06-21 14:00:00+00:00,3,GBP_JPY,LONG,201.499,201.24794180189932,201.88192459430203,202.1565409905034,202.56846558480544,3723.23,4,OVERLAP,2.5,0.27461639620135625,29.683807402336996,60.83407124706666,201.01274092506245,200.505460887178,45.20040550687554,False,0.007969990540388362,82.08640336937971,45.72590749375536,0.8260869565217301,14,4,key_level_break,201.90173560163518,TP1+TP2+SL,2024-06-24 10:00:00+00:00,49.67333542492156,1849.4525265413072,4080,True
+2024-06-27 13:00:00+00:00,3,GBP_JPY,LONG,203.29399999999998,202.97753879421307,203.59438361736088,203.81397269560145,204.14335631296234,3012.19,4,OVERLAP,2.5,0.21958907824058876,35.375926865045294,72.07007510786927,202.69541787343564,201.75769887182594,28.12346220637778,False,0.037576181090225425,76.6234956609881,56.95821265643417,0.6163793103447711,13,3,key_level_break,202.97753879421307,SL,2024-06-28 11:00:00+00:00,-31.646120578690784,-953.2412794592659,1320,False
+2024-07-09 14:00:00+00:00,3,GBP_JPY,LONG,206.519,206.29181290745095,206.80456127764722,207.0142687960787,207.32883007372592,4153.88,4,OVERLAP,2.5,0.20970751843147742,28.0508370933434,63.31575101752134,206.0340065256641,204.9329557970935,16.475055932562555,False,0.029775344044520036,79.54529317884486,45.59934743359122,0.5714285714286211,14,1,key_level_break,206.29181290745095,SL,2024-07-09 15:00:00+00:00,-22.71870925490589,-943.7079199976847,60,False
+2024-07-17 13:00:00+00:00,3,GBP_JPY,SHORT,203.618,204.0740628881439,203.05881133556832,202.66668555928055,202.07849689484888,2048.56,4,OVERLAP,2.5,0.3921257762877755,54.658539325288565,30.833299151643786,205.01504670292132,205.3650541472864,-23.034189157829132,False,-0.144569564532802,42.8471647160222,-136.80467029213332,0.6678321678321734,13,2,key_level_break,202.9167367988526,TP1+TP2+SL,2024-07-18 01:00:00+00:00,74.44538822899231,1525.058445103845,720,True
+2024-07-24 13:00:00+00:00,3,GBP_JPY,SHORT,198.25300000000001,199.16096496793924,197.5621050961823,197.08217516030382,196.36228025648612,1045.77,4,OVERLAP,2.5,0.47992993587847116,56.45208523365165,21.599383653844924,200.93715834327335,203.05147498952098,-81.28055620196335,False,-0.07074302431419666,13.416892107633267,-265.51583432733423,0.7380952380952283,13,2,key_level_break,196.36228025648612,TP3,2024-07-25 03:00:00+00:00,112.28318461083404,1174.2238597047192,840,True
+2024-07-30 13:00:00+00:00,3,GBP_JPY,SHORT,198.121,198.96214363336708,197.53456909989882,197.12428183316467,196.50885093306348,1142.81,4,OVERLAP,2.5,0.41028726673413046,37.580795151586806,46.37329407977431,198.2154905618788,199.89569193400138,-58.209213293645234,False,-0.016540505015113727,13.695274667385908,-6.549056187878932,0.9029411764706232,13,1,key_level_break,196.50885093306348,TP3,2024-07-30 17:00:00+00:00,95.56894401619161,1092.1714491114392,240,True
+2024-08-29 12:00:00+00:00,3,GBP_JPY,LONG,191.371,190.54259575850276,191.95821272449172,192.36902120748618,192.9852339319779,1173.56,4,LONDON,2.5,0.4108084829944652,26.57783957243539,59.07513274470762,190.8717158228014,190.56461122200562,50.80706492028355,False,0.017913919388919307,49.777250629019555,47.02841771986073,0.7221654749744973,12,3,key_level_break,190.54259575850276,SL,2024-08-29 18:00:00+00:00,-82.84042414972532,-972.1820816515165,360,False
+2024-08-30 15:00:00+00:00,3,GBP_JPY,LONG,191.674,191.25515865282782,192.1520240415166,192.49004006919432,192.9970641107109,2297.92,4,OVERLAP,2.5,0.3380160276777212,34.221614394409606,65.24506136000997,191.0191538680558,190.6793039324933,22.070273451274147,False,0.06645372722253462,53.92123616069904,62.58461319442006,0.7846153846153846,15,4,key_level_break,191.674,TP1+SL,2024-09-02 02:00:00+00:00,19.120961660663625,439.3844021927216,3540,True
+2024-09-06 15:00:00+00:00,3,GBP_JPY,SHORT,186.624,187.42444726608264,185.681458201752,185.03376366958668,184.0622218713387,1207.9,5,OVERLAP,2.5,0.6476945321653245,38.19844122159536,29.56234819109983,188.83793585429976,190.13842903071878,-142.62384747507042,False,-0.0815705332247349,28.99004150638885,-218.49358542997663,0.6530100334448221,15,4,key_level_break,187.42444726608264,SL,2024-09-09 00:00:00+00:00,-80.04472660826423,-966.8602527012237,3420,False
+2024-09-09 14:00:00+00:00,3,GBP_JPY,SHORT,186.639,187.32056533620477,185.9679039913857,185.50117331897616,184.80107731036185,1404.4,4,OVERLAP,2.5,0.4667306724095417,26.29128784478906,36.16920525188052,187.92772206264783,189.55368462817611,-76.1928831734707,False,-0.01852348612435259,6.058093699677932,-125.97220626478247,0.5281690140844658,14,0,key_level_break,187.32056533620477,SL,2024-09-09 23:00:00+00:00,-68.15653362047556,-957.1903581659587,540,False
+2024-09-10 15:00:00+00:00,3,GBP_JPY,SHORT,185.862,186.67147812305893,185.2481656308232,184.81960938470533,184.17677501552853,1170.65,4,OVERLAP,2.5,0.428556246117866,31.898053036693852,29.331021275196605,187.4038255440677,189.0153367822218,-98.10314901957895,False,-0.1456421549642708,8.611730937027563,-151.28255440677094,0.9284210526315954,15,1,key_level_break,185.3849775273883,TP1+TP2+SL,2024-09-11 10:00:00+00:00,75.78944883109271,887.2291827411871,1140,True
+2024-09-11 14:00:00+00:00,3,GBP_JPY,SHORT,184.02700000000002,184.86150826230883,183.1974752130735,182.6251253551225,181.76660056819597,1146.17,4,OVERLAP,2.5,0.5723498579510116,50.3044815194267,28.29694424226132,186.22117819384633,188.29926305872954,-103.22499332258417,False,-0.028589657290676196,34.501461938806194,-216.5178193846316,0.6552315608919242,14,2,key_level_break,184.86150826230883,SL,2024-09-11 16:00:00+00:00,-83.4508262308816,-956.4883350104957,120,False
+2024-09-20 14:00:00+00:00,3,GBP_JPY,LONG,191.825,191.1781042933723,192.6389871198832,193.20097853313868,194.0439656530219,1463.8,4,OVERLAP,2.5,0.5619914132554763,38.15441897838163,70.67732368660567,189.43612482110944,187.7446643643049,36.337616206571965,False,0.13686249865084044,58.28047842072223,235.98751788905474,0.8317214700193072,14,4,key_level_break,191.1781042933723,SL,2024-09-23 07:00:00+00:00,-64.68957066277028,-946.9259353616313,3900,False
+2024-09-26 14:00:00+00:00,3,GBP_JPY,LONG,194.024,193.10892710341963,194.6606186897411,195.10436448290184,195.76998317264295,1024.46,5,OVERLAP,2.5,0.4437457931607342,25.20559429718972,66.63557732479143,192.7436307242397,190.635172987771,66.61064183433041,False,0.03423407107151949,71.70557675231991,125.1369275760311,0.9429280397022417,14,3,key_level_break,195.76998317264295,TP3,2024-09-27 05:00:00+00:00,103.5989903585772,1061.33021662748,900,True
+2024-10-02 12:00:00+00:00,3,GBP_JPY,LONG,192.987,192.2115396746667,193.78438097599988,194.33530162666645,195.16168260266633,1222.59,4,LONDON,2.5,0.5509206506665845,37.39222801259275,69.2443980231624,191.5566941383475,191.2932073189828,77.76223932059168,False,0.22972787439095232,91.18462582103189,140.1305861652503,0.8109187749667177,12,2,key_level_break,195.16168260266633,TP3,2024-10-03 01:00:00+00:00,129.3209561599803,1581.0650779163034,780,True
+2024-10-14 13:00:00+00:00,3,GBP_JPY,LONG,195.493,195.0861169084522,195.8446492746434,196.09841545773895,196.47906473238234,2368.93,4,OVERLAP,2.5,0.2537661830955863,34.83364455286773,65.9761596880669,194.7743104739413,193.94073273983506,24.472799057176076,False,0.026591881871059375,62.10519736395173,68.9689526058686,0.7989276139410441,13,0,key_level_break,195.0861169084522,SL,2024-10-15 05:00:00+00:00,-40.688309154779745,-963.8775620603237,960,False
+2024-10-17 12:00:00+00:00,3,GBP_JPY,LONG,194.93099999999998,194.51240229280683,195.32829312157946,195.61248853596578,196.03878165754523,2279.61,4,LONDON,2.5,0.2841954143863122,34.117677675719776,65.10933747101598,194.594781878536,194.36880373410028,25.427838086224597,False,0.08680053173441696,85.13042893882262,30.721812146398975,0.5568400770712606,12,3,key_level_break,194.51240229280683,SL,2024-10-17 13:00:00+00:00,-41.85977071931574,-954.2395192945937,60,False
+2024-10-17 14:00:00+00:00,3,GBP_JPY,LONG,195.014,194.49431626267528,195.46555121197414,195.78591868662357,196.2664698985977,1817.83,4,OVERLAP,2.5,0.3203674746494226,32.24115343539201,63.43897493447444,194.61291860452323,194.37790219732446,28.054215793113713,False,0.09362404334494742,71.46639419931186,37.20813954767834,0.7185354691075809,14,3,key_level_break,195.46811246624202,TP1+TP2+SL,2024-10-18 08:00:00+00:00,58.021045268748146,1054.7239672088845,1080,True
+2024-10-21 12:00:00+00:00,3,GBP_JPY,LONG,195.359,195.11627871613695,195.72516385158912,195.9886064193152,196.3837702709043,3935.57,4,LONDON,2.5,0.26344256772607455,27.911605299807423,56.866224391467206,195.06964505606388,194.68300173817153,5.325621626545285,False,0.05126746006500456,68.56231897783262,26.03549439361359,0.510416666666716,12,0,key_level_break,195.11627871613695,SL,2024-10-21 15:00:00+00:00,-24.272128386306232,-955.2466031329524,180,False
+2024-11-13 14:00:00+00:00,3,GBP_JPY,SHORT,196.744,197.04280650759418,196.32478047721753,196.0259674620292,195.57774793924673,3164.9,5,OVERLAP,2.5,0.2988130151883132,24.50853916893751,33.314971641334466,197.4392630213343,197.70013474847357,-50.65709342476339,False,-0.03226496491930912,22.098010196276217,-66.62630213343164,0.6627906976744001,14,2,key_level_break,197.04280650759418,SL,2024-11-13 15:00:00+00:00,-29.880650759417904,-945.6927158848173,60,False
+2024-11-15 13:00:00+00:00,3,GBP_JPY,SHORT,196.45600000000002,197.05771933958357,195.8763419812493,195.47056996874883,194.8619119499981,1555.93,5,OVERLAP,2.5,0.40577201250047545,41.24861171062488,34.20958995864292,197.58644941858196,197.68452114259642,-36.11722191642173,False,-0.1584198822312861,38.520860914280874,-110.14494185819501,0.9384328358208668,13,4,key_level_break,194.8619119499981,TP3,2024-11-15 17:00:00+00:00,94.4852830001139,1470.1248637836723,240,True
+2024-11-19 08:00:00+00:00,3,GBP_JPY,SHORT,194.53900000000002,195.43174715614288,193.8851335315714,193.42988921928566,192.74702275085704,1065.18,5,LONDON,2.5,0.4552443122857407,28.783246570497255,32.05148619799907,195.92900620762703,196.92284409744022,-22.96666666666738,False,-0.06407633336411701,67.37907349551809,-136.1006207627014,0.656949505465906,8,1,key_level_break,194.53900000000002,TP1+SL,2024-11-19 11:00:00+00:00,26.154658737144697,278.59419393631794,180,True
+2024-11-19 13:00:00+00:00,3,GBP_JPY,SHORT,193.887,194.94395424101705,193.08963727694885,192.53872879491473,191.71236607186358,902.33,4,OVERLAP,2.5,0.5509084820341019,40.33707705531178,30.932313066583532,195.64148352944753,196.79707010569578,-51.938036739915105,False,-0.1523274663576074,39.72267846220884,-172.548352944753,0.7880041365046666,13,1,key_level_break,194.94395424101705,SL,2024-11-19 14:00:00+00:00,-105.69542410170527,-953.7215202969172,60,False
+2024-11-21 08:00:00+00:00,3,GBP_JPY,SHORT,195.186,195.7807933497342,194.5746199507973,194.14769991799554,193.50731986879285,1587.42,5,LONDON,2.5,0.42692003280178803,43.78011633141063,30.477244251356566,196.2518138736201,196.6611222580587,-26.500000000001478,False,-0.13058429782530612,28.98514823730153,-103.68138736201047,0.7200402819738237,8,3,key_level_break,195.186,TP1+SL,2024-11-21 11:00:00+00:00,24.455201968107758,388.2067670821362,180,True
+2024-11-25 14:00:00+00:00,3,GBP_JPY,SHORT,193.46800000000002,194.01916178558255,192.86651464325237,192.44619107208726,191.81570571533962,1720.13,4,OVERLAP,2.5,0.4203235711650998,27.567040055977323,39.72767405079956,194.3192655563141,195.61610564092942,-53.10776593517801,False,-0.0209225281515382,26.84198118456072,-82.2265556314079,0.8748241912798517,14,0,key_level_break,193.46800000000002,TP1+SL,2024-11-26 07:00:00+00:00,24.059414269905805,413.85320268093074,1020,True
+2024-12-10 15:00:00+00:00,3,GBP_JPY,LONG,193.803,193.34377768460763,194.3041669461772,194.65761157696198,195.1877785231392,2073.52,4,OVERLAP,2.5,0.35344463078479726,29.89780417266463,70.26169883443684,192.51059408026458,191.84756167622146,34.79880540170939,False,0.025004804386164536,72.48537101430641,126.3405919735419,0.5860735009671173,15,1,key_level_break,193.34377768460763,SL,2024-12-11 07:00:00+00:00,-45.92223153923669,-952.2066554123807,960,False
+2024-12-16 15:00:00+00:00,3,GBP_JPY,LONG,195.756,195.0101161318275,196.25705160451756,196.61041934086262,197.14047094538017,1263.85,4,OVERLAP,2.5,0.35336773634504404,41.93035149326749,75.72875260886259,194.18190652835366,193.21571834766777,88.62293259612954,False,0.13081395644169452,91.68857753400384,154.50934716463394,0.7209908735332468,15,0,key_level_break,195.0101161318275,SL,2024-12-17 09:00:00+00:00,-74.58838681725126,-942.68532678983,1080,False
+2024-12-26 13:00:00+00:00,3,GBP_JPY,LONG,197.688,197.4171629678916,198.05351109632514,198.31651849387524,198.7110295902004,3445.83,4,OVERLAP,2.5,0.2630073975501017,21.777709934225165,62.116759158966715,197.0742932439483,196.0456077415301,29.362230360993635,False,0.019537587613743357,91.04661386485192,58.470675605170186,0.8524096385541942,13,3,key_level_break,197.4171629678916,SL,2024-12-27 02:00:00+00:00,-27.083703210837484,-933.2583703500013,780,False
diff --git a/results/s3_expansion/trades_S3_GBP_USD_2025.csv b/results/s3_expansion/trades_S3_GBP_USD_2025.csv
new file mode 100644
index 0000000..acde97e
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_USD_2025.csv
@@ -0,0 +1,30 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2025-01-07 14:00:00+00:00,3,GBP_USD,SHORT,1.2526799999999998,1.2550336245146525,1.250079126456042,1.2482185440934035,1.2454276705494458,419207.45,4,OVERLAP,1.5,0.0018605823626385537,24.45324671520858,52.87059846142108,1.2501479904606712,1.2509554169017376,-14.133265739055823,False,-0.00037810880765714043,17.479491007319584,27.220095393287735,0.7869822485207559,14,1,key_level_break,1.2454276705494458,TP3,2025-01-08 08:00:00+00:00,42.753976703324255,1792.2785551159968,1080,True
+2025-02-04 14:00:00+00:00,3,GBP_USD,LONG,1.2449500000000002,1.2426445754063424,1.2482862737809728,1.250637122968288,1.2541633967492605,435746.07,5,OVERLAP,1.5,0.0023508491873151212,24.07767808032222,63.42690760165247,1.2397422091916555,1.2392404962320431,22.93760570519554,False,7.973593274779658e-06,72.21956333469984,50.177908083446354,0.8049792531120473,14,1,key_level_break,1.2541633967492605,TP3,2025-02-05 10:00:00+00:00,54.52038049556185,2375.704153584573,1200,True
+2025-02-13 15:00:00+00:00,3,GBP_USD,LONG,1.25249,1.2487924807836341,1.2557755576490972,1.2580925960818286,1.2615681537309258,278115.33,5,OVERLAP,1.5,0.00231703843273143,29.35685157186782,65.27835765934313,1.2453118781167778,1.2428009217763296,36.876708932773724,False,9.06269284371426e-05,62.66797129810751,69.88121883222176,0.8857142857142704,15,3,key_level_break,1.2487924807836341,SL,2025-02-13 18:00:00+00:00,-36.97519216365963,-1028.3367770409614,180,False
+2025-02-25 13:00:00+00:00,3,GBP_USD,LONG,1.2672200000000002,1.2647410628628886,1.2693668114113348,1.2709246856855578,1.2732614970968925,410681.41,4,OVERLAP,1.5,0.0015578742742231053,31.29269228140503,65.4553289406052,1.2637274669220517,1.259578641829969,27.60885308348504,False,0.0005169884281616246,93.50315888410148,33.02533077948366,0.5929203539823722,13,1,key_level_break,1.2647410628628886,SL,2025-02-25 16:00:00+00:00,-24.789371371116697,-1018.0533987703838,180,False
+2025-02-26 15:00:00+00:00,3,GBP_USD,LONG,1.26963,1.266423583039295,1.2718667508821149,1.2734845848035248,1.2759113356856397,314329.94,4,OVERLAP,1.5,0.001617833921409942,23.57963341310888,68.8397989646761,1.2650307343608973,1.2609975876330572,34.79042297613422,False,0.0002503325814569364,78.93497836553696,44.092656391026,0.7359413202934012,15,2,key_level_break,1.266423583039295,SL,2025-02-27 00:00:00+00:00,-32.06416960705116,-1007.8728508734216,540,False
+2025-04-09 11:00:00+00:00,3,GBP_USD,SHORT,1.2771499999999998,1.281292105920129,1.272299682239613,1.268939470399355,1.2638991526389682,240890.54,4,LONDON,1.5,0.0033602118402579406,30.897023116389512,43.42015579801056,1.2813501711104764,1.2893166681696202,-34.380259462121195,False,-0.00018944440878297252,29.650082192453777,-40.101711104765236,0.869070208728677,11,2,key_level_break,1.281292105920129,SL,2025-04-09 12:00:00+00:00,-41.421059201292024,-997.7941318371204,60,False
+2025-06-04 12:00:00+00:00,3,GBP_USD,LONG,1.3544600000000002,1.3503890646298609,1.3568888061104178,1.3586346768506963,1.3612534829611138,242650.91,5,LONDON,1.5,0.0017458707402784597,21.91220598051413,57.93264518228134,1.351984560257219,1.3489337732413504,11.882221577816932,False,0.0001178858349638476,47.32074081868899,22.8543974278117,0.8909090909091191,12,2,key_level_break,1.3544600000000002,TP1+SL,2025-06-05 01:00:00+00:00,9.715224441670498,235.74080516255887,780,True
+2025-06-16 13:00:00+00:00,3,GBP_USD,LONG,1.3613400000000002,1.3577716627122927,1.3639864404345508,1.3658774007242511,1.3687138411588018,277488.79,5,OVERLAP,1.5,0.0018909602897004367,36.6811442225046,65.3904490143822,1.3566072965770557,1.3544580484642375,23.412059368468352,False,0.00046617302849706306,51.568352600360306,45.42703422944383,0.9102167182662863,13,0,key_level_break,1.3577716627122927,SL,2025-06-16 19:00:00+00:00,-35.68337287707557,-990.1735962778517,360,False
+2025-06-20 14:00:00+00:00,3,GBP_USD,SHORT,1.3462699999999999,1.3480580117562406,1.3436609647312787,1.341794941218798,1.3389959059500767,548246.88,4,OVERLAP,1.5,0.0018660235124808287,24.73389062972732,46.633442996467046,1.3467266015113961,1.3498637968059077,-23.642962990282346,False,-0.00024654002269932306,34.74991670831317,-2.666015113961251,0.6182795698924738,14,4,key_level_break,1.3435456075469288,TP1+TP2+SL,2025-06-22 23:00:00+00:00,33.785161105834405,1852.2609166571065,3420,True
+2025-07-03 13:00:00+00:00,3,GBP_USD,LONG,1.3659800000000002,1.3614810623451894,1.369380812964432,1.3717746882740536,1.3753655012384856,222006.74,5,OVERLAP,1.5,0.002393875309621382,31.50608981465198,50.92921294298264,1.367063685729774,1.365670983958437,15.029763555807207,False,0.00033543178186100906,52.91445427728587,-12.736857297739324,0.8414872798434471,13,3,key_level_break,1.3614810623451894,SL,2025-07-07 05:00:00+00:00,-44.98937654810797,-998.7944822077903,5280,False
+2025-07-08 13:00:00+00:00,3,GBP_USD,SHORT,1.3550699999999998,1.3567666301469745,1.3524434428924095,1.350565738154016,1.3477491810464255,582806.17,5,OVERLAP,1.5,0.0018777047383935856,35.359420481467104,29.325202671210363,1.361981110258102,1.3641848027904573,-26.929740942520652,False,-0.000681259011187578,12.373553624154974,-67.2111025810218,0.6445012787723852,13,1,key_level_break,1.3567666301469745,SL,2025-07-08 15:00:00+00:00,-16.966301469747425,-988.8065178648868,120,False
+2025-07-10 12:00:00+00:00,3,GBP_USD,SHORT,1.35581,1.358274366751944,1.3536502330775018,1.3520837217958364,1.349733954873338,397229.21,5,LONDON,1.5,0.0015665112816655117,37.33129960080045,32.64923142214704,1.3597418712472311,1.3622846504205282,-28.390359031051915,False,-0.0003887210214460076,10.746859656098664,-37.41871247231021,0.688135593220329,12,3,key_level_break,1.35581,TP1+SL,2025-07-10 15:00:00+00:00,8.639067689992784,343.1690033632359,180,True
+2025-08-21 13:00:00+00:00,3,GBP_USD,SHORT,1.3423599999999998,1.3446166062427398,1.3400161812717803,1.3383269687863006,1.3357931500580813,435321.91,5,OVERLAP,1.5,0.0016892124854796654,27.45215213865628,34.40165536986058,1.347293321529821,1.3483357814318304,-29.70884986227551,False,-7.700862739152083e-05,18.02804102302436,-47.433215298211536,0.5774647887323979,13,3,key_level_break,1.3423599999999998,TP1+SL,2025-08-22 13:00:00+00:00,9.375274912877707,408.1262581849007,1440,True
+2025-09-10 13:00:00+00:00,3,GBP_USD,LONG,1.35569,1.353713060018453,1.3581051056589268,1.359841842764878,1.3624469484238049,498968.82,5,OVERLAP,1.5,0.0017367371059512364,24.204647814025797,58.95612856679063,1.3532240397437862,1.3498665286358194,17.385722742109255,False,0.00022331713887321667,55.54465444907311,22.759602562136827,0.7668711656441459,13,2,key_level_break,1.353713060018453,SL,2025-09-10 16:00:00+00:00,-19.769399815470212,-986.431409803339,180,False
+2025-09-11 12:00:00+00:00,3,GBP_USD,LONG,1.35467,1.350486886463176,1.3569450548961866,1.3585884248269777,1.3610534797231646,233454.6,5,LONDON,1.5,0.0016433699307911464,47.52008512998569,59.05724605339616,1.3527907701921866,1.3504401410034013,25.82750029952674,False,6.509600976123653e-05,69.4164873352777,16.89229807813275,0.6596491228070106,12,3,key_level_break,1.35467,TP1+SL,2025-09-12 06:00:00+00:00,9.10021958474605,212.44881230690555,1080,True
+2025-09-15 15:00:00+00:00,3,GBP_USD,LONG,1.36087,1.3579799334208007,1.3629841997375978,1.3645203328959963,1.3668245326335942,338639.81,4,OVERLAP,1.5,0.0015361331583985472,28.836729921853763,64.0052496374594,1.3567032133700068,1.352986825065635,6.851850354963052,False,0.00026809992354371844,39.44785587180296,39.76786629993123,0.881773399014768,15,0,key_level_break,1.3668245326335942,TP3,2025-09-16 14:00:00+00:00,34.96719580156427,1184.1284542474523,1380,True
+2025-09-29 14:00:00+00:00,3,GBP_USD,SHORT,1.34161,1.3443670915641377,1.3395947253075868,1.3381245421793113,1.3359192674868983,359267.31,5,OVERLAP,1.5,0.001470183128275483,37.92174482833992,49.305135459129986,1.3414454073527102,1.346652241303331,-18.891052426033283,False,-0.00018516379477744125,44.03900189359404,3.5459264728987527,0.8493723849371879,14,0,key_level_break,1.3443670915641377,SL,2025-09-30 05:00:00+00:00,-27.570915641377255,-990.5328696714532,900,False
+2025-10-07 11:00:00+00:00,3,GBP_USD,SHORT,1.3399199999999998,1.3424466296303335,1.3378482929271815,1.3363404882119694,1.334078781139151,388116.85,4,LONDON,1.5,0.0015078047152122366,53.938245438353626,24.999234749025177,1.345618772898507,1.3458992526301,-25.210398191184424,False,-0.0007795619040125811,17.957359726493603,-55.08772898507041,0.6862745098039252,11,1,key_level_break,1.3424466296303335,SL,2025-10-07 13:00:00+00:00,-25.266296303336766,-980.627533241771,120,False
+2025-10-09 14:00:00+00:00,3,GBP_USD,SHORT,1.33299,1.3352437312919676,1.329998806124098,1.3278780102068297,1.3246968163309276,430761.76,4,OVERLAP,1.5,0.0021207959172681308,31.932009601694933,32.80787942837971,1.340140707210256,1.3435582985066634,-36.150221555184544,False,-0.00037363467682609915,43.24711312987527,-69.6070721025599,0.8481308411215323,14,3,key_level_break,1.3298134446076169,TP1+TP2+SL,2025-10-10 14:00:00+00:00,38.76584546105466,1669.8843818691919,1440,True
+2025-10-28 08:00:00+00:00,3,GBP_USD,SHORT,1.33055,1.3342971707897888,1.3286184876306337,1.3272041460510562,1.3250826336816897,263537.52,5,LONDON,1.5,0.0014143415795775814,36.545055007768724,34.55138921545671,1.333569574570666,1.3354804291301066,-7.966666666667788,False,-0.00030582665733532347,13.758139090508323,-28.295745706659048,0.7681940700808466,8,1,key_level_break,1.3250826336816897,TP3,2025-10-28 13:00:00+00:00,32.04419790986,844.4848447553691,300,True
+2025-10-28 13:00:00+00:00,3,GBP_USD,SHORT,1.3253499999999998,1.3291097633687843,1.322810709893647,1.3209911831560783,1.3182618930497254,264900.97,4,OVERLAP,1.5,0.0018195267375686335,48.571310287272254,25.609245336561187,1.332858485606646,1.3352008052990405,-45.67576224222547,False,-0.0009575160259268835,10.47115029487599,-73.18485606646163,0.7513227513227159,13,1,key_level_break,1.3227350446685744,TP1+TP2+SL,2025-10-29 15:00:00+00:00,32.82233846394789,869.4669296768104,1560,True
+2025-11-12 08:00:00+00:00,3,GBP_USD,SHORT,1.3114599999999998,1.3147116533735363,1.309540039879391,1.308133399798985,1.306023439678376,308968.86,4,LONDON,1.5,0.0014066400804059772,41.84082748165808,34.51949907265161,1.3148347452727571,1.3149552666062359,-12.766666666668147,False,-0.00025318565262995156,53.90795097432473,-31.84745272757139,0.7403598971722446,8,2,key_level_break,1.3114599999999998,TP1+SL,2025-11-12 15:00:00+00:00,7.679840482435196,237.28315588398524,420,True
+2025-11-19 15:00:00+00:00,3,GBP_USD,SHORT,1.30778,1.3122478703279303,1.305276389016209,1.303480648360348,1.3007870373765569,225394.29,5,OVERLAP,1.5,0.0017957406558608271,47.002759522329505,29.43006404511651,1.3139686863789721,1.3148493111660107,-34.14893436705757,False,-0.0004307980765844118,39.4655270655279,-59.98686378972051,0.6517857142857161,15,2,key_level_break,1.30778,TP1+SL,2025-11-20 09:00:00+00:00,10.014443935164152,225.71984805111305,1080,True
+2025-11-24 14:00:00+00:00,3,GBP_USD,SHORT,1.3089799999999998,1.3107092730043435,1.306982180986969,1.305523634978282,1.303335815965251,583649.69,4,OVERLAP,1.5,0.0014585460086872183,23.829682782706445,48.94610527254865,1.3092271995914568,1.3115049751125207,-5.636707643967842,False,-2.2683007974255492e-05,54.60719201410328,-0.5719959145689124,0.6279069767442053,14,0,key_level_break,1.3107092730043435,SL,2025-11-24 16:00:00+00:00,-17.292730043436677,-1009.2896529105502,120,False
+2025-12-03 15:00:00+00:00,3,GBP_USD,LONG,1.33329,1.3303435484385824,1.3354193546842528,1.3369655911404212,1.339284945824674,339118.68,4,OVERLAP,1.5,0.0015462364561685527,68.43033433376556,88.16347306697567,1.3240404353439568,1.3201158571746725,34.74721336714337,False,0.0008634811588966967,87.61822393032327,90.59564656043183,0.6617647058823481,15,2,key_level_break,1.33329,TP1+SL,2025-12-04 13:00:00+00:00,8.51741873701073,288.8415799102346,1320,True
+2025-12-10 13:00:00+00:00,3,GBP_USD,LONG,1.33319,1.3308460455406192,1.3347998633781424,1.3359997722969041,1.3377996356750468,427519.05,4,OVERLAP,1.5,0.0011999089187616817,23.046788009201073,61.42185096433191,1.3316012923266634,1.3287226573340425,16.23367026161171,False,0.0002668026681763615,59.30753231572995,13.987076733366077,0.5714285714285947,13,2,key_level_break,1.3377996356750468,TP3,2025-12-10 20:00:00+00:00,26.89781405027869,1149.9327909851797,420,True
+2025-12-16 08:00:00+00:00,3,GBP_USD,LONG,1.33952,1.3369717927674802,1.3411966216975593,1.342441036162599,1.3443076578601583,397763.77,4,LONDON,1.5,0.0012444144650396044,24.22070355661166,62.392334867499564,1.3372820416959628,1.334019735678867,5.800000000000249,False,0.00011359073618296523,76.58979863067124,20.479583040371452,0.9199999999999201,8,1,key_level_break,1.3443076578601583,TP3,2025-12-16 13:00:00+00:00,27.9659471609488,1112.3840574359792,300,True
+2025-12-17 15:00:00+00:00,3,GBP_USD,LONG,1.3400900000000002,1.3354217611331056,1.3428947166006828,1.3448911943344712,1.3478859109351538,219506.41,5,OVERLAP,1.5,0.001996477733788423,44.13721706451089,57.14743751815376,1.3381988056290086,1.3354456853616787,51.72457584370127,False,8.651070959622502e-05,94.37374798140671,17.011943709914767,0.820224719101187,15,2,key_level_break,1.3354217611331056,SL,2025-12-18 09:00:00+00:00,-46.682388668946025,-1024.708354694502,1080,False
+2025-12-18 13:00:00+00:00,3,GBP_USD,LONG,1.3429400000000002,1.3389000928463672,1.3455022214608972,1.3473370357681618,1.3500892572290588,251110.04,4,OVERLAP,1.5,0.001834814307264681,34.04910289194815,70.21697989764021,1.3376701687963948,1.3358127490833125,44.56087229439909,False,0.0005242066637213401,72.23711184563889,50.79831203605334,0.6310679611650883,13,3,key_level_break,1.3389000928463672,SL,2025-12-18 15:00:00+00:00,-40.39907153633004,-1014.4612469450699,120,False
diff --git a/results/s3_expansion/trades_S3_GBP_USD_IS.csv b/results/s3_expansion/trades_S3_GBP_USD_IS.csv
new file mode 100644
index 0000000..f7de464
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_USD_IS.csv
@@ -0,0 +1,97 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2021-01-21 08:00:00+00:00,3,GBP_USD,LONG,1.3731200000000001,1.3697614697589238,1.3755805907232288,1.3773476512053815,1.3799982419286103,297749.29,4,LONDON,1.5,0.0017670604821525815,49.92089066453918,71.71806281544929,1.3654988027100505,1.3626157618568138,11.43333333333274,False,0.0004982073395721409,84.46485671598765,74.31197289949453,0.9008264462809543,8,3,key_level_break,1.3697614697589238,SL,2021-01-22 06:00:00+00:00,-33.58530241076352,-999.9999947240125,1320,False
+2021-01-26 12:00:00+00:00,3,GBP_USD,LONG,1.3696700000000002,1.3666616460664391,1.3725050618006833,1.3745217696678056,1.377546831468489,329083.62,4,LONDON,1.5,0.002016707867122262,40.696812298243614,58.815466881595185,1.3672340626701882,1.3656643812690297,36.11560964467797,False,0.0003885597300056999,90.61592029446592,22.4593732981182,0.6677631578946953,12,1,key_level_break,1.372841551661232,TP1+TP2+SL,2021-01-27 08:00:00+00:00,37.09042919641803,1220.5852707310937,1200,True
+2021-01-28 13:00:00+00:00,3,GBP_USD,LONG,1.3683900000000002,1.3639270253505176,1.3719546382341623,1.3744577303902703,1.3782123686244325,224560.06,4,OVERLAP,1.5,0.0025030921561080884,33.13206024195007,51.336745717325954,1.368578801289401,1.367328689116802,27.93614158058677,False,0.0001205827760275707,61.7063879497093,-3.788012894008208,0.6599099099099324,13,3,key_level_break,1.3700750539462172,TP1+TP2+SL,2021-01-29 04:00:00+00:00,41.89958239016267,940.8972735509874,900,True
+2021-02-02 08:00:00+00:00,3,GBP_USD,LONG,1.3703600000000002,1.3667782590091695,1.3728452229724921,1.3746287049541535,1.3773039279266455,282436.62,4,LONDON,1.5,0.001783481981661327,21.491181659779983,55.92009148814739,1.3693987339300762,1.3687341001055016,7.933333333334236,False,0.00031043954759268693,49.70032110220512,7.712660699239482,0.8936170212766091,8,1,key_level_break,1.3667782590091695,SL,2021-02-02 11:00:00+00:00,-35.8174099083075,-1011.6148191656882,180,False
+2021-02-03 15:00:00+00:00,3,GBP_USD,SHORT,1.3642299999999998,1.3664788963238261,1.361505811028521,1.3595630183808685,1.3566488294093895,445328.97,5,OVERLAP,1.5,0.001942792647652641,20.311512109385973,45.72427156283069,1.366572752208967,1.3678803624495646,-2.576197618135989,False,-7.212154976666196e-06,71.02091340505187,-21.52752208967046,0.7634408602150221,15,2,key_level_break,1.3566488294093895,TP3,2021-02-04 11:00:00+00:00,44.727023543661645,1991.823932586459,1200,True
+2021-03-05 08:00:00+00:00,3,GBP_USD,SHORT,1.3837199999999998,1.3875637898936173,1.3803886303191477,1.3780410505319127,1.3745196808510605,265731.72,4,LONDON,1.5,0.002347579787234861,41.37737680227591,28.811603701730547,1.39221630500354,1.3957988548504763,-11.266666666669423,False,-0.00040445639661718016,21.360137776904978,-83.06305003540126,0.8481675392670647,8,4,key_level_break,1.3837199999999998,TP1+SL,2021-03-05 13:00:00+00:00,13.3254787234085,354.1002380994745,300,True
+2021-03-15 08:00:00+00:00,3,GBP_USD,LONG,1.39447,1.3908731101427514,1.3971146695717458,1.3990044492862428,1.4018391188579886,284956.72,4,LONDON,1.5,0.0018897797144971549,20.566540079540445,56.30566082286328,1.3928805431823503,1.3920303098027311,8.233333333336201,False,0.00022391589599091713,67.93898685047016,13.994568176496358,0.6902654867256655,8,0,key_level_break,1.3908731101427514,SL,2021-03-15 11:00:00+00:00,-35.968898572487085,-1024.95793592286,180,False
+2021-03-23 08:00:00+00:00,3,GBP_USD,SHORT,1.38086,1.3827772255869955,1.3783343232390137,1.3765238720650228,1.3738081953040364,529258.71,5,LONDON,1.5,0.0018104511739908962,31.26113433542531,34.38945794494933,1.3860721742024948,1.3892828297330162,-8.099999999995333,False,-0.0002484012619351616,47.037231681057506,-50.22174202494733,0.7875894988066229,8,1,key_level_break,1.3793538392694331,TP1+TP2+SL,2021-03-23 12:00:00+00:00,30.459540244987426,1612.097697725513,240,True
+2021-03-29 14:00:00+00:00,3,GBP_USD,SHORT,1.3769699999999998,1.3817414680825195,1.373642262419108,1.3712971040318467,1.3677793664509545,216040.28,5,OVERLAP,1.5,0.002345158387261336,33.248728504051634,44.243117575849986,1.377711681578527,1.3803787032353643,-41.249678059633865,False,-0.00010827621705895374,27.30965787136029,-5.516815785271412,0.827250608272556,14,0,key_level_break,1.3750781812972344,TP1+TP2+SL,2021-03-31 00:00:00+00:00,39.7861716017105,859.5415652961585,2040,True
+2021-04-07 08:00:00+00:00,3,GBP_USD,LONG,1.38324,1.3803646546053254,1.3860860361840242,1.3881100603067071,1.3911460964907314,361495.61,4,LONDON,1.5,0.0020240241226828558,33.964186202207465,49.35873185491821,1.3840196414124502,1.3821665999256243,12.400000000001299,False,3.512678219612462e-05,55.22054718034439,-9.696414124502617,0.6473684210526026,8,2,key_level_break,1.3803646546053254,SL,2021-04-07 12:00:00+00:00,-28.753453946746003,-1039.4247374085853,240,False
+2021-04-13 14:00:00+00:00,3,GBP_USD,SHORT,1.37275,1.3764393084000064,1.369607074799981,1.3673851246666346,1.3640521994666155,278922.33,5,OVERLAP,1.5,0.002221950133346131,21.504965008267302,46.75949226834662,1.373716093327905,1.3766186067678523,-7.525305081168554,False,-0.00017540698840266323,51.67303861232813,-7.760933279048476,0.7194719471946486,14,1,key_level_break,1.3764393084000064,SL,2021-04-14 01:00:00+00:00,-36.89308400006474,-1029.030495018378,660,False
+2021-04-16 11:00:00+00:00,3,GBP_USD,LONG,1.38023,1.377396800750033,1.3829045977499013,1.3848143295831687,1.38767892733307,359572.37,5,LONDON,1.5,0.001909731833267563,33.47049937727784,60.08787879130342,1.3771359337558127,1.3769541228129025,23.74502892094954,False,0.00031098257320732894,92.1332352396084,29.040662441872644,0.5347985347985608,11,4,key_level_break,1.38767892733307,TP3,2021-04-19 07:00:00+00:00,43.93356399841952,1579.7295729458383,4080,True
+2021-04-19 12:00:00+00:00,3,GBP_USD,LONG,1.3965500000000002,1.3916903572928325,1.399725594788169,1.4019693246469482,1.405334919435117,212883.44,4,LONDON,1.5,0.0022437298587792633,65.9329388791112,87.12224195934354,1.38260078416533,1.3787330942896523,52.04852800354542,False,0.0010614430986830444,95.40914971567611,137.5921583466999,0.7533039647577064,12,0,key_level_break,1.3965500000000002,TP1+SL,2021-04-20 12:00:00+00:00,12.70237915267547,270.4126170205839,1440,True
+2021-04-27 14:00:00+00:00,3,GBP_USD,LONG,1.3916700000000002,1.3888020354854387,1.39438817925797,1.3963269654299497,1.3992351446879197,361664.73,5,OVERLAP,1.5,0.0019387861719799,23.164845964716008,58.80753788222028,1.3891200414130043,1.3874724678796204,17.033109750157482,False,0.00025788592392999064,75.98413508493668,23.599585869957806,0.5243445692884247,14,1,key_level_break,1.3888020354854387,SL,2021-04-28 00:00:00+00:00,-28.67964514561505,-1037.2416118084677,600,False
+2021-04-28 13:00:00+00:00,3,GBP_USD,LONG,1.3896700000000002,1.3853978150843458,1.3920935547469628,1.3938359245782714,1.3964494793252342,240361.6,4,OVERLAP,1.5,0.001742369831308535,24.52646797308077,53.69569938194532,1.3887974306684907,1.3877441483672273,15.796611347096423,False,1.8153202389032373e-05,53.443526170802066,6.825693315093417,0.9475524475524896,13,2,key_level_break,1.3896700000000002,TP1+SL,2021-04-28 18:00:00+00:00,9.694218987850611,233.01179866701537,300,True
+2021-05-04 11:00:00+00:00,3,GBP_USD,SHORT,1.38611,1.388847280896888,1.3837281573093365,1.382013595515561,1.3794417528248974,375993.31,4,LONDON,1.5,0.0017145617937756531,36.095609577776486,41.56107689041551,1.3881729920754011,1.3887212337108479,-10.762679442510859,False,-0.0003694809460880014,54.55468119451436,-18.729920754010365,0.5703125000000299,11,1,key_level_break,1.388847280896888,SL,2021-05-04 15:00:00+00:00,-27.37280896887961,-1029.1993048206732,240,False
+2021-05-17 14:00:00+00:00,3,GBP_USD,LONG,1.4119300000000001,1.4098250726330563,1.414550782100831,1.4164246368347182,1.4192354189355492,484058.18,5,OVERLAP,1.5,0.00187385473388731,34.63520475469281,63.59998918252404,1.4084158483039502,1.4039720528834578,16.654594457723437,False,2.6065132346047995e-05,59.51876625789629,33.24151696049826,0.552147239263804,14,0,key_level_break,1.4192354189355492,TP3,2021-05-18 07:00:00+00:00,43.07251361329367,2084.960254767616,1020,True
+2021-05-27 11:00:00+00:00,3,GBP_USD,LONG,1.4174000000000002,1.4128129341191624,1.4200631976425127,1.4219653294041876,1.4248185270467002,226671.46,5,LONDON,1.5,0.0019021317616750373,29.249108290659443,67.88186722273889,1.413471361790484,1.4132636915376329,32.79878335308739,False,0.0005629221439505082,66.2324511781495,37.38638209516143,0.7468354430379978,11,3,key_level_break,1.4174000000000002,TP1+SL,2021-05-28 07:00:00+00:00,10.652790570049754,241.46835915874098,1200,True
+2021-06-02 12:00:00+00:00,3,GBP_USD,LONG,1.4168900000000002,1.412841095265451,1.4192767142036469,1.4209945236727446,1.4235712378763914,257395.93,5,LONDON,1.5,0.0017178094690978463,44.620316995460826,53.80800659974064,1.41682649262588,1.416232314108564,27.28160456577866,False,0.00019038910637679345,57.34016028037143,-1.2649262587993704,0.7994011976048131,12,2,key_level_break,1.4168900000000002,TP1+SL,2021-06-03 12:00:00+00:00,9.546856814586668,245.7322088367373,1440,True
+2021-06-03 15:00:00+00:00,3,GBP_USD,SHORT,1.4097099999999998,1.411983997291217,1.4068746747930156,1.4048577913216929,1.4018324661147086,459380.02,4,OVERLAP,1.5,0.002016883471322843,37.53499617871442,31.074958428707305,1.4161972436579413,1.4162163708412596,-51.576267724766645,False,-0.0007383794450736129,8.978382378988668,-62.97243657941376,0.6168582375479351,15,3,key_level_break,1.411983997291217,SL,2021-06-04 08:00:00+00:00,-22.739972912171336,-1044.6289211192727,1020,False
+2021-06-08 13:00:00+00:00,3,GBP_USD,SHORT,1.4121499999999998,1.4151220360686203,1.4100298917941394,1.408489819656899,1.4061797114510382,347971.09,5,OVERLAP,1.5,0.0015400721372404228,45.29789751439456,31.728927513213165,1.4153434288935203,1.4154655441203918,-16.905061592171755,False,-0.00038926479962688386,37.28262242505124,-30.034288935203435,0.6028985507246696,13,1,key_level_break,1.4151220360686203,SL,2021-06-08 14:00:00+00:00,-29.720360686205094,-1034.1826303171936,60,False
+2021-06-11 13:00:00+00:00,3,GBP_USD,SHORT,1.4122,1.414661255891703,1.4099648037534624,1.4083480062557707,1.4059228100092331,415983.08,5,OVERLAP,1.5,0.0016167974976917191,49.08462433540102,33.91757228635926,1.4150082890721472,1.4150214121686497,-25.906212475617085,False,-0.0006312323705723737,12.738974515740452,-26.182890721471175,0.5609756097560731,13,4,key_level_break,1.4098479221435478,TP1+TP2+SL,2021-06-14 10:00:00+00:00,29.052915675970677,1208.5521345870566,4140,True
+2021-06-15 08:00:00+00:00,3,GBP_USD,SHORT,1.4084699999999999,1.4118057831915372,1.4066793170920546,1.405358861820091,1.4033781789121456,310549.66,4,LONDON,1.5,0.001320455271963642,25.47148333639074,36.49343077423813,1.411593959209368,1.413566901918043,-9.966666666667567,False,-3.9300969284539384e-05,27.159457826123568,-29.33959209368009,0.9085173501577568,8,1,key_level_break,1.4066332363210672,TP1+TP2+SL,2021-06-15 12:00:00+00:00,23.280811709282197,722.9848160841606,240,True
+2021-06-18 12:00:00+00:00,3,GBP_USD,SHORT,1.3846699999999998,1.3871925627338952,1.3812873117983147,1.3789055196638575,1.3753328314621722,413530.32,5,LONDON,1.5,0.002381792134456945,50.912095141565956,31.442589567458654,1.3956787283449703,1.405867345896325,-31.373725690475585,False,-0.00011652243402994174,50.89219359336778,-108.18728344970329,0.9653579676674655,12,4,key_level_break,1.3827006972463582,TP1+TP2+SL,2021-06-21 06:00:00+00:00,40.52727965859315,1675.925892594752,3960,True
+2021-06-24 11:00:00+00:00,3,GBP_USD,SHORT,1.3908999999999998,1.3939571598902991,1.387930520329103,1.3858242005485049,1.382664720877608,346699.38,5,LONDON,1.5,0.002106319780597998,27.98487320695018,34.086272379767166,1.3947645697046112,1.3975088893674352,-38.20725870718133,False,-0.00040655772345226374,35.991432068543666,-36.74569704611219,0.8232984293194027,11,3,key_level_break,1.3908999999999998,TP1+SL,2021-06-28 06:00:00+00:00,11.877918683587119,411.80670432900706,5460,True
+2021-06-29 11:00:00+00:00,3,GBP_USD,SHORT,1.38248,1.3842452560391467,1.38019423188256,1.3785437198042667,1.3760679516868268,602764.4,4,LONDON,1.5,0.0016505120782933332,35.70229281317199,31.861624036502334,1.3883601387004036,1.393234417279812,-15.890518978654011,False,-0.00033039640001859155,21.296363835126993,-56.9013870040358,0.6394230769229707,11,1,key_level_break,1.3842452560391467,SL,2021-06-29 13:00:00+00:00,-17.652560391467897,-1064.0334972826913,120,False
+2021-07-06 08:00:00+00:00,3,GBP_USD,SHORT,1.3853799999999998,1.3869178455095506,1.3835664634713483,1.3822307724522471,1.3802272359235956,684979.84,4,LONDON,1.5,0.001335691019101095,36.67180476377688,49.39194750224808,1.384225290125442,1.3857671871470887,-4.20000000000309,False,-0.00010871627657927795,36.308123249298866,13.447098745580366,0.6217391304347495,8,1,key_level_break,1.3853799999999998,TP1+SL,2021-07-06 11:00:00+00:00,7.254146114606285,496.8943844919635,180,True
+2021-07-06 14:00:00+00:00,3,GBP_USD,SHORT,1.3806699999999998,1.3842926874739834,1.3781999375780494,1.3764265626300822,1.3737665002081316,292148.33,5,OVERLAP,1.5,0.0017733749479670853,32.01844522865922,33.80901420261107,1.3842051651940412,1.3856751599884487,-33.90753866398421,False,-0.000737233034692523,32.64628594597421,-33.45165194041266,0.6437054631829223,14,1,key_level_break,1.3806699999999998,TP1+SL,2021-07-06 18:00:00+00:00,9.880249687801879,288.64984462743405,240,True
+2021-07-08 14:00:00+00:00,3,GBP_USD,SHORT,1.3758499999999998,1.3801720230878687,1.3728914307363949,1.370792384560658,1.367643815297053,245544.41,4,OVERLAP,1.5,0.00209904617573677,30.350178613302553,40.118735210911474,1.3796209088590512,1.3832195988390616,-12.086877673676,False,-9.369350850429493e-05,53.16228952517389,-35.80908859051268,0.7146596858639184,14,3,key_level_break,1.3801720230878687,SL,2021-07-09 10:00:00+00:00,-43.22023087868887,-1061.248609117144,1200,False
+2021-07-14 12:00:00+00:00,3,GBP_USD,LONG,1.38867,1.3854421653084037,1.3911285040747883,1.3928941734579803,1.3955426775327686,325492.54,4,LONDON,1.5,0.0017656693831921682,53.80596416297402,68.25720565786797,1.3844713348467206,1.3840653044826265,24.087468862086236,False,0.0008061979372095019,74.60133085302546,40.08665153279356,0.7558823529411496,12,2,key_level_break,1.3854421653084037,SL,2021-07-14 15:00:00+00:00,-32.27834691596376,-1050.636112467821,180,False
+2021-07-26 13:00:00+00:00,3,GBP_USD,LONG,1.3817400000000002,1.378173879009191,1.3845458629724263,1.3865431049540438,1.3895389679264698,291669.79,5,OVERLAP,1.5,0.001997241981617448,25.23417575754781,68.0917751661578,1.3753278004202076,1.3750454122714195,29.773129397001608,False,0.0005248629633521212,79.67779782288903,62.2219957979242,0.7628865979381486,13,0,key_level_break,1.378173879009191,SL,2021-07-27 07:00:00+00:00,-35.661209908091074,-1040.1297605038842,1080,False
+2021-07-27 14:00:00+00:00,3,GBP_USD,LONG,1.3882200000000002,1.3823916950028683,1.3912549149913949,1.3934048583189915,1.3966297733103863,176677.17,5,OVERLAP,1.5,0.0021499433275965567,37.892369060452566,71.4793102652436,1.3793692715612553,1.3765316877464484,71.96106436466954,False,0.00026043514990812145,91.95224816690445,86.60728438744769,0.832474226804142,14,1,key_level_break,1.3966297733103863,TP3,2021-07-29 08:00:00+00:00,49.69863986231581,878.0615043723149,2520,True
+2021-08-02 13:00:00+00:00,3,GBP_USD,LONG,1.3909900000000002,1.3883249257557846,1.393281222732646,1.394935371221077,1.397416593953723,389673.6,4,OVERLAP,1.5,0.0016541484884307674,23.281481018719145,48.033105060422315,1.3915202785459264,1.385924630648839,2.463567472259509,False,0.00012489312479048431,29.1885915452438,-7.202785459263783,0.7042801556420687,13,0,key_level_break,1.3883249257557846,SL,2021-08-02 16:00:00+00:00,-26.650742442155817,-1038.509075010765,180,False
+2021-08-03 15:00:00+00:00,3,GBP_USD,LONG,1.3906900000000002,1.3883193115262917,1.392998065421125,1.3946634423685416,1.3971615077896666,433681.61,4,OVERLAP,1.5,0.0016653769474166166,34.58399632221191,50.330631350993336,1.3906158200134517,1.3868456539334526,-2.6843887631877728,False,3.6598269461166316e-06,21.76749703440017,-1.1582001345167292,0.703125000000009,15,1,key_level_break,1.3920814219562367,TP1+TP2+SL,2021-08-04 08:00:00+00:00,27.90887507113737,1210.356587413972,1020,True
+2021-08-05 14:00:00+00:00,3,GBP_USD,LONG,1.3934400000000002,1.3894912340416998,1.3962512978749009,1.3982521631248348,1.4012534609997358,263431.05,5,OVERLAP,1.5,0.002000865249933899,32.72995564570918,60.9645335824136,1.3909218774947882,1.388457350461747,12.055704929820887,False,0.00035015908348470456,33.450653733492224,23.281225052118604,0.5023255813953899,14,3,key_level_break,1.3894912340416998,SL,2021-08-06 12:00:00+00:00,-39.48765958300404,-1040.2275625993316,1320,False
+2021-08-09 12:00:00+00:00,3,GBP_USD,LONG,1.3885,1.3866941057503814,1.390619682748856,1.3921594712480934,1.3944691539969494,570257.8,4,LONDON,1.5,0.0015397884992373722,31.728292255359122,51.49974247060295,1.3888605453798075,1.3887563546576411,8.056500395390298,False,0.00033773503684815206,65.45454545454261,-5.505453798075877,0.6692913385827529,12,0,key_level_break,1.3866941057503814,SL,2021-08-09 13:00:00+00:00,-18.058942496186337,-1029.825281820173,60,False
+2021-08-16 13:00:00+00:00,3,GBP_USD,SHORT,1.38299,1.3847692981078337,1.3808787723431657,1.3793446205719428,1.3770433929151087,572993.93,5,OVERLAP,1.5,0.001534151771222857,24.750007813670308,40.037805608683925,1.3846812847325727,1.385681419052495,-24.82541231723312,False,-0.0002314304821290418,42.54056437389966,-15.012847325726053,0.7432432432432114,13,0,key_level_break,1.3847692981078337,SL,2021-08-16 14:00:00+00:00,-17.792981078337267,-1019.5270154492109,60,False
+2021-08-16 15:00:00+00:00,3,GBP_USD,SHORT,1.3845299999999998,1.3870772746156548,1.3822381761530358,1.3805836269217262,1.378101803074762,396239.87,5,OVERLAP,1.5,0.0016545492313094887,27.22773059845726,48.35981878081105,1.3847257072829322,1.3856732178881184,-6.882399170513587,False,-0.00021124031962945042,35.51744149570346,-0.057072829322546426,0.6898734177215786,15,0,key_level_break,1.378101803074762,TP3,2021-08-17 12:00:00+00:00,37.8091815514261,1498.1505182743476,1260,True
+2021-08-17 12:00:00+00:00,3,GBP_USD,SHORT,1.37716,1.3799250224081876,1.3751224327754374,1.3736373879590622,1.3714098207344996,370453.87,5,LONDON,1.5,0.0014850448163751307,62.798093997009325,25.64364931758095,1.3829444791622671,1.3849685281712858,-18.487493965466673,False,-0.00044162465867072327,14.936499976154531,-55.94479162267074,0.524475524475492,12,1,key_level_break,1.3752882342110122,TP1+TP2+SL,2021-08-18 02:00:00+00:00,25.984248639976396,962.5965467721492,840,True
+2021-08-26 08:00:00+00:00,3,GBP_USD,SHORT,1.3733,1.3746938287601902,1.3716885137194297,1.370487522865716,1.3686860365851454,741797.88,4,LONDON,1.5,0.0012009908537136517,28.57814280774277,45.226545965539934,1.37323598908465,1.3736631289278758,-3.266666666665863,False,-0.0002996386909018577,26.337043572690124,2.5401091535015574,0.7078651685391772,8,3,key_level_break,1.3746938287601902,SL,2021-08-26 10:00:00+00:00,-13.9382876019023,-1033.939219392141,120,False
+2021-08-26 12:00:00+00:00,3,GBP_USD,SHORT,1.3716599999999999,1.3734946987336818,1.3699059037989543,1.3686098396649238,1.366665743463878,557911.67,5,LONDON,1.5,0.0012960641340304712,35.936436713763,38.37626278170093,1.3732570369056556,1.3736532615154449,-15.4669171352384,False,-0.00045800427870535,14.315925252797056,-14.070369056555787,0.8837209302325671,12,3,key_level_break,1.3734946987336818,SL,2021-08-26 14:00:00+00:00,-18.346987336819165,-1023.5998344553634,120,False
+2021-08-31 11:00:00+00:00,3,GBP_USD,LONG,1.3790200000000001,1.3761156145257887,1.3809260135654904,1.382323355942484,1.3844193695079745,348908.17,4,LONDON,1.5,0.001397342376993599,32.56517186330389,61.8972272143703,1.3759048103038487,1.3742673492431328,14.881330471754328,False,3.262996192899691e-05,42.39456998170244,29.25189696151298,0.7548638132296039,11,1,key_level_break,1.3761156145257887,SL,2021-08-31 13:00:00+00:00,-29.043854742114572,-1013.3638207817016,120,False
+2021-09-01 12:00:00+00:00,3,GBP_USD,LONG,1.3788500000000001,1.3760622975043546,1.3807943574869357,1.382217262478226,1.3843516199651618,359877.07,5,LONDON,1.5,0.0014229049912904542,33.931320876391894,67.92547719376029,1.3755823115675962,1.3745176931523801,23.056046951617226,False,0.00039260471390880556,76.93046256399093,30.776884324037468,0.8809523809523951,12,2,key_level_break,1.3843516199651618,TP3,2021-09-03 00:00:00+00:00,32.249719790969245,1160.5934666695025,2160,True
+2021-09-08 15:00:00+00:00,3,GBP_USD,LONG,1.3764900000000002,1.3726326244935578,1.3787633765193263,1.3804056275322105,1.3828690040515368,263089.79,4,OVERLAP,1.5,0.0016422510128841995,44.32688208718143,43.503316164571075,1.379116165376905,1.379110177684816,4.716380761018435,False,1.6719430237212935e-05,44.84372408236887,-28.161653769049888,0.767647058823514,15,2,key_level_break,1.3828690040515368,TP3,2021-09-09 11:00:00+00:00,37.514024309218904,986.9556777567296,1200,True
+2021-09-13 12:00:00+00:00,3,GBP_USD,LONG,1.3837700000000002,1.381481590246523,1.385540229260431,1.3868470487673852,1.3888072780278164,447780.68,4,LONDON,1.5,0.0013068195069540775,32.21609308826485,51.95872010118084,1.3830863303923755,1.3809599654278557,11.482991847859836,False,2.2665053578736988e-05,83.16568816630388,4.9366960762453616,0.6315789473683664,12,0,key_level_break,1.381481590246523,SL,2021-09-13 14:00:00+00:00,-22.88409753477216,-1024.7056755306603,120,False
+2021-09-14 12:00:00+00:00,3,GBP_USD,LONG,1.3904500000000002,1.387825292137551,1.392754123587348,1.39441687264558,1.396910996232928,386503.44,5,LONDON,1.5,0.0016627490582319725,32.96235669884628,69.85464306431139,1.3843384106614116,1.3817914986745075,27.98345443174588,False,0.0004300386263973398,56.528123297162665,59.2158933858844,0.8825622775800562,12,1,key_level_break,1.387825292137551,SL,2021-09-14 13:00:00+00:00,-26.247078624492826,-1014.4586178316946,60,False
+2021-09-15 13:00:00+00:00,3,GBP_USD,LONG,1.38521,1.3827496506631782,1.3873360480104648,1.3888800800174415,1.3911961280279064,408199.77,5,OVERLAP,1.5,0.0015440320069766264,27.6258222870214,61.36699043886142,1.3830054000439667,1.3818967632624826,20.164689268846736,False,0.00040268071116504817,53.94683487355085,20.145999560332584,0.7925072046108765,13,2,key_level_break,1.3827496506631782,SL,2021-09-15 14:00:00+00:00,-24.60349336821821,-1004.3140334103199,60,False
+2021-09-17 14:00:00+00:00,3,GBP_USD,SHORT,1.37445,1.3776683215209715,1.3720541263461765,1.3703302105769608,1.3677443369231375,308940.82,5,OVERLAP,1.5,0.0017239157692156796,23.148173097802832,28.855682662927364,1.3803277414000026,1.381410811010547,-37.81929690177543,False,-0.000245829334212502,24.7242924899107,-56.87741400002499,0.794797687861212,14,4,key_level_break,1.3677443369231375,TP3,2021-09-20 07:00:00+00:00,39.473978461175285,1219.512327445783,3900,True
+2021-09-24 11:00:00+00:00,3,GBP_USD,SHORT,1.36733,1.3701195600607352,1.3651333198177942,1.3635421996963235,1.3611555195141176,360797.4,4,LONDON,1.5,0.00159112012147062,34.26721850340352,36.717505859696374,1.3694193088522155,1.372157451157781,-25.2953824138058,False,-0.0007327192236551187,10.250448533057364,-18.993088522154533,0.8508064516128234,11,4,key_level_break,1.3701195600607352,SL,2021-09-27 08:00:00+00:00,-27.895600607352748,-1006.4660170571292,4140,False
+2021-10-13 13:00:00+00:00,3,GBP_USD,LONG,1.3640200000000002,1.3592021938213956,1.3667394185358128,1.3686790308930215,1.3715884494288342,206816.41,5,OVERLAP,1.5,0.00193961235720854,23.309523556200936,60.09289907150231,1.3608975438316522,1.36036342910069,18.43783388477016,False,0.00017520353993921906,48.27099648241438,29.32456168347919,0.8169811320754905,13,2,key_level_break,1.3715884494288342,TP3,2021-10-14 08:00:00+00:00,44.650696573003124,923.449676922781,1140,True
+2021-10-15 13:00:00+00:00,3,GBP_USD,LONG,1.37566,1.372351541637127,1.3779441250886184,1.379593541814364,1.3820676669029828,303959.05,5,OVERLAP,1.5,0.0016494167257456846,45.70778448016443,70.66190097493424,1.368366301623054,1.3635760468640443,16.536600936820633,False,0.0005931863190656449,74.60483117978372,71.0369837694591,0.8495934959348845,13,4,key_level_break,1.372351541637127,SL,2021-10-18 06:00:00+00:00,-33.08458362873079,-1005.6358609434564,3900,False
+2021-10-26 08:00:00+00:00,3,GBP_USD,LONG,1.3785900000000002,1.376063377978359,1.3805241517792086,1.3819402529653475,1.3840644047445558,394035.79,5,LONDON,1.5,0.0014161011861389622,28.311693162526122,58.04958241952314,1.3771316286118644,1.375030937727936,5.533333333334056,False,0.00022054492260079018,75.31230674087736,12.683713881356251,0.6476190476190637,8,1,key_level_break,1.379664070403495,TP1+TP2+SL,2021-10-26 12:00:00+00:00,23.285759785212523,917.5422752716447,240,True
+2021-10-28 13:00:00+00:00,3,GBP_USD,LONG,1.37844,1.3744438576984825,1.3809255697616953,1.3827092829361587,1.385384852697854,251431.22,5,OVERLAP,1.5,0.0017837131744635306,23.39730399622753,63.51817531094026,1.3753717890463137,1.3752141027516058,24.62320300768095,False,0.0003970071790717521,67.08130897809902,28.782109536862333,0.7515723270440006,13,3,key_level_break,1.37844,TP1+SL,2021-10-29 06:00:00+00:00,9.942279046780913,249.9799350312562,1020,True
+2021-11-04 08:00:00+00:00,3,GBP_USD,SHORT,1.3641899999999998,1.3660111160158104,1.3621536519525688,1.360669419920948,1.3584430718735168,553097.51,4,LONDON,1.5,0.001484232031620812,26.974548811973385,41.412012862922225,1.3657425317463572,1.3696538896712482,-1.8666666666677934,False,-0.0004540242494409134,22.982329118106943,-13.62531746357254,0.5183823529412149,8,3,key_level_break,1.3641899999999998,TP1+SL,2021-11-04 11:00:00+00:00,8.145392189724099,450.5196138109847,180,True
+2021-11-10 11:00:00+00:00,3,GBP_USD,SHORT,1.3508499999999999,1.3528522720276093,1.3485931839171723,1.3469619731952873,1.3445151571124596,505305.93,4,LONDON,1.5,0.0016312107218850885,39.73057926331613,29.594720822453965,1.3547523373746129,1.3593642415296414,-18.649590429127283,False,-0.000492185874388095,27.265270942807035,-37.12337374612851,0.6516129032258028,11,2,key_level_break,1.3508499999999999,TP1+SL,2021-11-10 14:00:00+00:00,9.027264331310292,456.1530198288575,180,True
+2021-11-10 15:00:00+00:00,3,GBP_USD,SHORT,1.3472799999999998,1.3518417836677568,1.3442446489967295,1.342094414994549,1.3388690639912786,222790.37,4,OVERLAP,1.5,0.002150234002180326,48.3870095079812,25.958140120523453,1.3540833149627791,1.359007317268156,-39.0369297380877,False,-0.0006765849382082106,40.169054516662065,-66.13314962779171,0.8468468468468822,15,2,key_level_break,1.3429705592038395,TP1+TP2+SL,2021-11-11 06:00:00+00:00,41.502625627205084,924.6385319456502,900,True
+2021-11-16 14:00:00+00:00,3,GBP_USD,SHORT,1.3422699999999999,1.3444293176976982,1.3394770469069048,1.3374884115115082,1.3345054584184133,474949.95,4,OVERLAP,1.5,0.0019886353953966966,22.153284479923034,46.495421852888704,1.3428939240052418,1.3482397332297997,-24.51841529599319,False,-1.8245289851059453e-05,40.30112021110454,-4.339240052417814,0.768348623853217,14,1,key_level_break,1.3444293176976982,SL,2021-11-16 15:00:00+00:00,-21.593176976983926,-1025.5678325559668,60,False
+2021-11-19 12:00:00+00:00,3,GBP_USD,SHORT,1.3417899999999998,1.3437393718982358,1.3390318843052926,1.3370664738421543,1.334118358147447,520840.67,4,LONDON,1.5,0.0019654104631382707,35.239981249938516,31.17537366680655,1.347124288472902,1.3476026799670555,-17.440891906943534,False,-0.0007723693401869441,26.306540392305976,-51.44288472902048,0.7136038186157776,12,4,key_level_break,1.3437393718982358,SL,2021-11-19 13:00:00+00:00,-19.49371898235963,-1015.3121655563908,60,False
+2021-11-22 15:00:00+00:00,3,GBP_USD,SHORT,1.3398199999999998,1.3422793282265872,1.3370553486535712,1.3350855810892854,1.332130929742857,408712.85,4,OVERLAP,1.5,0.0019697675642857643,29.001586348307146,32.70872629944883,1.3448643084818874,1.346727941023041,-26.690910930740053,False,-0.00011306422773205355,50.86158997528661,-48.54308481887504,0.761538461538516,15,0,key_level_break,1.3375629135459313,TP1+TP2+SL,2021-11-23 14:00:00+00:00,34.51045393670871,1410.4865983265936,1380,True
+2021-12-08 12:00:00+00:00,3,GBP_USD,SHORT,1.3191099999999998,1.3214107416301888,1.3162177751094335,1.3141629585157226,1.3110807336251562,443015.37,4,LONDON,1.5,0.002054816593710952,39.42566766268192,25.891031466462564,1.3247015517601526,1.3288120807997443,-23.79712009163093,False,-0.0004754272757978443,38.275700806029896,-54.015517601526675,0.6430769230769733,12,2,key_level_break,1.3214107416301888,SL,2021-12-08 13:00:00+00:00,-23.00741630189007,-1019.2639045725862,60,False
+2021-12-22 13:00:00+00:00,3,GBP_USD,LONG,1.33308,1.3297493951699282,1.3354468144902152,1.337151357483692,1.339708171973907,302969.38,5,OVERLAP,1.5,0.001704542993476796,46.49048237866974,73.8054576532365,1.3259018356454522,1.325371415048171,28.847017769386696,False,0.0005717573223333035,83.91998117794135,69.88164354547743,0.9473684210525606,13,2,key_level_break,1.339708171973907,TP3,2021-12-23 09:00:00+00:00,39.00903184344217,1181.8542192007933,1200,True
+2021-12-23 11:00:00+00:00,3,GBP_USD,LONG,1.3435000000000001,1.3406842935006635,1.3455921194980098,1.347113532496683,1.3493956519946926,362569.68,4,LONDON,1.5,0.0015214129986731455,59.53834357275999,84.67208168678086,1.3321813013797499,1.3275224024969752,28.600131401741447,False,0.0004911350491407142,95.44407549317314,111.28698620250121,0.8457446808510066,11,3,key_level_break,1.3406842935006635,SL,2021-12-23 14:00:00+00:00,-28.15706499336601,-1020.8898044383916,180,False
+2021-12-29 13:00:00+00:00,3,GBP_USD,LONG,1.3456400000000002,1.3415429608631708,1.3477331174104878,1.3492551956841463,1.351538313094634,246685.69,5,OVERLAP,1.5,0.0015220782736584837,32.309548042254534,60.34535291240524,1.3427180266408174,1.3367468214953884,24.259143349678602,False,0.0001691374031341931,78.71362424352158,27.319733591826267,0.7020202020201703,13,2,key_level_break,1.3478587958186488,TP1+TP2+SL,2021-12-30 06:00:00+00:00,27.27084401583246,672.7326972928001,1020,True
+2021-12-30 14:00:00+00:00,3,GBP_USD,LONG,1.3512600000000001,1.3493242967689136,1.3536791096932588,1.3554185161554313,1.35802762584869,525601.35,5,OVERLAP,1.5,0.001739406462172507,36.18363906275966,60.42948992568589,1.3464250761941634,1.3393570934116001,24.520002884242942,False,8.236095798686168e-05,79.68121195678707,46.44923805836587,0.6545454545454902,14,3,key_level_break,1.3493242967689136,SL,2021-12-30 15:00:00+00:00,-19.357032310864938,-1017.4082314584232,60,False
+2021-12-31 08:00:00+00:00,3,GBP_USD,LONG,1.352,1.350102828045937,1.3537281825288554,1.3550069708814259,1.3569251534102813,530913.47,4,LONDON,1.5,0.0012787883525703571,30.0056941836678,62.24259463954843,1.3482855514832102,1.3411083555661993,4.366666666668628,False,3.309953810278637e-05,95.38230875033094,35.244485167897906,0.7239263803681625,8,4,key_level_break,1.350102828045937,SL,2021-12-31 10:00:00+00:00,-18.97171954063026,-1007.2341453182818,120,False
+2022-01-04 13:00:00+00:00,3,GBP_USD,LONG,1.3516400000000002,1.3491515518052823,1.3539953445841535,1.3556922409735892,1.3582375855577427,400716.32,4,OVERLAP,1.5,0.0016968963894356491,27.990663543506557,59.61900810880458,1.3489732863127455,1.344574485083867,17.16282435394456,False,0.0004418907646764218,58.26087179566016,24.767136872545503,0.9875776397515403,13,1,key_level_break,1.3528471963385733,TP1+TP2+SL,2022-01-05 09:00:00+00:00,28.044734908115657,1123.7982967755645,1200,True
+2022-01-05 15:00:00+00:00,3,GBP_USD,LONG,1.3567300000000002,1.3544027243138836,1.3587918270583486,1.3602930450972475,1.362544872155596,433296.24,4,OVERLAP,1.5,0.001501218038898944,43.69049429895224,67.32533810266507,1.3520228837234813,1.3466317924294757,20.475725684436785,False,0.00012516597040642871,75.50848833057567,45.1711627651874,0.8657407407407827,15,2,key_level_break,1.3567300000000002,TP1+SL,2022-01-05 19:00:00+00:00,8.247308233393369,357.35276476503896,240,True
+2022-02-03 15:00:00+00:00,3,GBP_USD,LONG,1.3611000000000002,1.3589762669983396,1.364341199004981,1.3666286650083015,1.3700598640132824,476506.85,5,OVERLAP,1.5,0.002287466003320578,42.522614114441886,71.49257201726836,1.3543585305371564,1.350714932550754,27.780837726059104,False,0.00032394423522049223,62.957153960637775,65.51469462843684,0.5824175824175494,15,3,key_level_break,1.3589762669983396,SL,2022-02-03 19:00:00+00:00,-21.237330016605767,-1011.9733228623263,240,False
+2022-02-08 08:00:00+00:00,3,GBP_USD,LONG,1.3542600000000002,1.3514232513154143,1.3562602460537572,1.3577204100895952,1.3599106561433523,353169.67,4,LONDON,1.5,0.0014601640358380334,26.086921135182358,55.01577262829051,1.3535198320530744,1.352468182115179,5.60000000000116,False,8.41984675155302e-05,72.93422810234419,5.501679469257503,0.8737373737374354,8,1,key_level_break,1.3542600000000002,TP1+SL,2022-02-08 12:00:00+00:00,8.000984215027707,282.5704954896544,240,True
+2022-02-08 13:00:00+00:00,3,GBP_USD,LONG,1.3540200000000002,1.3513299580141225,1.3563001259576324,1.3579468765960538,1.3604170025536861,373480.9,4,OVERLAP,1.5,0.0016467506384215173,22.212223521232147,51.730250588767454,1.3536573482814755,1.3525580613757986,-2.5595097369035535,False,0.00010948923861120783,41.59841197210249,1.726517185245413,0.5400843881857295,13,1,key_level_break,1.3540200000000002,TP1+SL,2022-02-09 07:00:00+00:00,9.120503830528648,340.6333979079287,1080,True
+2022-02-09 08:00:00+00:00,3,GBP_USD,LONG,1.3569900000000001,1.3545286988047447,1.3587489035857654,1.3600481726429423,1.361997076228708,409574.27,4,LONDON,1.5,0.0012992690571769633,21.046696622510872,62.14719395800178,1.3544865243609108,1.353004652195283,6.133333333333546,False,7.989028235559192e-05,46.741181194571006,23.134756390892353,0.5239726027397307,8,2,key_level_break,1.3569900000000001,TP1+SL,2022-02-09 11:00:00+00:00,7.035614343060992,288.16066085607355,180,True
+2022-02-10 15:00:00+00:00,3,GBP_USD,LONG,1.36169,1.359113810193164,1.364518569420508,1.36653094903418,1.369549518454688,392427.31,5,OVERLAP,1.5,0.0020123796136720376,43.21330270271982,71.15919946015792,1.3550778087834283,1.3535898058073534,51.2699928819571,False,0.0005762859619277425,66.92440482193084,64.22191216571615,0.9288135593220194,15,3,key_level_break,1.359113810193164,SL,2022-02-10 19:00:00+00:00,-25.7618980683616,-1010.9672359461339,240,False
+2022-02-11 15:00:00+00:00,3,GBP_USD,LONG,1.3604500000000002,1.358213134632859,1.3638439294347566,1.3662332157245942,1.3698171451593508,447437.55,5,OVERLAP,1.5,0.0023892862898377155,32.52807555869475,62.66798325983061,1.3557837870672607,1.3541633992221127,31.839683945720232,False,0.000510063422528197,59.97529583240739,44.76212932739365,0.8004866180048585,15,4,key_level_break,1.358213134632859,SL,2022-02-11 18:00:00+00:00,-22.36865367141183,-1000.8575595535015,180,False
+2022-02-15 14:00:00+00:00,3,GBP_USD,SHORT,1.34875,1.35341631301734,1.3458241378710565,1.343746896451761,1.3406310343228174,212340.87,5,OVERLAP,1.5,0.0020772414192956417,27.92619520835921,33.472705544945086,1.3538849859500128,1.3540139717404303,-51.39852254727239,False,-0.00024432155676105505,23.584984079103425,-49.449859500128035,0.8085758039815977,14,1,key_level_break,1.35341631301734,SL,2022-02-15 16:00:00+00:00,-46.66313017340107,-990.8489657943234,120,False
+2022-02-16 14:00:00+00:00,3,GBP_USD,LONG,1.3575700000000002,1.3545949130793036,1.3599709750478037,1.3616982917463396,1.3642892667941435,329718.26,5,OVERLAP,1.5,0.0017273166985358594,29.815783112754836,62.53742900875194,1.354560742214989,1.3541716957076853,13.511224159281632,False,0.00012178867024840274,45.572062112225886,28.1925778501102,0.5734597156398463,14,2,key_level_break,1.3575700000000002,TP1+SL,2022-02-17 03:00:00+00:00,9.603900191214265,316.6581260260835,780,True
+2022-03-01 15:00:00+00:00,3,GBP_USD,SHORT,1.3349699999999998,1.3374035636987318,1.331859308903804,1.3296588481730067,1.3263581570768108,404389.28,4,OVERLAP,1.5,0.00220046073079728,25.547881892905973,33.50216345967364,1.3405911490613776,1.3474601796036942,-46.44253664275899,False,-0.0006258173719117605,21.879777941780443,-54.31149061377649,0.9106753812636578,15,1,key_level_break,1.3310196225252138,TP1+TP2+SL,2022-03-02 09:00:00+00:00,41.58812664232725,1681.7792589439537,1080,True
+2022-03-03 15:00:00+00:00,3,GBP_USD,SHORT,1.33377,1.3373831468007045,1.330673059597886,1.3284817659964767,1.3251948255943626,277023.03,4,OVERLAP,1.5,0.0021912936014093568,24.41895943207333,37.41505189255388,1.3371098728518214,1.3429072045596502,-33.177551544412154,False,-0.0006753704055326556,20.68212737072425,-31.498728518213337,0.6305555555555457,15,3,key_level_break,1.3251948255943626,TP3,2022-03-04 13:00:00+00:00,50.69104643382305,1404.2587276968356,1320,True
+2022-03-10 08:00:00+00:00,3,GBP_USD,SHORT,1.3156199999999998,1.3199472600833113,1.3128082197500663,1.3108070329167774,1.307805252666844,234551.99,4,LONDON,1.5,0.002001186833288985,29.32418976394465,48.47146964816851,1.3157868708805593,1.3253616826465597,-8.20000000000043,False,-0.00017431331913479362,71.9365567978528,0.2312911944057916,0.7406639004149458,8,3,key_level_break,1.307805252666844,TP3,2022-03-11 01:00:00+00:00,46.128483998935096,1081.9527717633384,1020,True
+2022-03-25 14:00:00+00:00,3,GBP_USD,LONG,1.32102,1.3185703864683909,1.3238213405948276,1.325815567658046,1.3288069082528737,418754.62,4,OVERLAP,1.5,0.0019942270632184573,22.36530904077373,54.98415485806048,1.319618194342637,1.317874523586139,21.87145749591446,False,6.33555044064077e-05,71.27593233120845,12.118056573628966,0.5365853658536546,14,4,key_level_break,1.3185703864683909,SL,2022-03-25 16:00:00+00:00,-24.496135316092182,-1025.786983575876,120,False
+2022-03-28 11:00:00+00:00,3,GBP_USD,SHORT,1.3112199999999998,1.3136594650053932,1.30801560498382,1.3057526749730333,1.3023582799568534,416291.73,4,LONDON,1.5,0.0022629300107866405,37.11385477738873,36.47303380202914,1.317491496312325,1.3175597709552864,-29.351694091916958,False,-0.00027429921149963636,33.301128075092144,-60.81496312325019,0.7779886148007417,11,0,key_level_break,1.3112199999999998,TP1+SL,2022-03-29 07:00:00+00:00,12.817580064719003,533.5852579555386,1200,True
+2022-04-01 12:00:00+00:00,3,GBP_USD,SHORT,1.3109899999999999,1.3133837653196023,1.3086967040411934,1.307041173401989,1.3045578774431827,426468.28,4,LONDON,1.5,0.0016555306392043233,25.60908928909778,40.48176938741515,1.3131124033033355,1.314322157333516,-14.85722016178137,False,-0.00014897023179894357,50.82184854408828,-19.324033033354393,0.6865671641791242,12,4,key_level_break,1.3109899999999999,TP1+SL,2022-04-01 15:00:00+00:00,9.173183835225807,391.2071932332554,180,True
+2022-04-05 15:00:00+00:00,3,GBP_USD,SHORT,1.3097299999999998,1.311606123632304,1.3069444862459447,1.304960810409908,1.3019852966558527,546220.42,4,OVERLAP,1.5,0.0019836758360368256,35.06814760583071,41.962887502139154,1.312109005201005,1.3132516255288742,-32.40486666878706,False,-7.768918314509364e-05,41.486858333649636,-21.890052010049565,0.9281437125748475,15,1,key_level_break,1.3075554522439718,TP1+TP2+SL,2022-04-06 08:00:00+00:00,34.56790888864391,1888.1697711676813,1020,True
+2022-05-05 11:00:00+00:00,3,GBP_USD,SHORT,1.2392199999999998,1.24876280251828,1.2331015924451603,1.2288959874086003,1.2225875798537607,109366.06,5,LONDON,1.5,0.004205605036559818,34.551493438889,28.270243174487263,1.2537229985082214,1.260666355413057,-98.54580415316727,False,-0.0016530538159588845,52.07461504011686,-143.1299850822154,0.7652958876629974,11,3,key_level_break,1.2338613078381504,TP1+TP2+SL,2022-05-06 07:00:00+00:00,76.48706490865465,836.5088930023819,1200,True
+2022-05-11 12:00:00+00:00,3,GBP_USD,SHORT,1.22854,1.2335411843225954,1.224556447032214,1.221774078387023,1.2176005254192368,210354.94,4,LONDON,1.5,0.0027823686451908325,30.526644113981554,38.9039335004993,1.2335845877103855,1.2436562644028477,-52.005358418958366,False,-9.391540713609504e-05,28.256765816307816,-48.545877103853826,0.7904328018223165,12,2,key_level_break,1.2335411843225954,SL,2022-05-11 13:00:00+00:00,-50.01184322595442,-1052.0238281085049,60,False
+2022-05-19 13:00:00+00:00,3,GBP_USD,LONG,1.2489700000000001,1.245544369693316,1.2532818909200525,1.2562831515334207,1.2607850424534734,304032.69,4,OVERLAP,1.5,0.0030012606133683352,38.02880464674456,70.32305385264331,1.2391613933812013,1.2365843849464648,65.69071670715631,False,0.0014021811581469829,92.59122483037983,96.18606618798653,0.8902255639097573,13,3,key_level_break,1.245544369693316,SL,2022-05-20 00:00:00+00:00,-34.25630306684191,-1041.5035970867195,660,False
+2022-07-13 12:00:00+00:00,3,GBP_USD,SHORT,1.18532,1.1887577224005175,1.180784332798448,1.177633887997413,1.1729082207958608,299933.63,4,LONDON,1.5,0.0031504448010347998,32.27878786986555,40.58504452839382,1.1902493516461543,1.1985091711812152,-38.83163256843902,False,-2.698483321987447e-05,63.07719679912145,-47.39351646154244,0.6638795986621953,12,2,key_level_break,1.1887577224005175,SL,2022-07-13 13:00:00+00:00,-34.3772240051754,-1031.0885585195397,60,False
+2022-07-22 13:00:00+00:00,3,GBP_USD,LONG,1.20378,1.1977872801303484,1.2085831596089545,1.2119119326815908,1.2169050922905453,170336.29,5,OVERLAP,1.5,0.003328773072636348,22.17202952342036,63.945824731838776,1.1970849091985616,1.1957953906450247,70.22628205182623,False,0.0003930152214539083,69.43188302735406,65.05090801438351,0.8255319148936093,13,4,key_level_break,1.1977872801303484,SL,2022-07-22 18:00:00+00:00,-59.92719869651664,-1020.7776696057481,300,False
+2022-08-17 11:00:00+00:00,3,GBP_USD,SHORT,1.2076999999999998,1.2104479901846,1.2045885294462002,1.2023875490770004,1.1990860785232007,367748.73,4,LONDON,1.5,0.0022009803691998247,41.545082696136696,43.83932319066579,1.2092839847497798,1.2115547980560932,-16.92524439538934,False,-0.00025742184964449015,38.75967785995986,-13.939847497799196,0.5533980582524549,11,2,key_level_break,1.2076999999999998,TP1+SL,2022-08-17 18:00:00+00:00,12.445882215198267,457.69573783687497,420,True
+2022-08-18 15:00:00+00:00,3,GBP_USD,SHORT,1.19664,1.200386238384995,1.1927132848450148,1.1899688080750246,1.1858520929200393,270977.64,4,OVERLAP,1.5,0.002744476769990156,30.323812613041923,31.888753738189592,1.2054719459211831,1.2096855123170311,-63.230792365844835,False,-0.00048431088113199284,6.8136205655937045,-86.41945921183058,0.7461706783369674,15,3,key_level_break,1.1858520929200393,TP3,2022-08-19 10:00:00+00:00,63.96744247976294,1733.374660000191,1140,True
+2022-08-25 15:00:00+00:00,3,GBP_USD,SHORT,1.1799499999999998,1.1844326836777728,1.1762962346809667,1.1737337244682777,1.1698899591492442,230326.44,4,OVERLAP,1.5,0.0025625102126889347,33.080618137718766,45.16063553648132,1.1813942373891768,1.189974838414622,-23.430766246419488,False,-0.0002739345385666343,31.336352026008047,-12.542373891768488,0.8229166666666626,15,3,key_level_break,1.1844326836777728,SL,2022-08-26 10:00:00+00:00,-44.82683677772936,-1032.4805731475476,1140,False
+2022-10-03 14:00:00+00:00,3,GBP_USD,LONG,1.1281,1.121203545822212,1.1358718625333646,1.1411797708889408,1.1491416334223052,148214.69,4,OVERLAP,1.5,0.005307908355576345,40.379695472957316,64.74581131362065,1.1112381728157756,1.1056041914015307,57.339308906076965,False,0.0005116902926289718,73.27806702432338,166.7182718422433,0.8139860139860062,14,0,key_level_break,1.1348831189745323,TP1+TP2+SL,2022-10-04 09:00:00+00:00,96.97277163828532,1437.2789286809252,1140,True
+2022-11-02 08:00:00+00:00,3,GBP_USD,LONG,1.15128,1.1475799856622504,1.1545850430132487,1.1569150716887477,1.1604101147019965,280141.77,4,LONDON,1.5,0.0023300286754991393,21.545012324041004,53.04743084010352,1.1510905983932884,1.1464495681153308,2.1666666666675383,False,0.0002299796539868772,33.81282142128625,-0.0059839328847566264,0.5389408099688612,8,2,key_level_break,1.1475799856622504,SL,2022-11-02 14:00:00+00:00,-37.000143377496904,-1036.5285656025762,360,False
+2022-12-19 15:00:00+00:00,3,GBP_USD,SHORT,1.21284,1.2169140050146976,1.2087379849559077,1.2058766415931794,1.2015846265490868,251880.71,4,OVERLAP,1.5,0.002861343362728285,20.23269999554763,36.17117574532513,1.2204672754755395,1.2235767371889719,-55.609239954272915,False,-0.0002554237777492443,16.721547411873768,-74.37275475539406,0.6530920060331609,15,0,key_level_break,1.2169140050146976,SL,2022-12-19 16:00:00+00:00,-40.740050146976785,-1026.1632756456117,60,False
+2022-12-21 14:00:00+00:00,3,GBP_USD,SHORT,1.20929,1.2129240003847004,1.2050939988458982,1.202169998076497,1.1977839969223951,279554.64,4,OVERLAP,1.5,0.0029240007694012276,25.724263880246383,37.786640437636684,1.2158886980317198,1.2204556355350389,-35.339939208478555,False,-0.0006337106274053144,42.857971312476344,-64.08698031719729,0.8972868217054,14,2,key_level_break,1.2129240003847004,SL,2022-12-21 15:00:00+00:00,-36.340003847004084,-1015.9016693047844,60,False
+2022-12-22 11:00:00+00:00,3,GBP_USD,SHORT,1.2042599999999999,1.2076713141188447,1.2003910576434658,1.197685096072443,1.1936261537159085,294825.57,5,LONDON,1.5,0.002705961571022848,26.14864082054445,32.67893126360019,1.2124065715146553,1.218413145937896,-47.53699648420317,False,-0.00026682007782239726,11.850803232091401,-79.56571514655231,0.815286624203837,11,3,key_level_break,1.2042599999999999,TP1+SL,2022-12-22 16:00:00+00:00,15.475769426136486,456.2652542249263,300,True
+2022-12-27 11:00:00+00:00,3,GBP_USD,SHORT,1.2035299999999998,1.2061062188567824,1.200701343429653,1.1986889057160885,1.1956702491457416,392165.94,5,LONDON,1.5,0.002012437713564561,35.365448518563156,36.65114624828937,1.2068968321620746,1.2119652436149146,-22.846877138025246,False,-0.00048365958716773175,15.531553828628438,-31.768321620746498,0.7294832826748233,11,1,key_level_break,1.2035299999999998,TP1+SL,2022-12-27 15:00:00+00:00,11.314626281387241,443.7211051388932,240,True
diff --git a/results/s3_expansion/trades_S3_GBP_USD_OOS.csv b/results/s3_expansion/trades_S3_GBP_USD_OOS.csv
new file mode 100644
index 0000000..95e3f39
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_USD_OOS.csv
@@ -0,0 +1,24 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-01-05 13:00:00+00:00,3,GBP_USD,SHORT,1.1917699999999998,1.195000269788688,1.1876631906339359,1.18479865105656,1.180501841690496,306126.26,4,OVERLAP,1.5,0.002864539577375968,31.057513037546958,23.68928730996882,1.202651289480937,1.2048820543478316,-74.1839814152212,False,-0.0011016495272496356,21.936755542819096,-106.91289480937004,0.8443298969072275,13,3,key_level_break,1.1917699999999998,TP1+SL,2023-01-05 17:00:00+00:00,16.427237464255562,502.8808767064439,240,True
+2023-01-17 14:00:00+00:00,3,GBP_USD,LONG,1.22917,1.223294148583049,1.232945554250852,1.2355892570847533,1.2395548113356052,169149.82,4,OVERLAP,1.5,0.0026437028339013307,23.54164350786119,69.57699986812808,1.2211145904924967,1.2157173548504399,47.50965758314018,False,0.001000329197173209,83.82790486289925,78.65409507503252,0.840262582056914,14,1,key_level_break,1.2395548113356052,TP3,2023-01-18 13:00:00+00:00,61.548868013630916,1041.0979945709428,1380,True
+2023-01-25 14:00:00+00:00,3,GBP_USD,LONG,1.2358600000000002,1.2329172827629826,1.239341485044385,1.2417891417406413,1.2454606267850261,341286.68,4,OVERLAP,1.5,0.002447656696256501,25.057536141287954,59.82317383944479,1.2338340032686463,1.2304773430429126,36.56239238363668,False,0.00038129755200180316,80.96586446864133,18.359967313537062,0.7773654916512307,14,2,key_level_break,1.2358600000000002,TP1+SL,2023-01-25 16:00:00+00:00,13.925940177538898,475.2737889070861,120,True
+2023-02-10 15:00:00+00:00,3,GBP_USD,SHORT,1.20735,1.2114952563409829,1.203851373834194,1.2013922897236566,1.1977036635578506,243425.94,4,OVERLAP,1.5,0.00245908411053737,21.461569465298012,39.56914926235308,1.2103864877247328,1.2150889872292916,-31.985117260242557,False,-0.0002776796409501294,42.281315956746376,-28.46487724732727,0.678160919540206,15,4,key_level_break,1.20735,TP1+SL,2023-02-13 12:00:00+00:00,13.994504663223495,340.6625452479563,4140,True
+2023-02-15 13:00:00+00:00,3,GBP_USD,SHORT,1.20115,1.2056036598124917,1.1972165205625251,1.194467534270875,1.1903440548334001,227334.28,4,OVERLAP,1.5,0.0027489862916499773,59.94672062753669,20.72955366537154,1.2124843860189876,1.2135786993375781,-47.20521708517333,False,-0.0014913991462442103,6.44356002485103,-111.44386018987484,0.668161434977555,13,2,key_level_break,1.2056036598124917,SL,2023-02-16 08:00:00+00:00,-44.53659812491795,-1012.4695468377572,1140,False
+2023-02-23 15:00:00+00:00,3,GBP_USD,SHORT,1.2021499999999998,1.2068152771527791,1.1988308352083294,1.1964913920138824,1.192982227222212,214852.16,5,OVERLAP,1.5,0.002339443194447009,23.508104571206616,39.78039228152324,1.2059804478287743,1.2068780169431979,-14.801481846211662,False,-4.75033006352533e-05,45.896138968257134,-36.404478287743736,0.7280701754386106,15,3,key_level_break,1.192982227222212,TP3,2023-02-24 14:00:00+00:00,54.24663666672691,1165.5007060581477,1380,True
+2023-04-21 13:00:00+00:00,3,GBP_USD,SHORT,1.2378699999999998,1.2406031177942736,1.2351920751886072,1.2332801253143453,1.2304122005029525,371004.82,5,OVERLAP,1.5,0.001911949874261828,49.8684434815432,33.97338993606826,1.2424074280156907,1.2428179700925508,-14.327965444309587,False,-0.000399371624386295,51.27223367185548,-43.47428015690768,0.6291262135922601,13,4,key_level_break,1.2406031177942736,SL,2023-04-21 14:00:00+00:00,-27.33117794273765,-1013.9998753033352,60,False
+2023-04-28 14:00:00+00:00,3,GBP_USD,LONG,1.2566400000000002,1.2498146997025563,1.260290900892331,1.2628515014872184,1.2666924023795494,147079.22,4,OVERLAP,1.5,0.0025606005948873188,35.18399412242627,72.47031193108023,1.2476618843230172,1.24530538518105,73.1337125419107,False,0.0005676178018166533,89.57338795880578,87.88115676982899,0.783045977011511,14,4,key_level_break,1.2498146997025563,SL,2023-05-01 15:00:00+00:00,-68.25300297443881,-1003.859844013814,4380,False
+2023-05-03 14:00:00+00:00,3,GBP_USD,LONG,1.25337,1.2493111610129901,1.2558615169610297,1.2576491949350497,1.2603307118960794,244853.58,5,OVERLAP,1.5,0.0017876779740198519,41.447793448180704,65.92462832643437,1.2495181839442875,1.24792998987971,20.949318508276527,False,0.00032132667884221956,55.85298614713702,36.618160557124746,0.8983606557376942,14,2,key_level_break,1.2548752571524375,TP1+TP2+SL,2023-05-03 19:00:00+00:00,30.093361889191424,736.8467392804084,300,True
+2023-05-12 14:00:00+00:00,3,GBP_USD,SHORT,1.24681,1.2520699426958941,1.2439368385789846,1.2418947309649742,1.2388315695439587,190342.33,5,OVERLAP,1.5,0.002042107614010358,33.649961582622446,30.929896487297114,1.2548501836812804,1.2565223039797464,-40.382665283551496,False,-4.0752075104543914e-05,22.89137652848878,-78.5018368128032,0.7988047808764597,14,4,key_level_break,1.2520699426958941,SL,2023-05-15 14:00:00+00:00,-52.59942695894137,-1001.1897484029715,4320,False
+2023-05-16 14:00:00+00:00,3,GBP_USD,SHORT,1.2493899999999998,1.2516937400141113,1.2465447799576663,1.2445212999294437,1.2414860798871101,430247.26,4,OVERLAP,1.5,0.0020234800282224645,38.43043276455836,42.66096524246923,1.251412543403487,1.2540294981504359,-20.288857688821604,False,-0.00031140090833166074,28.752055921052516,-18.325434034871524,0.7137546468401806,14,1,key_level_break,1.2452973832179264,TP1+TP2+SL,2023-05-17 11:00:00+00:00,39.040914015704864,1679.7246283152615,1260,True
+2023-05-18 12:00:00+00:00,3,GBP_USD,SHORT,1.2422499999999999,1.2449501650596144,1.239775504821157,1.2379991747019283,1.235334679523085,373301.28,5,LONDON,1.5,0.0017763301192287053,46.1092798730847,32.49824005646951,1.2473821135601362,1.2514254428460778,-11.379104493138836,False,-0.0005127488552022111,24.079255146972695,-49.421135601361854,0.5501519756839524,12,3,key_level_break,1.2422499999999999,TP1+SL,2023-05-18 16:00:00+00:00,9.897980715371624,369.4928870463543,240,True
+2023-05-22 13:00:00+00:00,3,GBP_USD,SHORT,1.2432999999999998,1.2461859048374395,1.2408622854876814,1.2391104758128024,1.2364827613004838,350555.57,4,OVERLAP,1.5,0.0017518096748790112,22.16051572929504,44.768908789585524,1.2445170017543639,1.2483181320090941,-13.631511548080066,False,-0.00013019772773565237,60.845030701574224,-10.270017543638765,0.8517241379310535,13,0,key_level_break,1.2404964882877099,TP1+TP2+SL,2023-05-23 13:00:00+00:00,32.11597822264345,1125.8435051946362,1440,True
+2023-06-01 13:00:00+00:00,3,GBP_USD,LONG,1.25109,1.2478027700525407,1.2542080534787416,1.2564134224645693,1.259721475943311,311182.5,4,OVERLAP,1.5,0.002205368985827798,29.43690397522414,73.60685980452588,1.2417867975783816,1.2402943288683135,43.79511366086275,False,0.0005953794589503652,95.11806914216261,91.13202421618283,0.6684636118597702,13,3,key_level_break,1.25109,TP1+SL,2023-06-02 12:00:00+00:00,12.472213914966446,388.1134706594046,1380,True
+2023-06-07 13:00:00+00:00,3,GBP_USD,LONG,1.2499900000000002,1.246046183773032,1.2523314486809045,1.2540190811348408,1.2565505298157453,260359.39,4,OVERLAP,1.5,0.001687632453936342,35.07647636654523,73.85918929709999,1.2434712108401007,1.2429365534408912,39.24348980219649,False,0.0007556713767857584,95.1078287167934,63.28789159899317,0.7456140350877151,13,2,key_level_break,1.246046183773032,SL,2023-06-07 14:00:00+00:00,-39.43816226968266,-1026.8095871255593,60,False
+2023-06-08 12:00:00+00:00,3,GBP_USD,LONG,1.24848,1.2461067585948478,1.2507334742154566,1.252362457025761,1.2548059312412174,428334.63,5,LONDON,1.5,0.0016289828103044051,49.70164624222698,63.640056962742406,1.244554089478735,1.2433756825553828,10.698327579961031,False,0.00025406805709324634,62.450514569469874,37.359105212648736,0.5171339563862659,12,3,key_level_break,1.2548059312412174,TP3,2023-06-08 15:00:00+00:00,37.19558744730467,1593.215818687389,180,True
+2023-06-13 14:00:00+00:00,3,GBP_USD,LONG,1.2606100000000002,1.2585708870921204,1.2630101958664954,1.2647369931108254,1.2673271889773208,506334.71,4,OVERLAP,1.5,0.0017267972443301516,60.99060832162134,73.91062781056587,1.254650425045951,1.2495928810695702,21.941169519856807,False,0.000801130969010775,77.94092322801994,57.695749540491725,0.5714285714286004,14,1,key_level_break,1.2673271889773208,TP3,2023-06-14 12:00:00+00:00,39.54313386392272,2002.206121748049,1320,True
+2023-07-05 13:00:00+00:00,3,GBP_USD,LONG,1.27313,1.2717098814571666,1.2751603556285007,1.2766405927141677,1.2788609483426683,741132.29,4,OVERLAP,1.5,0.0014802370856671003,22.462812207190535,63.52715091362638,1.2702963150366229,1.2693242392598516,18.596380462929663,False,5.9063416832046405e-05,62.70280975655063,26.436849633770798,0.6517857142857161,13,2,key_level_break,1.2717098814571666,SL,2023-07-05 14:00:00+00:00,-14.201185428335261,-1052.4957077216743,60,False
+2023-07-24 08:00:00+00:00,3,GBP_USD,SHORT,1.28141,1.2845507540589143,1.2789127378232572,1.2771212297054286,1.2744339675286858,331758.15,4,LONDON,1.5,0.0017915081178285896,25.07916424324099,32.20788894488079,1.2875667179240695,1.2929083250410964,-9.63333333333205,False,-0.00010162277604689048,32.05137236223907,-59.66717924069442,0.6942675159235434,8,0,key_level_break,1.2845507540589143,SL,2023-07-24 11:00:00+00:00,-31.407540589143405,-1041.9707561904129,180,False
+2023-07-24 13:00:00+00:00,3,GBP_USD,SHORT,1.2820799999999999,1.2846532100497494,1.2792753698507515,1.2772789497512527,1.2742843196020042,400881.01,4,OVERLAP,1.5,0.0019964200994989655,26.187353765898344,39.48529958761399,1.286821634012504,1.292447784288663,-8.876376747366521,False,-0.0002079186862913847,43.911244595323616,-45.516340125040244,0.5074626865671716,13,0,key_level_break,1.2846532100497494,SL,2023-07-25 06:00:00+00:00,-25.7321004974953,-1031.551043685742,1020,False
+2023-08-02 12:00:00+00:00,3,GBP_USD,SHORT,1.27216,1.2746239596194016,1.2692781211417954,1.2672302019029924,1.2641583230447877,414469.26,5,LONDON,1.5,0.0020479192388031123,21.670953141276566,29.445029663905544,1.2796893206892936,1.2850411624390148,-40.63609341959484,False,-0.0001938562773514909,19.778971244651377,-73.3932068929355,0.8008048289738304,12,2,key_level_break,1.27216,TP1+SL,2023-08-02 16:00:00+00:00,11.52751543281827,477.7800791078769,240,True
+2023-08-03 13:00:00+00:00,3,GBP_USD,SHORT,1.2655899999999998,1.2690163325867732,1.2620230022396803,1.259518337066134,1.2557613393058145,299449.43,4,OVERLAP,1.5,0.002504665173546364,58.1565071252599,34.22215289418672,1.273166343427954,1.2816617391193312,-6.189848434994261,False,-0.00023120730796794518,49.25178596308931,-73.86343427954189,0.5793650793650682,13,3,key_level_break,1.2690163325867732,SL,2023-08-03 14:00:00+00:00,-34.26332586773384,-1026.0133400997154,60,False
+2023-08-08 11:00:00+00:00,3,GBP_USD,SHORT,1.2695199999999998,1.2724522939844485,1.2672381180466545,1.2655901967444243,1.2631183147910792,346402.24,4,LONDON,1.5,0.0016479213022301995,42.18371217386703,26.50743641486335,1.274886196566037,1.27801309456283,-30.873251730567652,False,-0.0008003348709391631,4.164919185727785,-51.76196566037072,0.7253086419753021,11,1,key_level_break,1.2724522939844485,SL,2023-08-08 15:00:00+00:00,-29.32293984448719,-1015.7532045515616,240,False
diff --git a/results/s3_expansion/trades_S3_GBP_USD_test.csv b/results/s3_expansion/trades_S3_GBP_USD_test.csv
new file mode 100644
index 0000000..2b88139
--- /dev/null
+++ b/results/s3_expansion/trades_S3_GBP_USD_test.csv
@@ -0,0 +1,56 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-09-06 13:00:00+00:00,3,GBP_USD,SHORT,1.2527499999999998,1.2555051910416266,1.2501544268751204,1.2482973781252007,1.245511805000321,359321.73,4,OVERLAP,1.5,0.0018570487499197132,26.852058689712624,36.31938201690446,1.2580012425415195,1.2625626850599483,-19.991470817903867,False,-0.0001319840667602225,42.26337505930652,-50.61242541519517,0.663129973474817,13,2,key_level_break,1.245511805000321,TP3,2023-09-07 10:00:00+00:00,42.66916999807169,1533.1959981371215,1260,True
+2023-09-29 13:00:00+00:00,3,GBP_USD,SHORT,1.22139,1.2238512968865511,1.218540109340346,1.2165135155672435,1.2134736249075895,408456.19,5,OVERLAP,1.5,0.002026593773102656,50.036227698049636,49.27317797985324,1.2201767332627034,1.2248756771323126,-31.078328395204302,False,-7.918209301462694e-05,45.84269574023861,14.032667372967378,0.8577075098813702,13,4,key_level_break,1.22139,TP1+SL,2023-09-29 15:00:00+00:00,11.399562638615636,465.62219230352895,120,True
+2023-10-06 12:00:00+00:00,3,GBP_USD,SHORT,1.2120199999999999,1.2171340318993165,1.2089354043020508,1.2067523405034182,1.2034777448054692,197493.52,4,LONDON,1.5,0.0021830637986327206,33.11640441041454,34.442705166516035,1.216197902525001,1.2173861474725987,-55.417556605492635,False,-0.0004211674710033098,62.168869831201306,-39.87902525000919,0.806104129263918,12,4,key_level_break,1.2171340318993165,SL,2023-10-06 14:00:00+00:00,-51.14031899316585,-1009.9881611883178,120,False
+2023-10-11 13:00:00+00:00,3,GBP_USD,LONG,1.2332200000000002,1.2299406392398513,1.235808082280446,1.2376601371340767,1.240438219414523,304903.42,4,OVERLAP,1.5,0.0018520548536307081,30.382313361894393,73.1912907186279,1.2263196243495684,1.221313069947652,31.769702123967125,False,0.00013224256862832615,80.40945525755903,67.10375650431644,0.5368731563422279,13,2,key_level_break,1.2299406392398513,SL,2023-10-11 15:00:00+00:00,-32.79360760148897,-999.8883111831984,120,False
+2023-10-17 12:00:00+00:00,3,GBP_USD,SHORT,1.21386,1.2174420930940026,1.2111551492894208,1.2092252488157014,1.2063303981051223,276343.86,5,LONDON,1.5,0.0019299004737194396,39.815635884013034,37.38675604721094,1.218581295187066,1.2204833374069306,-19.737061572697723,False,-0.0005979317372530791,38.49690182626203,-45.312951870659646,0.8051948051948062,12,1,key_level_break,1.2174420930940026,SL,2023-10-17 14:00:00+00:00,-35.820930940027026,-989.8894324760497,120,False
+2023-10-31 13:00:00+00:00,3,GBP_USD,SHORT,1.21356,1.2171211744729353,1.2111484765811942,1.2094141276353236,1.2068126042165177,275187.45,5,OVERLAP,1.5,0.0017343489458706233,31.99943449544211,43.42154379987782,1.21464785425323,1.2150524097589577,-31.633800346357877,False,-0.00016946023176727786,31.777272989468155,-8.978542532298572,0.8274509803921469,13,1,key_level_break,1.21356,TP1+SL,2023-11-01 14:00:00+00:00,9.646093675223177,265.44839209457945,1500,True
+2023-11-01 15:00:00+00:00,3,GBP_USD,SHORT,1.2123899999999999,1.2147279376893243,1.2095476155034552,1.207526025839092,1.2044936413425475,420304.19,4,OVERLAP,1.5,0.0020215896643631256,23.67160729940261,44.6940204630789,1.2141077147339663,1.2147971193105451,-4.780022439270226,False,-0.00013701266305031338,45.6365403304186,-15.2771473396629,0.5806451612903646,15,2,key_level_break,1.2147279376893243,SL,2023-11-01 19:00:00+00:00,-23.37937689324443,-982.6450067819817,240,False
+2023-11-02 12:00:00+00:00,3,GBP_USD,LONG,1.2216600000000002,1.218813722190425,1.2241938334287248,1.2260097223812079,1.2287335558099326,341786.23,5,LONDON,1.5,0.0018158889524831341,28.589734983981124,68.45840212681577,1.2160532480349218,1.2152493774998088,20.79727867236425,False,0.00025417400741267185,85.71775930000406,54.16751965078292,0.6333333333334051,12,3,key_level_break,1.218813722190425,SL,2023-11-02 13:00:00+00:00,-28.46277809575248,-972.818562067382,60,False
+2023-12-13 14:00:00+00:00,3,GBP_USD,SHORT,1.2511199999999998,1.2528900552956914,1.2484748341129255,1.2465847235215424,1.243749557634468,544101.86,4,OVERLAP,1.5,0.0018901105913830029,29.93132649675555,39.85404440917545,1.2549714457863106,1.2574418684896758,-13.211346733486007,False,-0.00026369144929987197,39.448364309867465,-36.614457863106686,0.6762402088773086,14,2,key_level_break,1.2528900552956914,SL,2023-12-13 15:00:00+00:00,-17.700552956916304,-963.0903786886661,60,False
+2024-01-10 15:00:00+00:00,3,GBP_USD,LONG,1.27377,1.2721744404239743,1.2757166787280771,1.277141131213462,1.279277809941539,597570.58,5,OVERLAP,1.5,0.0014244524853847696,30.021847129650492,61.18263610338797,1.271674247253677,1.270554669477066,12.54228790324774,False,0.0003689750532095613,56.16781737886168,19.05752746322875,0.5405405405405082,15,2,key_level_break,1.2721744404239743,SL,2024-01-10 16:00:00+00:00,-15.955595760257511,-953.4594612702622,60,False
+2024-01-18 13:00:00+00:00,3,GBP_USD,SHORT,1.2650299999999999,1.2683861515354728,1.2626935453935808,1.2610092423226344,1.2584827877162152,281252.16,5,OVERLAP,1.5,0.0016843030709461906,30.647676402832772,40.45555238767729,1.267544535320086,1.2697819937388837,-25.44551263494954,False,-0.0003317664016445808,26.550729618174625,-23.245353200860297,0.7865168539325583,13,3,key_level_break,1.2683861515354728,SL,2024-01-18 15:00:00+00:00,-33.561515354729735,-943.9248686390903,120,False
+2024-01-26 13:00:00+00:00,3,GBP_USD,LONG,1.27503,1.2720443140257973,1.277300391255941,1.278940652093235,1.281401043349176,312988.58,5,OVERLAP,1.5,0.0016402608372940023,30.135111850148498,63.27798547322124,1.2714560210467345,1.2707972242349335,19.667906187255113,False,0.0005276518293968341,83.08622380248185,33.83978953265476,0.5623188405797331,13,4,key_level_break,1.2720443140257973,SL,2024-01-26 15:00:00+00:00,-29.856859742027893,-934.4856133916478,120,False
+2024-02-08 13:00:00+00:00,3,GBP_USD,SHORT,1.2578799999999999,1.2595113643032658,1.2559659070902027,1.254563178483671,1.2524590855738738,567096.37,4,OVERLAP,1.5,0.0014027286065315507,51.147770114311754,27.332743690357887,1.261379192340546,1.2640197384423923,-27.14814255157405,False,-0.0006061015343723602,16.14877705997925,-33.09192340545941,0.531446540880463,13,3,key_level_break,1.2595113643032658,SL,2024-02-08 14:00:00+00:00,-16.313643032659364,-925.1407745296917,60,False
+2024-02-12 08:00:00+00:00,3,GBP_USD,SHORT,1.2620399999999998,1.263606512218321,1.2604464633450367,1.2592574389083948,1.2574739022534316,584667.87,4,LONDON,1.5,0.0011890244366420846,23.594936126451188,47.20467342263233,1.2623376359910388,1.2634196297529547,-7.333333333332526,False,-3.872561960723616e-05,39.37538882667573,-1.076359910388014,0.9160305343511056,8,0,key_level_break,1.263606512218321,SL,2024-02-12 17:00:00+00:00,-15.665122183212699,-915.8893620148718,540,False
+2024-02-22 08:00:00+00:00,3,GBP_USD,LONG,1.2703000000000002,1.2685968687818503,1.27223064365445,1.27364440609075,1.2757650497451998,532390.26,4,LONDON,1.5,0.0014137624362999478,36.363188245431196,80.15831851803598,1.2629329952394155,1.2613154537035058,7.099999999999884,False,0.0005433334330447906,90.11812795082228,71.77004760584582,0.7267904509284056,8,3,key_level_break,1.2685968687818503,SL,2024-02-22 09:00:00+00:00,-17.031312181499114,-906.7304720449481,60,False
+2024-02-26 13:00:00+00:00,3,GBP_USD,LONG,1.26987,1.2686896339160405,1.271522348251879,1.2727505804197983,1.2745929286716775,760495.56,4,OVERLAP,1.5,0.0012282321679193727,39.96213177707031,63.78538427403924,1.2666786992569325,1.2636064105808282,13.232020053604021,False,0.0002614770859999221,79.20859076198887,30.0130074306737,0.8152866242038667,13,0,key_level_break,1.2686896339160405,SL,2024-02-26 14:00:00+00:00,-11.803660839595498,-897.6631660258249,60,False
+2024-03-04 14:00:00+00:00,3,GBP_USD,LONG,1.2694,1.2681648304841289,1.2709821752142791,1.272163625357132,1.2739358005714112,719485.48,5,OVERLAP,1.5,0.0011814501428528128,27.893095434131784,67.736744076093,1.2657436624084295,1.2650884594079919,15.192909356247508,False,0.00013329849175590142,71.01769187387579,34.66337591570445,0.7205882352940344,14,0,key_level_break,1.2681648304841289,SL,2024-03-05 05:00:00+00:00,-12.351695158712149,-888.6865320079687,900,False
+2024-03-06 13:00:00+00:00,3,GBP_USD,LONG,1.2725700000000002,1.2711108042287902,1.2741347301707728,1.2753045502846214,1.2770592804553942,602934.63,5,OVERLAP,1.5,0.0011698201138485426,28.536794716899895,59.75228675892761,1.269645527786879,1.2669105787959132,3.540555795880085,False,7.541076121544716e-05,49.639996764015656,27.34472213121064,0.8088235294118223,13,2,key_level_break,1.2733772851383927,TP1+TP2+SL,2024-03-06 20:00:00+00:00,18.81169209836031,1134.2220614998798,420,True
+2024-03-07 14:00:00+00:00,3,GBP_USD,LONG,1.2769800000000002,1.275288426691551,1.2787222199253474,1.2800103665422455,1.2819425864675928,526812.45,4,OVERLAP,1.5,0.0012881466168982044,39.50253674422607,67.27913959935532,1.2725957793484812,1.2685196643188892,15.315670722628738,False,0.00014735786456953736,72.13425129087915,41.94220651518865,0.6708860759494573,14,3,key_level_break,1.2819425864675928,TP3,2024-03-08 00:00:00+00:00,29.015518805555192,1528.5736549975604,600,True
+2024-03-26 12:00:00+00:00,3,GBP_USD,SHORT,1.2637699999999998,1.2652716019201502,1.262300908525264,1.2611948475421069,1.259535756067371,603640.43,5,LONDON,1.5,0.00110606098315722,41.71192673588297,49.08056842457748,1.2641065143706043,1.2687441876046237,-11.269025766982299,False,-3.32118564518747e-05,37.71340977862502,-1.465143706043115,0.7173913043478812,12,1,key_level_break,1.2627388399621389,TP1+TP2+SL,2024-03-27 07:00:00+00:00,18.239295806236733,1100.997636337394,1140,True
+2024-04-01 13:00:00+00:00,3,GBP_USD,SHORT,1.25992,1.2613916453811351,1.258465778142309,1.2573696302371817,1.2557254083794906,623409.42,4,OVERLAP,1.5,0.0010961479051273353,40.16705268172637,34.28106061286793,1.2623179434079652,1.2647958095492857,-11.182167277776767,False,-0.0002652777652547918,27.183376386781408,-22.079434079651516,0.6206896551723697,13,0,key_level_break,1.2557254083794906,TP3,2024-04-01 15:00:00+00:00,24.407549723055144,1521.5896416470969,120,True
+2024-05-10 14:00:00+00:00,3,GBP_USD,SHORT,1.25053,1.2536084236178364,1.2487327291464914,1.247407881910819,1.2454206110573103,302964.64,5,OVERLAP,1.5,0.0013248472356724161,22.071998405216274,44.09913864061489,1.251443970161234,1.251496166667481,-18.015198677667765,False,-0.0001787042624485243,45.36406141988661,-7.239701612340443,0.8489425981873243,14,4,key_level_break,1.2536084236178364,SL,2024-05-10 16:00:00+00:00,-30.784236178365006,-932.6535031453332,120,False
+2024-05-14 13:00:00+00:00,3,GBP_USD,LONG,1.25855,1.255664455962719,1.260706632111842,1.262271053519737,1.2646176856315792,319983.67,5,OVERLAP,1.5,0.0015644214078947974,29.590763027468643,66.91505737815984,1.2543902352635488,1.2526188923225328,32.91099683690124,False,7.294995420059836e-05,87.87137501494453,39.697647364511646,0.8644067796610021,13,1,key_level_break,1.260334220649288,TP1+TP2+SL,2024-05-15 11:00:00+00:00,27.079183824891828,866.4896620893524,1320,True
+2024-05-15 11:00:00+00:00,3,GBP_USD,LONG,1.2615,1.2603365518151313,1.2630103445546057,1.2641439075910097,1.2658442521456155,801060.05,4,LONDON,1.5,0.0011335630364038662,23.740412273148966,63.9450881906853,1.2574862507271312,1.2539819019553002,1.3093208878345308,False,9.256942676419476e-05,71.68989570045046,38.237492728687705,0.578512396694183,11,2,key_level_break,1.2658442521456155,TP3,2024-05-15 12:00:00+00:00,25.30551287369187,2027.1235407875256,60,True
+2024-05-15 12:00:00+00:00,3,GBP_USD,LONG,1.26465,1.263057488590241,1.2666635342292767,1.2681325570487947,1.2703360912780715,597963.12,5,LONDON,1.5,0.0014690228195178758,30.64438590026131,73.69465502152828,1.257759731090773,1.254086161637337,17.01069255380494,False,0.0002760012922156333,61.00468570077169,67.00268909226814,0.5368782161234741,12,2,key_level_break,1.263057488590241,SL,2024-05-15 13:00:00+00:00,-15.925114097590232,-952.2630912151039,60,False
+2024-05-15 14:00:00+00:00,3,GBP_USD,LONG,1.26499,1.262884436590565,1.267522690228305,1.269337817047175,1.27206050727548,447737.86,5,OVERLAP,1.5,0.0018151268188700105,41.8134810125675,67.22049169506846,1.2581914395805254,1.2542696444890025,18.128614474428595,False,0.0003195901190704972,52.392023786437086,66.08560419474551,0.8664688427299558,14,2,key_level_break,1.2670594598956564,TP1+TP2+SL,2024-05-16 08:00:00+00:00,31.66094889323201,1417.580550302507,1080,True
+2024-05-17 13:00:00+00:00,3,GBP_USD,LONG,1.2677500000000002,1.2661719946833092,1.2691090159500729,1.2701416932501215,1.2716907092001946,606408.77,4,OVERLAP,1.5,0.0010326773000486238,28.191666628039382,59.72544787252658,1.2653154475549506,1.259018884464309,18.936155287303524,False,4.8704478144768706e-05,74.39711057066636,22.44552445049397,0.9698795180723593,13,4,key_level_break,1.2688444087689146,TP1+TP2+SL,2024-05-19 21:00:00+00:00,17.191654338605034,1042.5169961738643,3360,True
+2024-05-21 14:00:00+00:00,3,GBP_USD,LONG,1.27241,1.2704154004728223,1.2738912985815334,1.275005497635889,1.2766767962174226,484980.28,4,OVERLAP,1.5,0.0011141990543556502,23.36274404163994,60.35721783310786,1.2700977663633624,1.2635441751318988,10.460673524508302,False,1.547744063069281e-05,58.04303529012207,21.222336366375494,0.5842105263157562,14,1,key_level_break,1.2704154004728223,SL,2024-05-21 16:00:00+00:00,-19.945995271777317,-967.341437178524,120,False
+2024-05-24 14:00:00+00:00,3,GBP_USD,LONG,1.2739600000000002,1.2721397321806702,1.2755708034579893,1.2767713390966486,1.278572142554638,526113.8,4,OVERLAP,1.5,0.0012005356386594567,31.759035576383347,69.3231660795555,1.2710448057469121,1.2675751482421913,18.09218959876402,False,0.0005080124720075208,83.42943467382723,27.25194253087926,0.8994413407822061,14,4,key_level_break,1.276922426629621,TP1+TP2+SL,2024-05-28 06:00:00+00:00,23.61342347779205,1242.3347956910393,5280,True
+2024-05-30 12:00:00+00:00,3,GBP_USD,LONG,1.2726100000000002,1.2703193037748333,1.2743020886755005,1.2755568144591676,1.2774389031346678,423491.93,5,LONDON,1.5,0.001254725783666947,33.04771152872825,57.257533700400906,1.2724922262895437,1.271538425549992,10.531503951367593,False,0.0004955071135953129,77.58669517449873,-0.7222628954361987,0.6415929203540162,12,3,key_level_break,1.2726100000000002,TP1+SL,2024-05-30 19:00:00+00:00,6.768354702001212,286.6343595675068,420,True
+2024-05-31 12:00:00+00:00,3,GBP_USD,LONG,1.27485,1.2720556510444085,1.2766605468667742,1.2779942447779573,1.2799947916447316,348187.62,4,LONDON,1.5,0.0013336979111829331,32.79320514379841,63.266397463122054,1.2725159498900214,1.271774517388695,22.772926834764284,False,0.00010492265296689777,74.31051333490184,21.440501099785347,0.7534562211981282,12,4,key_level_break,1.2720556510444085,SL,2024-05-31 15:00:00+00:00,-27.94348955591497,-972.957712296889,180,False
+2024-06-03 14:00:00+00:00,3,GBP_USD,LONG,1.2773400000000001,1.2742288525974366,1.2794548707791176,1.2809914512985294,1.283296322077647,309605.43,5,OVERLAP,1.5,0.0015365805194117264,27.79872333802981,66.65111668977195,1.273149454328047,1.27218118742322,38.804243128396365,False,0.0002413679974936685,89.92155018096175,40.0054567195296,0.7006960556844541,14,0,key_level_break,1.279237850293654,TP1+TP2+SL,2024-06-04 07:00:00+00:00,26.86098889789479,831.6308017957942,1020,True
+2024-06-14 13:00:00+00:00,3,GBP_USD,SHORT,1.2660799999999999,1.2696371027641453,1.2637201202789925,1.2620202004649874,1.25947032074398,273128.02,4,OVERLAP,1.5,0.0016999198140050004,66.04845727334421,16.009607995777145,1.2749209977889788,1.2753669377382804,-36.16012857744044,False,-0.0006955847127905687,22.20206638956279,-86.5099778897882,0.7051282051282103,13,4,key_level_break,1.2696371027641453,SL,2024-06-17 16:00:00+00:00,-35.57102764145447,-971.5444349075732,4500,False
+2024-06-20 08:00:00+00:00,3,GBP_USD,SHORT,1.2694899999999998,1.270510694641069,1.2684979160767935,1.2677098601279893,1.2665277762047829,942327.86,5,LONDON,1.5,0.0007880559488042931,30.42029353893956,32.31038359732878,1.271170717541478,1.2723523738999638,-3.300000000001635,False,-0.00026007438867790426,21.239316239315652,-14.907175414780038,0.7674418604651443,8,3,key_level_break,1.270510694641069,SL,2024-06-20 09:00:00+00:00,-10.206946410691309,-961.8289968321423,60,False
+2024-06-20 11:00:00+00:00,3,GBP_USD,SHORT,1.2678599999999998,1.26915531017727,1.2666340694681906,1.2656901157803178,1.2642741852485087,735121.77,5,LONDON,1.5,0.0009439536878728211,41.15622314071432,28.342401365566246,1.2709907693725442,1.27227117379658,-14.876656024507273,False,-0.0003292807234799874,33.10399636693259,-29.40769372544283,0.8614232209738703,11,3,key_level_break,1.26915531017727,SL,2024-06-20 12:00:00+00:00,-12.95310177270137,-952.2107102138369,60,False
+2024-06-21 13:00:00+00:00,3,GBP_USD,SHORT,1.2629,1.2653263799383871,1.2611108601848384,1.2597914336413971,1.2578122938262355,388516.48,4,OVERLAP,1.5,0.0013194265434411522,37.71006843408445,33.67365762529259,1.2674646245107763,1.2707821950138614,-11.779640087137278,False,-4.3125411270106924e-05,40.64704753519245,-43.74624510776304,0.6180555555555197,13,4,key_level_break,1.2653263799383871,SL,2024-06-24 07:00:00+00:00,-24.263799383872353,-942.6885928048255,3960,False
+2024-06-25 14:00:00+00:00,3,GBP_USD,SHORT,1.2669499999999998,1.2688569875812925,1.2655950372561229,1.264565062093538,1.263020099349661,489390.56,5,OVERLAP,1.5,0.0010299751625847645,30.909533433965088,42.77812632487547,1.267665143364064,1.2693281413706818,-12.27489857784203,False,-0.0002999398910251802,19.58543192918192,-5.251433640640624,0.7499999999999355,14,1,key_level_break,1.2688569875812925,SL,2024-06-25 17:00:00+00:00,-19.069875812927073,-933.2617203218836,180,False
+2024-06-26 12:00:00+00:00,3,GBP_USD,SHORT,1.2642799999999998,1.2659058282257818,1.2629345153226543,1.2619108588710908,1.2603753741937451,568282.11,4,LONDON,1.5,0.0010236564515637109,42.74812884199433,27.691657127523385,1.2676116591920503,1.2690176865557197,-13.348195353990455,False,-0.00040884561319248953,24.11175934929202,-31.41659192050339,0.7254901960783802,12,2,key_level_break,1.2642799999999998,TP1+SL,2024-06-26 14:00:00+00:00,5.3819387093820845,305.84594856583277,120,True
+2024-07-01 14:00:00+00:00,3,GBP_USD,SHORT,1.2644,1.2665483892607583,1.2619308322177256,1.2601580536962091,1.2574988859139347,431480.26,5,OVERLAP,1.5,0.0017727785215163445,47.13570618001672,44.88200390389246,1.2653811943995017,1.2666836582031917,-23.56269949358003,False,-9.557676880251394e-05,43.71034443469906,-7.911943995015935,0.5094890510948878,14,0,key_level_break,1.2644,TP1+SL,2024-07-02 10:00:00+00:00,9.876671129097403,426.15886267174415,1200,True
+2024-07-03 12:00:00+00:00,3,GBP_USD,LONG,1.2720200000000002,1.2707009033294303,1.2733685400117083,1.2743942333528473,1.2759327733645556,705974.91,4,LONDON,1.5,0.0010256933411388817,35.75978038345575,77.0516881887589,1.2673086254274835,1.2667316855767397,14.77419226949328,False,0.0001656838568542874,82.83111721979192,45.213745725165566,0.6169154228855056,12,2,key_level_break,1.2759327733645556,TP3,2024-07-03 14:00:00+00:00,22.71664018733199,1603.7378011754085,120,True
+2024-07-03 14:00:00+00:00,3,GBP_USD,LONG,1.2763600000000002,1.2742053005748661,1.2781640982754017,1.2794934971256693,1.281487595401071,439637.43,4,OVERLAP,1.5,0.0013293988502677007,48.17207238151221,86.56169528853916,1.267906739581464,1.2668968070227091,31.324500912091047,False,0.000567040658210768,87.00921598141673,82.63260418535978,0.5877659574468228,14,2,key_level_break,1.2742053005748661,SL,2024-07-03 17:00:00+00:00,-21.546994251340212,-947.2865176883985,180,False
+2024-07-10 13:00:00+00:00,3,GBP_USD,LONG,1.28302,1.281138971397753,1.2843780858067417,1.2854101430112364,1.2869582288179782,498564.27,4,OVERLAP,1.5,0.001032057204494589,38.51069949415333,70.7599438660489,1.2798622959812627,1.2755299937285403,19.372800236432397,False,0.00039773702152127955,78.23934689926404,29.677040187372494,0.651465798045576,13,2,key_level_break,1.28302,TP1+SL,2024-07-10 15:00:00+00:00,5.432343226966729,270.8372235342112,120,True
+2024-08-01 14:00:00+00:00,3,GBP_USD,SHORT,1.2790099999999998,1.2823596033217373,1.2757011900347877,1.2733686500579795,1.2698698400927673,280786.09,4,OVERLAP,1.5,0.002332539976808147,33.12377011487227,40.55553972274311,1.2830738716364818,1.286414286641345,0.6026707535800035,False,-0.00023403845717899995,74.81802404388134,-38.738716364818956,0.5788381742738679,14,3,key_level_break,1.2739696983377549,TP1+TP2+SL,2024-08-02 09:00:00+00:00,45.88124295341922,1288.2814813230636,1140,True
+2024-08-05 08:00:00+00:00,3,GBP_USD,SHORT,1.2760099999999999,1.2784308805066762,1.2720223584799715,1.2692372641332856,1.2650596226132569,393825.65,4,LONDON,1.5,0.0027850943466857523,24.888407891094683,45.88773763112343,1.2782956745551053,1.2830319559414312,-16.23333333333532,False,-0.0004225078559197194,54.344968160492634,-20.95674555105287,0.5339966832504165,8,0,key_level_break,1.2784308805066762,SL,2024-08-05 13:00:00+00:00,-24.208805066763258,-953.4048391141336,300,False
+2024-08-08 12:00:00+00:00,3,GBP_USD,SHORT,1.2672999999999999,1.2699293698211622,1.2648668905365135,1.263118150894189,1.2604950414307028,358972.25,5,LONDON,1.5,0.001748739642324328,31.926777743382228,41.462697813314456,1.2705693556699507,1.2768453017974344,-11.300890162719845,False,-4.90382417987285e-05,45.94463301849455,-30.793556699506563,0.5982658959537587,12,3,key_level_break,1.2699293698211622,SL,2024-08-08 13:00:00+00:00,-26.29369821162353,-943.8708007847474,60,False
+2024-08-15 14:00:00+00:00,3,GBP_USD,LONG,1.28543,1.2833638199060888,1.2877485402817335,1.2894209004695558,1.2919294407512893,452251.04,4,OVERLAP,1.5,0.0016723601878223522,37.363829753389055,55.18000715394346,1.2832276396448437,1.2796683813583813,14.447107285069372,False,2.3372241384945038e-05,47.07811357255677,20.12360355156284,0.6854838709677455,14,3,key_level_break,1.2888622095818294,TP1+TP2+SL,2024-08-16 14:00:00+00:00,32.10218216881521,1451.8245272116137,1440,True
+2024-09-05 13:00:00+00:00,3,GBP_USD,LONG,1.3176500000000002,1.3155194275435684,1.3195617173692953,1.3209628622821588,1.323064579651454,445396.89,4,OVERLAP,1.5,0.0014011449128634485,42.51812682064264,64.8547375911256,1.3140970956933378,1.3132307069069058,9.315249722992025,False,0.00012699705125583367,63.3053487983075,33.62904306662306,0.7796610169492206,13,3,key_level_break,1.3155194275435684,SL,2024-09-05 14:00:00+00:00,-21.305724564317785,-948.9503460143746,60,False
+2024-09-11 13:00:00+00:00,3,GBP_USD,SHORT,1.3031,1.3053091039367495,1.3007126881897517,1.2989944803162528,1.2964171685060042,425267.83,4,OVERLAP,1.5,0.0017182078734989529,22.86342073731146,30.153776658434197,1.3086963974602195,1.3114412654005143,-33.528827170381525,False,-0.0004231126961991016,33.72928092857731,-54.06397460219425,0.6980198019802015,13,2,key_level_break,1.3031,TP1+SL,2024-09-11 16:00:00+00:00,9.54924724099282,406.0987652310504,180,True
+2024-09-18 13:00:00+00:00,3,GBP_USD,LONG,1.3238400000000001,1.3219648412496416,1.3258614762510752,1.327335793751792,1.329547270002867,503169.04,5,OVERLAP,1.5,0.0014743175007167603,52.75281402220439,70.05135651581197,1.3183905907980296,1.3145339442648665,17.289309971977307,False,0.0007370820591965498,66.52809026722002,52.59409201970433,0.5153203342618152,13,2,key_level_break,1.3219648412496416,SL,2024-09-18 14:00:00+00:00,-18.75158750358485,-943.5218282654787,60,False
+2024-10-14 11:00:00+00:00,3,GBP_USD,SHORT,1.3036299999999998,1.3063132157120665,1.3018663528638006,1.3005639214396676,1.2986102743034682,348122.07,4,LONDON,1.5,0.001302431424132919,24.543089494295057,36.23638978880749,1.3062726060972591,1.3119283271342375,-17.70747125550365,False,-0.00012938581082343366,20.016547730547867,-24.52606097259169,0.7403100775194025,11,0,key_level_break,1.3063132157120665,SL,2024-10-14 22:00:00+00:00,-26.832157120666444,-934.0866079411643,660,False
+2024-10-31 14:00:00+00:00,3,GBP_USD,SHORT,1.28886,1.2954214046616404,1.2854037860150798,1.2829729766917997,1.2793267627068794,140937.16,5,OVERLAP,1.5,0.002430809323280157,29.949936700266335,27.183802174126455,1.297266229423129,1.2985920754739089,-65.39739658196986,False,-0.0004432775382827511,22.90521825193302,-82.1622942312894,0.8930693069306961,14,3,key_level_break,1.28886,TP1+SL,2024-10-31 16:00:00+00:00,13.824855939680525,194.84359335477046,120,True
+2024-12-04 15:00:00+00:00,3,GBP_USD,LONG,1.27096,1.2682905337092394,1.2740750655389483,1.276278442564914,1.2795835081038627,347145.86,5,OVERLAP,1.5,0.002203377025965653,29.534364098336678,61.542889992509096,1.2673000838349375,1.2661712376079188,30.208656285506397,False,0.00014315656525318833,70.9699667865239,34.699161650624255,0.8378378378378476,15,2,key_level_break,1.2737411079078451,TP1+TP2+SL,2024-12-05 15:00:00+00:00,39.296248231138975,1364.1529886972216,1440,True
+2024-12-26 12:00:00+00:00,3,GBP_USD,SHORT,1.25179,1.2529651251070864,1.2502921246787413,1.2491668744645688,1.2474789991433102,800200.5,4,LONDON,1.5,0.0011252502141725072,40.37618156073936,38.72014770290368,1.2537247337891324,1.2586924336514107,-7.229316533443608,False,-0.00018085460431325012,41.71065641654227,-17.447337891323134,0.6484848484848184,12,3,key_level_break,1.2529651251070864,SL,2024-12-26 13:00:00+00:00,-11.751251070863944,-940.3356982530863,60,False
+2024-12-26 14:00:00+00:00,3,GBP_USD,SHORT,1.2505,1.253013870628049,1.2488558881158536,1.247633146859756,1.2457990349756092,370318.32,4,OVERLAP,1.5,0.0012227412560977095,45.803700848455094,33.20135528801585,1.2535524205412176,1.2585499325519054,-14.525006775389926,False,-0.00029093425865904147,29.901960784313502,-28.624205412175474,0.7043478260869465,14,3,key_level_break,1.253013870628049,SL,2024-12-26 18:00:00+00:00,-25.138706280489753,-930.9323476764414,240,False
+2024-12-30 15:00:00+00:00,3,GBP_USD,SHORT,1.2510199999999998,1.2552371052696163,1.2482261841911508,1.246236973651918,1.2432531578430688,218543.99,4,OVERLAP,1.5,0.001989210539232765,34.151355207737204,31.012843038545412,1.2558417144967957,1.2573708556584153,-50.03366801646036,False,-0.0007371113181443586,10.02480188711783,-46.3171449679578,0.8333333333333334,15,0,key_level_break,1.2552371052696163,SL,2024-12-30 18:00:00+00:00,-42.17105269616494,-921.6230118720144,180,False
diff --git a/results/test_set_validation/trades_S3_test.csv b/results/test_set_validation/trades_S3_test.csv
new file mode 100644
index 0000000..227f183
--- /dev/null
+++ b/results/test_set_validation/trades_S3_test.csv
@@ -0,0 +1,56 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-09-01 12:00:00+00:00,3,GBP_JPY,SHORT,183.659,184.14060928917976,183.26857213246063,182.98895355410104,182.5695256865617,2035.05,5,LONDON,2.5,0.27961857835957316,29.422616026308734,28.15037949580436,184.62890787067795,184.71600612824398,-37.59843653186863,False,-0.00822308101899255,29.47552565879039,-94.0907870677961,0.5218800648298344,12,4,key_level_break,184.14060928917976,SL,2023-09-01 13:00:00+00:00,-48.16092891797723,-980.0989839452956,60,False
+2023-09-14 12:00:00+00:00,3,GBP_JPY,SHORT,183.34,183.6821729149855,182.98898125504348,182.73563542507247,182.35561668011596,2835.7,4,LONDON,2.5,0.2533458299710107,32.069147629580456,36.05462407685186,183.8151732719707,184.0261067149029,-25.29805352939718,False,-0.05294191473007723,29.707909245121858,-44.61732719707072,0.5661577608142397,12,3,key_level_break,183.07635512545826,TP1+TP2+SL,2023-09-15 02:00:00+00:00,43.48823028619677,1233.1957462256817,840,True
+2023-09-15 15:00:00+00:00,3,GBP_JPY,SHORT,183.114,183.42456679657738,182.76269961026782,182.50916601711302,182.12886562738086,3163.99,5,OVERLAP,2.5,0.2535335931547881,31.53084791965587,43.714657660434035,183.41246311003505,183.81949949125504,-26.716999577422484,False,-9.644147911831973e-05,11.097693962155603,-26.946311003504775,0.5596330275228975,15,4,key_level_break,183.114,TP1+SL,2023-09-17 22:00:00+00:00,14.052015589287523,444.60436804349825,3300,True
+2023-09-26 14:00:00+00:00,3,GBP_JPY,SHORT,181.071,181.53598617495993,180.77204147512012,180.55340245853355,180.22544393365368,2122.81,5,OVERLAP,2.5,0.21863901658657633,41.760312032577694,33.9772068169481,181.6286260025009,182.38328093456548,-24.973377519287965,False,-0.03732559367760595,40.119867621814656,-52.86260025009142,0.7395348837209954,14,1,key_level_break,181.53598617495993,SL,2023-09-27 14:00:00+00:00,-46.498617495993244,-987.0773020666942,1440,False
+2023-10-10 08:00:00+00:00,3,GBP_JPY,LONG,182.652,182.2511553427683,183.02553397169515,183.29388995282525,183.6964239245204,2437.87,4,LONDON,2.5,0.26835598113010223,21.764380372757216,71.58646428492118,181.74540804687967,181.54584039905407,15.700000000001069,False,0.08207983355312969,90.54764665009732,87.75919531203158,0.8812877263581506,8,1,key_level_break,182.652,TP1+SL,2023-10-11 07:00:00+00:00,14.941358867806686,364.25090543059883,1380,True
+2023-10-11 12:00:00+00:00,3,GBP_JPY,LONG,183.32399999999998,182.83216205744787,183.63111382765638,183.85518971276062,184.191303540417,1994.25,5,LONDON,2.5,0.22407588510425763,27.60438292816161,71.75498843530676,182.41618434932118,181.82944445102348,45.566447247745145,False,0.0025396376314343883,78.24054419264331,87.88156506788027,0.7583497053044885,12,2,key_level_break,183.32399999999998,TP1+SL,2023-10-11 15:00:00+00:00,12.284553106255773,244.98470032150573,180,True
+2023-10-23 14:00:00+00:00,3,GBP_JPY,LONG,182.974,182.61250360527242,183.3417391841827,183.60623197363782,184.00297115782053,2720.08,5,OVERLAP,2.5,0.2644927894551347,27.842417225231113,73.73465727551496,182.15953912151255,182.1261920988028,47.34015016485387,False,0.04552100830392597,76.9464048506826,78.54608784874415,0.7909604519773688,14,0,key_level_break,183.31034345531953,TP1+TP2+SL,2023-10-24 07:00:00+00:00,46.725715419212285,1270.9768399749096,1020,True
+2023-10-31 14:00:00+00:00,3,GBP_JPY,LONG,183.606,183.14507696291082,184.11934053983904,184.48090089973175,185.02324143957077,2160.9,5,OVERLAP,2.5,0.36156035989269575,61.851233499824865,70.79281320948651,182.13341441619303,182.0649515782006,18.160653214675904,False,0.12255287184972014,62.10571022085825,144.35855838069642,0.5842696629213794,14,1,key_level_break,183.606,TP1+SL,2023-11-01 01:00:00+00:00,20.533621593561975,443.71102901528076,660,True
+2023-11-03 12:00:00+00:00,3,GBP_JPY,LONG,183.981,183.61290410729595,184.24843053525504,184.4460508920917,184.74248142734675,2717.89,5,LONDON,2.5,0.19762035683668538,24.31790484460386,68.67451339073216,183.36162385041777,182.76783121516647,29.092480684499833,False,0.03813394362684747,92.00882102856684,59.03761495822266,0.9518413597733033,12,4,key_level_break,184.74248142734675,TP3,2023-11-03 15:00:00+00:00,44.52888564080524,1210.2461299428815,180,True
+2023-11-28 08:00:00+00:00,3,GBP_JPY,LONG,187.771,187.51408408342533,188.119747749724,188.37157958287335,188.74932733259735,3941.16,4,LONDON,2.5,0.2518318331493391,49.72135709725478,55.04926683534095,187.60767357460165,186.92220943159913,10.83333333333485,False,0.016481908737143836,83.01252299776974,13.432642539834205,0.7845884413309644,8,1,key_level_break,187.51408408342533,SL,2023-11-28 11:00:00+00:00,-25.691591657465548,-1012.5467337673692,180,False
+2023-11-30 14:00:00+00:00,3,GBP_JPY,LONG,187.329,186.77978311170568,187.733400664883,188.02233444147166,188.45573510635464,1825.19,4,OVERLAP,2.5,0.2889337765886539,39.17883973249714,63.71829190562762,186.9847703460144,186.95712904618972,59.1354028967487,False,0.05917889219102765,80.28569379947088,31.52296539856252,0.9383886255924803,14,3,key_level_break,186.77978311170568,SL,2023-11-30 17:00:00+00:00,-54.92168882943246,-1002.4251723459186,180,False
+2023-12-04 14:00:00+00:00,3,GBP_JPY,SHORT,185.363,185.6692693239047,184.97719202828594,184.70065338047658,184.28584540876255,3240.28,4,OVERLAP,2.5,0.2765386478093622,46.14725237744545,30.374557218196927,186.40917036334602,186.79110317783363,-34.10969206500454,False,-0.025882744989528472,18.877766995179275,-101.71703633460254,0.8795180722891498,14,0,key_level_break,185.6692693239047,SL,2023-12-04 16:00:00+00:00,-30.626932390470078,-992.3983648619238,120,False
+2023-12-07 14:00:00+00:00,3,GBP_JPY,SHORT,181.478,182.31832888626218,180.88851334121344,180.4761889020224,179.85770224323582,1169.15,4,OVERLAP,2.5,0.4123244391910462,83.99072145721955,7.7848794043972305,184.39333011693992,185.80292622915704,-78.38739293732147,False,-0.19463674481141724,24.257925594366995,-288.63301169399165,0.8185840707964736,14,3,key_level_break,179.85770224323582,TP3,2023-12-07 17:00:00+00:00,96.0578654058514,1123.0605333925118,180,True
+2023-12-13 13:00:00+00:00,3,GBP_JPY,SHORT,182.07500000000002,182.38497997311086,181.6390600806674,181.3291001344457,180.8641602151131,3205.71,5,OVERLAP,2.5,0.30995994622173273,23.629456957004624,37.82541081559483,182.73182106281948,183.785635510878,-33.86406611516293,False,-0.05434645919386391,13.371564686902753,-62.782106281946426,0.5315682281058824,13,2,key_level_break,180.8641602151131,TP3,2023-12-13 19:00:00+00:00,71.49038709321587,2291.7744880859304,360,True
+2023-12-15 14:00:00+00:00,3,GBP_JPY,SHORT,180.229,180.78990762639026,179.52227712082927,179.03179520138212,178.2960723222114,1812.46,4,OVERLAP,2.5,0.49048191944715924,38.59411423534395,41.47259541312953,180.98463800938376,182.54335660443581,-49.498666181978024,False,-0.0937262800634172,31.01008813166456,-72.66380093837483,0.7497034400948809,14,4,key_level_break,180.78990762639026,SL,2023-12-18 07:00:00+00:00,-56.09076263902466,-1016.6226365272664,3900,False
+2023-12-29 15:00:00+00:00,3,GBP_JPY,SHORT,179.698,180.33592541271872,179.17722376184375,178.81070626973957,178.2609300315833,1577.7,4,OVERLAP,2.5,0.3665174921041712,26.611851367300048,38.363949873302346,180.43246600701994,181.01778818465107,-43.52097725300155,False,-0.008398608444294159,50.30599094769668,-70.54660070199361,0.55741935483869,15,4,key_level_break,179.698,TP1+SL,2024-01-02 00:00:00+00:00,20.831049526250354,328.65146837565186,4860,True
+2024-01-17 15:00:00+00:00,3,GBP_JPY,LONG,187.917,187.3997432987877,188.37862724649398,188.70571207748995,189.19633932398392,1952.11,4,OVERLAP,2.5,0.3270848309959778,45.44898867704569,78.30461958527594,186.14959533008417,184.78017887270624,54.89298316012139,False,0.10081267504067043,77.2599898759665,173.84046699158375,0.7860169491525482,15,2,key_level_break,187.3997432987877,SL,2024-01-18 09:00:00+00:00,-51.725670121228966,-1009.7419790035228,1080,False
+2024-01-26 14:00:00+00:00,3,GBP_JPY,LONG,188.458,188.07584383846208,188.83221848461378,189.10103080768963,189.50424929230343,2615.8,4,OVERLAP,2.5,0.2688123230758547,26.780168160656764,66.60367349561608,187.818711498683,187.30152317658718,33.050222970334175,False,0.0848902116678429,82.03441769321448,61.028850131700096,0.7168458781361693,14,4,key_level_break,188.07584383846208,SL,2024-01-26 16:00:00+00:00,-38.2156161537921,-999.6440873508938,120,False
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+2024-01-31 14:00:00+00:00,3,GBP_JPY,SHORT,186.77,187.52289317320117,186.381891908968,186.10381984827998,185.68671175724796,1301.32,5,OVERLAP,2.5,0.2780720606880111,22.938396120717485,38.12898152065572,187.32152200653326,187.36074858094665,-42.60464282263001,False,-0.01029719780805171,57.70297096827762,-52.252200653325076,0.7089201877934064,14,2,key_level_break,186.58821377487445,TP1+TP2+SL,2024-01-31 20:00:00+00:00,45.80725421259331,596.0989605193192,360,True
+2024-02-15 15:00:00+00:00,3,GBP_JPY,LONG,188.85,188.57862945370314,189.18211163889052,189.42285273148417,189.7839643703747,3632.35,4,OVERLAP,2.5,0.24074109259367105,37.70340651231992,52.99950136750084,188.84709162338814,188.28998000933834,39.06070151570589,False,0.027500038196143772,80.92091160507748,-2.6091623388140306,0.6616766467066477,15,3,key_level_break,188.57862945370314,SL,2024-02-15 22:00:00+00:00,-27.13705462968505,-985.712803841365,420,False
+2024-02-20 13:00:00+00:00,3,GBP_JPY,LONG,189.645,189.15076005874036,189.89871982377895,190.08719970629826,190.3699195300772,1974.46,4,OVERLAP,2.5,0.18847988251929615,25.970294154764538,66.03618383243729,189.16488816256373,188.72083408892124,29.797363643132257,False,0.025201390008327273,42.25161582595272,45.11118374362866,0.8995901639344709,13,1,key_level_break,189.15076005874036,SL,2024-02-20 22:00:00+00:00,-49.423994125965,-975.8569944195287,540,False
+2024-03-04 15:00:00+00:00,3,GBP_JPY,LONG,191.109,190.76120799035428,191.39977602893723,191.6129600482287,191.9327360771659,2777.8,4,OVERLAP,2.5,0.21318401929147301,34.38456338381121,76.16032253786398,190.24647942163236,190.10564898969542,37.52783901753389,False,0.05761410877050421,84.92327365729139,83.35205783676543,0.805882352941171,15,0,key_level_break,190.76120799035428,SL,2024-03-05 06:00:00+00:00,-34.779200964572965,-966.0966443939079,900,False
+2024-03-11 12:00:00+00:00,3,GBP_JPY,SHORT,188.257,188.57027367028675,187.87351232247306,187.59852053745507,187.18603285992813,3053.04,4,LONDON,2.5,0.27499178501796584,46.460384907967004,35.324741671422174,189.00396324347759,189.6905573181615,-7.776729434920071,False,-0.03812087036460732,34.83064161845008,-71.7963243477584,0.5079872204472774,12,0,key_level_break,188.57027367028675,SL,2024-03-11 14:00:00+00:00,-31.327367028674757,-956.4370463322518,120,False
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+2024-07-17 13:00:00+00:00,3,GBP_JPY,SHORT,203.618,204.0740628881439,203.05881133556832,202.66668555928055,202.07849689484888,2048.56,4,OVERLAP,2.5,0.3921257762877755,54.658539325288565,30.833299151643786,205.01504670292132,205.3650541472864,-23.034189157829132,False,-0.144569564532802,42.8471647160222,-136.80467029213332,0.6678321678321734,13,2,key_level_break,202.9167367988526,TP1+TP2+SL,2024-07-18 01:00:00+00:00,74.44538822899231,1525.058445103845,720,True
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+2024-07-30 13:00:00+00:00,3,GBP_JPY,SHORT,198.121,198.96214363336708,197.53456909989882,197.12428183316467,196.50885093306348,1142.81,4,OVERLAP,2.5,0.41028726673413046,37.580795151586806,46.37329407977431,198.2154905618788,199.89569193400138,-58.209213293645234,False,-0.016540505015113727,13.695274667385908,-6.549056187878932,0.9029411764706232,13,1,key_level_break,196.50885093306348,TP3,2024-07-30 17:00:00+00:00,95.56894401619161,1092.1714491114392,240,True
+2024-08-29 12:00:00+00:00,3,GBP_JPY,LONG,191.371,190.54259575850276,191.95821272449172,192.36902120748618,192.9852339319779,1173.56,4,LONDON,2.5,0.4108084829944652,26.57783957243539,59.07513274470762,190.8717158228014,190.56461122200562,50.80706492028355,False,0.017913919388919307,49.777250629019555,47.02841771986073,0.7221654749744973,12,3,key_level_break,190.54259575850276,SL,2024-08-29 18:00:00+00:00,-82.84042414972532,-972.1820816515165,360,False
+2024-08-30 15:00:00+00:00,3,GBP_JPY,LONG,191.674,191.25515865282782,192.1520240415166,192.49004006919432,192.9970641107109,2297.92,4,OVERLAP,2.5,0.3380160276777212,34.221614394409606,65.24506136000997,191.0191538680558,190.6793039324933,22.070273451274147,False,0.06645372722253462,53.92123616069904,62.58461319442006,0.7846153846153846,15,4,key_level_break,191.674,TP1+SL,2024-09-02 02:00:00+00:00,19.120961660663625,439.3844021927216,3540,True
+2024-09-06 15:00:00+00:00,3,GBP_JPY,SHORT,186.624,187.42444726608264,185.681458201752,185.03376366958668,184.0622218713387,1207.9,5,OVERLAP,2.5,0.6476945321653245,38.19844122159536,29.56234819109983,188.83793585429976,190.13842903071878,-142.62384747507042,False,-0.0815705332247349,28.99004150638885,-218.49358542997663,0.6530100334448221,15,4,key_level_break,187.42444726608264,SL,2024-09-09 00:00:00+00:00,-80.04472660826423,-966.8602527012237,3420,False
+2024-09-09 14:00:00+00:00,3,GBP_JPY,SHORT,186.639,187.32056533620477,185.9679039913857,185.50117331897616,184.80107731036185,1404.4,4,OVERLAP,2.5,0.4667306724095417,26.29128784478906,36.16920525188052,187.92772206264783,189.55368462817611,-76.1928831734707,False,-0.01852348612435259,6.058093699677932,-125.97220626478247,0.5281690140844658,14,0,key_level_break,187.32056533620477,SL,2024-09-09 23:00:00+00:00,-68.15653362047556,-957.1903581659587,540,False
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+2024-09-11 14:00:00+00:00,3,GBP_JPY,SHORT,184.02700000000002,184.86150826230883,183.1974752130735,182.6251253551225,181.76660056819597,1146.17,4,OVERLAP,2.5,0.5723498579510116,50.3044815194267,28.29694424226132,186.22117819384633,188.29926305872954,-103.22499332258417,False,-0.028589657290676196,34.501461938806194,-216.5178193846316,0.6552315608919242,14,2,key_level_break,184.86150826230883,SL,2024-09-11 16:00:00+00:00,-83.4508262308816,-956.4883350104957,120,False
+2024-09-20 14:00:00+00:00,3,GBP_JPY,LONG,191.825,191.1781042933723,192.6389871198832,193.20097853313868,194.0439656530219,1463.8,4,OVERLAP,2.5,0.5619914132554763,38.15441897838163,70.67732368660567,189.43612482110944,187.7446643643049,36.337616206571965,False,0.13686249865084044,58.28047842072223,235.98751788905474,0.8317214700193072,14,4,key_level_break,191.1781042933723,SL,2024-09-23 07:00:00+00:00,-64.68957066277028,-946.9259353616313,3900,False
+2024-09-26 14:00:00+00:00,3,GBP_JPY,LONG,194.024,193.10892710341963,194.6606186897411,195.10436448290184,195.76998317264295,1024.46,5,OVERLAP,2.5,0.4437457931607342,25.20559429718972,66.63557732479143,192.7436307242397,190.635172987771,66.61064183433041,False,0.03423407107151949,71.70557675231991,125.1369275760311,0.9429280397022417,14,3,key_level_break,195.76998317264295,TP3,2024-09-27 05:00:00+00:00,103.5989903585772,1061.33021662748,900,True
+2024-10-02 12:00:00+00:00,3,GBP_JPY,LONG,192.987,192.2115396746667,193.78438097599988,194.33530162666645,195.16168260266633,1222.59,4,LONDON,2.5,0.5509206506665845,37.39222801259275,69.2443980231624,191.5566941383475,191.2932073189828,77.76223932059168,False,0.22972787439095232,91.18462582103189,140.1305861652503,0.8109187749667177,12,2,key_level_break,195.16168260266633,TP3,2024-10-03 01:00:00+00:00,129.3209561599803,1581.0650779163034,780,True
+2024-10-14 13:00:00+00:00,3,GBP_JPY,LONG,195.493,195.0861169084522,195.8446492746434,196.09841545773895,196.47906473238234,2368.93,4,OVERLAP,2.5,0.2537661830955863,34.83364455286773,65.9761596880669,194.7743104739413,193.94073273983506,24.472799057176076,False,0.026591881871059375,62.10519736395173,68.9689526058686,0.7989276139410441,13,0,key_level_break,195.0861169084522,SL,2024-10-15 05:00:00+00:00,-40.688309154779745,-963.8775620603237,960,False
+2024-10-17 12:00:00+00:00,3,GBP_JPY,LONG,194.93099999999998,194.51240229280683,195.32829312157946,195.61248853596578,196.03878165754523,2279.61,4,LONDON,2.5,0.2841954143863122,34.117677675719776,65.10933747101598,194.594781878536,194.36880373410028,25.427838086224597,False,0.08680053173441696,85.13042893882262,30.721812146398975,0.5568400770712606,12,3,key_level_break,194.51240229280683,SL,2024-10-17 13:00:00+00:00,-41.85977071931574,-954.2395192945937,60,False
+2024-10-17 14:00:00+00:00,3,GBP_JPY,LONG,195.014,194.49431626267528,195.46555121197414,195.78591868662357,196.2664698985977,1817.83,4,OVERLAP,2.5,0.3203674746494226,32.24115343539201,63.43897493447444,194.61291860452323,194.37790219732446,28.054215793113713,False,0.09362404334494742,71.46639419931186,37.20813954767834,0.7185354691075809,14,3,key_level_break,195.46811246624202,TP1+TP2+SL,2024-10-18 08:00:00+00:00,58.021045268748146,1054.7239672088845,1080,True
+2024-10-21 12:00:00+00:00,3,GBP_JPY,LONG,195.359,195.11627871613695,195.72516385158912,195.9886064193152,196.3837702709043,3935.57,4,LONDON,2.5,0.26344256772607455,27.911605299807423,56.866224391467206,195.06964505606388,194.68300173817153,5.325621626545285,False,0.05126746006500456,68.56231897783262,26.03549439361359,0.510416666666716,12,0,key_level_break,195.11627871613695,SL,2024-10-21 15:00:00+00:00,-24.272128386306232,-955.2466031329524,180,False
+2024-11-13 14:00:00+00:00,3,GBP_JPY,SHORT,196.744,197.04280650759418,196.32478047721753,196.0259674620292,195.57774793924673,3164.9,5,OVERLAP,2.5,0.2988130151883132,24.50853916893751,33.314971641334466,197.4392630213343,197.70013474847357,-50.65709342476339,False,-0.03226496491930912,22.098010196276217,-66.62630213343164,0.6627906976744001,14,2,key_level_break,197.04280650759418,SL,2024-11-13 15:00:00+00:00,-29.880650759417904,-945.6927158848173,60,False
+2024-11-15 13:00:00+00:00,3,GBP_JPY,SHORT,196.45600000000002,197.05771933958357,195.8763419812493,195.47056996874883,194.8619119499981,1555.93,5,OVERLAP,2.5,0.40577201250047545,41.24861171062488,34.20958995864292,197.58644941858196,197.68452114259642,-36.11722191642173,False,-0.1584198822312861,38.520860914280874,-110.14494185819501,0.9384328358208668,13,4,key_level_break,194.8619119499981,TP3,2024-11-15 17:00:00+00:00,94.4852830001139,1470.1248637836723,240,True
+2024-11-19 08:00:00+00:00,3,GBP_JPY,SHORT,194.53900000000002,195.43174715614288,193.8851335315714,193.42988921928566,192.74702275085704,1065.18,5,LONDON,2.5,0.4552443122857407,28.783246570497255,32.05148619799907,195.92900620762703,196.92284409744022,-22.96666666666738,False,-0.06407633336411701,67.37907349551809,-136.1006207627014,0.656949505465906,8,1,key_level_break,194.53900000000002,TP1+SL,2024-11-19 11:00:00+00:00,26.154658737144697,278.59419393631794,180,True
+2024-11-19 13:00:00+00:00,3,GBP_JPY,SHORT,193.887,194.94395424101705,193.08963727694885,192.53872879491473,191.71236607186358,902.33,4,OVERLAP,2.5,0.5509084820341019,40.33707705531178,30.932313066583532,195.64148352944753,196.79707010569578,-51.938036739915105,False,-0.1523274663576074,39.72267846220884,-172.548352944753,0.7880041365046666,13,1,key_level_break,194.94395424101705,SL,2024-11-19 14:00:00+00:00,-105.69542410170527,-953.7215202969172,60,False
+2024-11-21 08:00:00+00:00,3,GBP_JPY,SHORT,195.186,195.7807933497342,194.5746199507973,194.14769991799554,193.50731986879285,1587.42,5,LONDON,2.5,0.42692003280178803,43.78011633141063,30.477244251356566,196.2518138736201,196.6611222580587,-26.500000000001478,False,-0.13058429782530612,28.98514823730153,-103.68138736201047,0.7200402819738237,8,3,key_level_break,195.186,TP1+SL,2024-11-21 11:00:00+00:00,24.455201968107758,388.2067670821362,180,True
+2024-11-25 14:00:00+00:00,3,GBP_JPY,SHORT,193.46800000000002,194.01916178558255,192.86651464325237,192.44619107208726,191.81570571533962,1720.13,4,OVERLAP,2.5,0.4203235711650998,27.567040055977323,39.72767405079956,194.3192655563141,195.61610564092942,-53.10776593517801,False,-0.0209225281515382,26.84198118456072,-82.2265556314079,0.8748241912798517,14,0,key_level_break,193.46800000000002,TP1+SL,2024-11-26 07:00:00+00:00,24.059414269905805,413.85320268093074,1020,True
+2024-12-10 15:00:00+00:00,3,GBP_JPY,LONG,193.803,193.34377768460763,194.3041669461772,194.65761157696198,195.1877785231392,2073.52,4,OVERLAP,2.5,0.35344463078479726,29.89780417266463,70.26169883443684,192.51059408026458,191.84756167622146,34.79880540170939,False,0.025004804386164536,72.48537101430641,126.3405919735419,0.5860735009671173,15,1,key_level_break,193.34377768460763,SL,2024-12-11 07:00:00+00:00,-45.92223153923669,-952.2066554123807,960,False
+2024-12-16 15:00:00+00:00,3,GBP_JPY,LONG,195.756,195.0101161318275,196.25705160451756,196.61041934086262,197.14047094538017,1263.85,4,OVERLAP,2.5,0.35336773634504404,41.93035149326749,75.72875260886259,194.18190652835366,193.21571834766777,88.62293259612954,False,0.13081395644169452,91.68857753400384,154.50934716463394,0.7209908735332468,15,0,key_level_break,195.0101161318275,SL,2024-12-17 09:00:00+00:00,-74.58838681725126,-942.68532678983,1080,False
+2024-12-26 13:00:00+00:00,3,GBP_JPY,LONG,197.688,197.4171629678916,198.05351109632514,198.31651849387524,198.7110295902004,3445.83,4,OVERLAP,2.5,0.2630073975501017,21.777709934225165,62.116759158966715,197.0742932439483,196.0456077415301,29.362230360993635,False,0.019537587613743357,91.04661386485192,58.470675605170186,0.8524096385541942,13,3,key_level_break,197.4171629678916,SL,2024-12-27 02:00:00+00:00,-27.083703210837484,-933.2583703500013,780,False
diff --git a/results/test_set_validation/trades_S7_Tight_test.csv b/results/test_set_validation/trades_S7_Tight_test.csv
new file mode 100644
index 0000000..40798bf
--- /dev/null
+++ b/results/test_set_validation/trades_S7_Tight_test.csv
@@ -0,0 +1,18 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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+2023-09-19 12:00:00+00:00,7,GBP_JPY,SHORT,183.286,183.66990931489948,183.04063602765078,182.76627205530156,182.76627205530156,2587.9,5,LONDON,2.5,0.18290931489948176,23.599703183635604,65.24161659783817,183.03124913740024,183.50963292482783,22.1151253851815,False,0.058461483682155195,86.62534126598877,28.375086259976,0.06796116504859594,12,1,liquidity_sweep_bearish,183.286,TP1+SL,2023-09-19 18:00:00+00:00,12.268198617461223,317.488712021279,360,True
+2023-10-16 08:00:00+00:00,7,GBP_JPY,SHORT,181.745,182.37043616712455,181.42834574931314,181.0826914986263,181.0826914986263,1593.6,3,LONDON,2.5,0.23043616712456602,34.09046977386149,44.9368820991252,182.17777632318314,182.16603789106424,-8.666666666667311,False,0.07912300143134929,67.01741123833112,-40.37763231831377,0.6864406779661568,8,0,liquidity_sweep_bearish,182.37043616712455,SL,2023-10-16 14:00:00+00:00,-62.543616712454764,-996.6950759296791,360,False
+2023-11-03 09:00:00+00:00,7,GBP_JPY,LONG,183.613,183.10521927211659,183.87767109182514,184.17134218365024,184.17134218365024,1943.21,3,LONDON,2.5,0.1957807278834151,18.202420758533762,57.70852852323714,183.31506679514288,182.73873631455072,15.38496648754517,False,0.0024699309405176936,62.26795137894215,26.893320485712024,0.6577181208053583,9,4,liquidity_sweep_bullish,184.17134218365024,TP3,2023-11-03 13:00:00+00:00,41.150951103590884,799.6493969400885,240,True
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+2024-01-08 10:00:00+00:00,7,GBP_JPY,LONG,183.49,182.7712897954502,183.91356530682472,184.36613061364946,184.36613061364946,1342.93,3,LONDON,2.5,0.3017102045498133,27.404835310642603,47.23394716967616,183.2810319437179,181.87065313855277,10.720235574009962,False,-0.0849572091570127,40.12388841078771,17.996805628212087,0.7602591792656772,10,0,liquidity_sweep_bullish,183.49,TP1+SL,2024-01-08 13:00:00+00:00,21.178265341235655,284.409278747056,180,True
+2024-01-26 09:00:00+00:00,7,GBP_JPY,LONG,187.984,187.49928031811547,188.34757952282678,188.74015904565357,188.74015904565357,1997.07,3,LONDON,2.5,0.26171968188451794,19.80050199172515,58.00310417214202,187.73429243839942,187.25572707499302,15.199128488197289,False,0.02889326753456662,60.46636246593334,22.07075616005909,0.4890109890110538,9,4,liquidity_sweep_bullish,187.984,TP1+SL,2024-01-28 22:00:00+00:00,18.17897614133841,363.046878825827,3660,True
+2024-03-14 14:00:00+00:00,7,GBP_JPY,SHORT,188.876,189.38702160625854,188.5239675906122,188.14293518122437,188.14293518122437,1901.39,4,OVERLAP,2.5,0.25402160625853776,33.470331562940814,42.06923499533005,189.02674296401221,189.27097617985748,-20.073403572018833,False,-0.03473563699810095,43.63915195619779,-12.17429640122134,0.4622950819671737,14,3,liquidity_sweep_bearish,189.38702160625854,SL,2024-03-15 08:00:00+00:00,-51.10216062585379,-971.6513719239216,1080,False
+2024-05-01 14:00:00+00:00,7,GBP_JPY,LONG,196.982,196.27928723990993,197.38156914013507,197.81013828027017,197.81013828027017,1368.89,4,OVERLAP,2.5,0.2857127600900535,24.746472501311878,49.420011057846864,196.78578464728193,194.972179865339,-5.059984861213707,False,-0.041162534015858634,29.08883085881483,16.721535271807397,0.6016597510373287,14,2,liquidity_sweep_bullish,196.27928723990993,SL,2024-05-01 20:00:00+00:00,-70.27127600900654,-961.9364701596899,360,False
+2024-07-30 13:00:00+00:00,7,GBP_JPY,SHORT,198.121,199.17628726673414,197.53456909989882,196.9191381997976,196.9191381997976,902.42,4,OVERLAP,2.5,0.41028726673413046,37.580795151586806,46.37329407977431,198.2154905618788,199.89569193400138,-58.209213293645234,False,-0.016540505015113727,13.695274667385908,-6.549056187878932,0.9029411764706232,13,1,liquidity_sweep_bearish,196.9191381997976,TP3,2024-07-30 16:00:00+00:00,89.41596683606186,806.9075679219894,180,True
+2024-08-12 16:00:00+00:00,7,GBP_JPY,SHORT,187.959,188.90590940709825,187.3221358893526,186.6562717787052,186.6562717787052,1014.23,3,OVERLAP,2.5,0.44390940709826926,36.570139657260476,51.39414589917375,187.55897175673573,188.73160619875233,-46.54398366586747,False,0.026416914796091873,37.39594442126003,42.90282432642698,0.9025844930417901,16,0,liquidity_sweep_bearish,188.90590940709825,SL,2024-08-13 06:00:00+00:00,-94.69094070982463,-960.3839279612545,840,False
+2024-09-10 08:00:00+00:00,7,GBP_JPY,SHORT,187.752,188.4735781779571,187.21013273306434,186.63926546612868,186.63926546612868,1317.64,3,LONDON,2.5,0.380578177957108,25.97304054666003,57.55078247255535,187.60106504146114,189.17408688119278,-6.2999999999959755,False,0.10520043330161027,85.98705133862997,17.993495853886543,0.4275862068965657,8,1,liquidity_sweep_bearish,186.63926546612868,TP3,2024-09-10 13:00:00+00:00,82.73093453090426,1090.095885753007,300,True
+2024-10-10 10:00:00+00:00,7,GBP_JPY,LONG,194.89,194.23428030806815,195.28507953789776,195.70915907579553,195.70915907579553,1466.61,3,LONDON,2.5,0.28271969193184976,19.734559996780845,50.92720681296909,194.6101871239519,193.47533923358714,3.7809003583845424,False,-0.06274500910325806,23.258173018537914,25.081287604808722,0.48179271708682736,10,3,liquidity_sweep_bullish,194.23428030806815,SL,2024-10-10 12:00:00+00:00,-65.57196919318356,-961.6850573841496,120,False
+2024-10-11 12:00:00+00:00,7,GBP_JPY,LONG,194.771,194.1596065130191,195.20609023047132,195.67018046094265,195.67018046094265,1557.21,4,LONDON,2.5,0.3093934869808818,34.387544919330594,60.444583402748115,194.38634471021692,193.64760421479457,10.668127383672754,False,0.09251890437990201,76.69973429671829,35.56552897830727,0.2995689655172026,12,4,liquidity_sweep_bullish,194.771,TP1+SL,2024-10-11 16:00:00+00:00,21.754511523566578,338.76342889613113,240,True
+2024-10-17 10:00:00+00:00,7,GBP_JPY,LONG,194.639,194.0798562058005,195.01821569129928,195.42643138259854,195.42643138259854,1708.78,3,LONDON,2.5,0.27214379419951046,31.49788090960406,56.62922129016336,194.5810277659609,194.3609469372335,12.95290813247334,False,0.05956482455136029,76.08488121539463,2.897223403911653,0.6607142857142911,10,3,liquidity_sweep_bullish,194.639,TP1+SL,2024-10-17 13:00:00+00:00,18.96078456496326,323.9980944891792,180,True
diff --git a/results/test_set_validation/trades_S8_OB_test.csv b/results/test_set_validation/trades_S8_OB_test.csv
new file mode 100644
index 0000000..2666229
--- /dev/null
+++ b/results/test_set_validation/trades_S8_OB_test.csv
@@ -0,0 +1,35 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
+2023-09-13 14:15:00+00:00,8,GBP_USD,SHORT,1.2484399999999998,1.2498940607493132,1.2455362616712462,1.2439893925068692,1.2439893925068692,680851.88,5,OVERLAP,1.5,0.001546869164376862,17.115933374357265,54.72391899369659,1.2478413916180524,1.2486964462924597,8.940748705617008,False,0.00023171863443344253,50.936467550135326,7.886083819474976,0.6125000000001943,14,2,order_block_retest_short,1.2498940607493132,SL,2023-09-13 14:30:00+00:00,-14.540607493134239,-989.9999948042533,15,False
+2023-09-13 14:45:00+00:00,8,GBP_USD,SHORT,1.2488899999999998,1.2499017360542546,1.2459350929716357,1.2443626394574538,1.2443626394574538,968730.92,5,OVERLAP,1.5,0.0015724535141820744,16.522027259584696,55.715858883311896,1.24796602125142,1.2487117251956066,12.360720150876858,False,0.00019013474362509467,48.02305249655095,11.139787485798802,0.5602836879433462,14,2,order_block_retest_short,1.2499017360542546,SL,2023-09-13 15:15:00+00:00,-10.117360542547527,-980.0999986353766,30,False
+2023-09-13 15:30:00+00:00,8,GBP_USD,SHORT,1.2483499999999998,1.249869526279591,1.2456098248027274,1.244144737204091,1.244144737204091,638553.62,5,OVERLAP,1.5,0.0014650875986363119,15.495825841804148,51.418843271204075,1.2480947062156211,1.2487235254268463,6.145744333041492,False,4.954072423843007e-05,46.56277630415406,4.452937843788529,0.787878787878742,15,2,order_block_retest_short,1.249869526279591,SL,2023-09-13 16:30:00+00:00,-15.195262795910658,-970.2990065180072,60,False
+2023-09-22 14:30:00+00:00,8,GBP_USD,SHORT,1.22742,1.2284928983097843,1.2255240112681054,1.2244810169021578,1.2244810169021578,895328.1,5,OVERLAP,1.5,0.001042994365947385,33.61400361033329,60.51390558530429,1.226604919843853,1.2300752004088493,19.52405198722973,False,0.00035228200547396296,75.56935817805697,10.050801561471978,0.07999999999992895,14,4,order_block_retest_short,1.2244810169021578,TP3,2023-09-22 17:45:00+00:00,24.17485947694111,2164.4431003256677,195,True
+2023-10-13 09:00:00+00:00,8,GBP_USD,SHORT,1.21959,1.2207902034168876,1.2179119772207487,1.216977965831123,1.216977965831123,818394.97,4,LONDON,1.5,0.0009340113896256419,38.37855291647575,45.89228942500955,1.2203558629899702,1.2238173530964238,-13.244039322721779,False,-1.0637396353468628e-05,18.554389347431478,-5.75862989970144,0.9285714285714852,9,4,order_block_retest_short,1.216977965831123,TP3,2023-10-13 10:45:00+00:00,21.450285059806063,1755.480539801143,105,True
+2023-10-16 12:15:00+00:00,8,GBP_USD,SHORT,1.21694,1.217776181982709,1.2152221201152722,1.214268180172908,1.214268180172908,1195667.05,5,LONDON,1.5,0.000953939942363963,38.01569477161607,57.63974045624886,1.2159750471214152,1.218380235424817,10.267454210508564,False,0.0002223628707677459,78.70694109862755,11.549528785848029,0.21621621621614323,12,0,order_block_retest_short,1.217776181982709,SL,2023-10-16 12:45:00+00:00,-8.361819827091832,-999.7952445290401,30,False
+2023-10-20 12:15:00+00:00,8,GBP_USD,SHORT,1.2125,1.2138602906103184,1.2106213959312102,1.2095870938968152,1.2095870938968152,727636.64,5,LONDON,1.5,0.0010343020343949387,23.474812314368123,49.57664965238673,1.2128140655498598,1.2141002487752863,1.8903395715419435,False,0.00017621169369687586,61.72859637741274,-1.2406554985977536,0.7016806722689185,12,4,order_block_retest_short,1.2138602906103184,SL,2023-10-20 12:30:00+00:00,-13.602906103185042,-989.7972891157058,15,False
+2023-12-22 10:00:00+00:00,8,GBP_USD,LONG,1.2704300000000002,1.2680125522052135,1.27215631863191,1.273114477947865,1.273114477947865,405344.56,4,LONDON,1.5,0.0009581593159549691,49.58136091956205,59.12405120294558,1.2687471034559865,1.2674978706270392,5.810637927503581,False,-6.707125066424233e-07,35.79234972678289,14.928965440135222,0.8140703517587974,10,4,order_block_retest_long,1.273114477947865,TP3,2023-12-22 11:00:00+00:00,22.05398356114368,893.9462262839019,60,True
+2024-02-08 15:00:00+00:00,8,GBP_USD,SHORT,1.2591499999999998,1.2603661805333823,1.2573654631107838,1.2563781946661758,1.2563781946661758,813069.08,5,OVERLAP,1.5,0.0009872684446080222,39.43493501375464,43.12431701071015,1.2612472368854,1.261362137817366,-11.994779500772434,False,0.00010091561754063422,78.26518535076112,-19.072368854000654,0.8186813186812443,15,3,order_block_retest_short,1.2603661805333823,SL,2024-02-08 15:30:00+00:00,-12.161805333825715,-988.8387873912766,30,False
+2024-02-08 15:30:00+00:00,8,GBP_USD,SHORT,1.2593699999999999,1.2603760281129675,1.2575198125802167,1.256499718870325,1.256499718870325,973084.53,5,OVERLAP,1.5,0.0010200937098916103,31.725647767859876,44.785057575201385,1.2611254116731434,1.2613285215639594,-9.030811982744247,False,0.00014579277045401033,46.09545771675234,-15.65411673143391,0.16788321167881318,15,3,order_block_retest_short,1.2603760281129675,SL,2024-02-08 15:45:00+00:00,-10.060281129675717,-978.9503934738366,15,False
+2024-04-19 11:00:00+00:00,8,GBP_USD,SHORT,1.2428299999999999,1.2437548594387142,1.2414542704085716,1.2406714056128574,1.2406714056128574,1047900.74,5,LONDON,1.5,0.0007828647957142035,24.359206452620775,45.480473091023846,1.2433117044904947,1.2443104284519229,-11.129973676125005,False,-0.00017186236025877317,3.4700287040686457,-2.9170449049464864,0.8644067796609022,11,4,order_block_retest_short,1.2437548594387142,SL,2024-04-19 11:15:00+00:00,-9.248594387143427,-969.1608902247444,15,False
+2024-05-03 15:30:00+00:00,8,GBP_USD,LONG,1.2559300000000002,1.2549434932880823,1.2588500447461182,1.260405067119177,1.260405067119177,972592.76,5,OVERLAP,1.5,0.0015550223730590057,24.192942999628713,49.118495185755386,1.2555745115563162,1.2535088799474368,-12.132706779552915,False,-0.00029105403041294973,67.42722602739839,1.6548844368391435,0.6055045871560399,15,4,order_block_retest_long,1.2549434932880823,SL,2024-05-03 15:45:00+00:00,-9.865067119179116,-959.4692857027666,15,False
+2024-05-09 13:00:00+00:00,8,GBP_USD,SHORT,1.2488799999999998,1.2501128719121242,1.246317520585839,1.2449412808787585,1.2449412808787585,770456.83,5,OVERLAP,1.5,0.0013762397070804491,32.21686778008623,53.36282916150309,1.2484809269806643,1.2499506072028035,12.358090808068933,False,0.00029058979593005126,78.6947840226057,5.890730193356397,0.8759689922481114,13,3,order_block_retest_short,1.2501128719121242,SL,2024-05-09 13:15:00+00:00,-12.328719121244003,-949.874585211404,15,False
+2024-05-10 15:30:00+00:00,8,GBP_USD,LONG,1.2521000000000002,1.2514318811385297,1.2535641257431354,1.254391188614703,1.254391188614703,1407497.82,5,OVERLAP,1.5,0.0008270628715676509,30.56008922575121,47.91106006832501,1.2522589957406811,1.251443669125959,-4.379911567347072,False,-0.00010582309177767152,60.93373269946161,-3.489957406810351,0.6144578313252336,15,4,order_block_retest_long,1.2521000000000002,TP1+SL,2024-05-12 21:00:00+00:00,7.3206287156757375,1030.3768958343,3210,True
+2024-05-22 12:00:00+00:00,8,GBP_USD,LONG,1.2717600000000002,1.2707715331489968,1.2731597790066873,1.273954668510031,1.273954668510031,961771.87,5,LONDON,1.5,0.0007948895033435753,32.87151984700118,45.15578884035636,1.272146707926527,1.271080881381681,-8.55809534163754,False,-0.0002625755414457748,30.666666666667826,-5.767079265268649,0.7831325301206367,12,2,order_block_retest_long,1.273954668510031,TP3,2024-05-22 13:15:00+00:00,17.972237811779035,1728.519276831943,75,True
+2024-06-11 11:00:00+00:00,8,GBP_USD,SHORT,1.27328,1.273873050203915,1.2720496653072324,1.2713394979608486,1.2713394979608486,1632180.21,5,LONDON,1.5,0.0007101673463838207,41.7863883326303,53.07199229910303,1.2730139856876117,1.2734954610629359,1.0452605068844711,False,0.00016440931382096267,51.66716097616151,4.560143123883975,0.7731958762885276,11,1,order_block_retest_short,1.273873050203915,SL,2024-06-11 11:15:00+00:00,-5.930502039150909,-967.9648063666758,15,False
+2024-06-11 13:15:00+00:00,8,GBP_USD,SHORT,1.27294,1.2739094892702347,1.2714667381984346,1.2706351072976518,1.2706351072976518,988443.28,5,OVERLAP,1.5,0.0008316309007827352,28.667274686770696,45.95815733047805,1.2733089743236627,1.2735381027553043,-5.00293719290168,False,-2.1958292594242653e-05,58.41086714983371,-1.7897432366265065,0.8170731707316017,13,1,order_block_retest_short,1.2706351072976518,TP3,2024-06-11 14:00:00+00:00,18.890772752751612,1867.2457381464435,45,True
+2024-08-05 08:15:00+00:00,8,GBP_USD,SHORT,1.2791199999999998,1.2808255856876052,1.2754727620826325,1.2735541431239488,1.2735541431239488,572798.91,4,LONDON,1.5,0.001918618958683692,31.14705859345893,53.51563337722139,1.278448154618502,1.2784566464943503,-8.189484116609691,False,0.0004705735017570261,72.47297823824509,8.618453814979166,0.8268156424580999,8,0,order_block_retest_short,1.2808255856876052,SL,2024-08-05 08:30:00+00:00,-17.05585687605371,-976.9576227719571,15,False
+2024-08-05 08:30:00+00:00,8,GBP_USD,SHORT,1.2795299999999998,1.2808209009956335,1.2759139933624446,1.274010990043667,1.274010990043667,749234.87,4,LONDON,1.5,0.0019030033187777166,30.170216437587303,54.76718049635132,1.2784980309079728,1.2784692171759986,-3.451307666642034,False,0.00047257579934096796,61.921008138775825,12.219690920272086,0.24117647058824299,8,0,order_block_retest_short,1.274010990043667,TP3,2024-08-05 10:00:00+00:00,45.67508370606024,3422.136540274917,90,True
+2024-08-22 12:30:00+00:00,8,GBP_USD,LONG,1.3115500000000002,1.309418010780054,1.3132399281329743,1.3141798921994614,1.3141798921994614,469706.6,5,LONDON,1.5,0.0009399640664871318,27.16831037729934,54.84073873051602,1.310006808336491,1.3058537211610477,1.8317249275945358,False,-0.00019480693059481145,44.18083070301435,13.531916635090013,0.6368421052632354,12,3,order_block_retest_long,1.309418010780054,SL,2024-08-22 14:00:00+00:00,-21.319892199462842,-1001.4094077376213,90,False
+2024-08-22 14:45:00+00:00,8,GBP_USD,LONG,1.3104300000000002,1.3093324270521345,1.3126904863191047,1.3139157294786568,1.3139157294786568,903261.43,5,OVERLAP,1.5,0.0012252431595522642,23.86359903473371,48.43307428267984,1.3101380657324035,1.306254841441342,-5.605161518216217,False,-0.0002882972143026115,33.13685896616656,1.0193426759652624,0.5696202531645854,14,3,order_block_retest_long,1.3093324270521345,SL,2024-08-22 15:00:00+00:00,-10.975729478657213,-991.395310418507,15,False
+2024-08-22 16:15:00+00:00,8,GBP_USD,LONG,1.3103000000000002,1.3093702938097496,1.3123080412683372,1.3134070619025058,1.3134070619025058,1055689.82,5,OVERLAP,1.5,0.001099020634168569,16.942892704813943,50.20083135964596,1.3099473120771126,1.306427795000149,-5.168777259598745,False,-0.00010320929204055189,65.08971769630054,1.6268792288753886,0.9876543209878472,16,3,order_block_retest_long,1.3093702938097496,SL,2024-08-22 16:45:00+00:00,-9.297061902506787,-981.4813606386248,30,False
+2024-08-27 08:00:00+00:00,8,GBP_USD,LONG,1.32092,1.3191306988100466,1.322192007933023,1.3229230118995343,1.3229230118995343,543042.47,5,LONDON,1.5,0.0007310039665114671,32.490187454362534,60.961778921237574,1.3194117214724586,1.3175912521838873,2.2333333333324212,False,7.100868302589497e-05,41.159653004874194,13.182785275414055,0.6548672566372203,8,1,order_block_retest_long,1.3229230118995343,TP3,2024-08-27 09:00:00+00:00,16.3750995316353,889.2374496155076,60,True
+2024-09-12 10:45:00+00:00,8,GBP_USD,SHORT,1.3048799999999998,1.3056377073801664,1.3038186174655582,1.303192926198337,1.303192926198337,1294112.93,4,LONDON,1.5,0.0006256912672209431,15.553432068455853,52.592619663350234,1.3047444019825456,1.3062516353443483,0.976727027408586,False,3.186497891587541e-05,43.98669517700216,3.255980174543538,0.666666666666774,10,3,order_block_retest_short,1.3048799999999998,TP1+SL,2024-09-12 12:15:00+00:00,5.306912672208286,686.7744307485594,90,True
+2024-09-12 12:45:00+00:00,8,GBP_USD,SHORT,1.3051799999999998,1.3056842947079037,1.3038080352806416,1.3030270529209624,1.3030270529209624,1958034.95,4,LONDON,1.5,0.0007809823596791501,23.86088481694282,56.15718660290497,1.3047505064405964,1.3061360545630523,4.429449842884292,False,4.758012836492012e-06,80.22746044908375,6.194935594034945,0.05468750000001355,12,3,order_block_retest_short,1.3056842947079037,SL,2024-09-12 13:00:00+00:00,-5.042947079039184,-987.4266631759134,15,False
+2024-09-20 08:15:00+00:00,8,GBP_USD,LONG,1.32997,1.3289713143460002,1.3318379043599984,1.3328668565399977,1.3328668565399977,978838.93,4,LONDON,1.5,0.0010289521799992452,41.920155416327,46.44024974719503,1.3293908064214235,1.3252141136986377,-3.2659497947484795,False,-0.00019225830457813664,11.464673384176512,3.891935785764744,0.19642857142866701,8,4,order_block_retest_long,1.3289713143460002,SL,2024-09-20 09:45:00+00:00,-9.986856539998533,-977.5523969675668,90,False
+2024-09-20 09:45:00+00:00,8,GBP_USD,LONG,1.3295400000000002,1.328993006466282,1.3312632902247867,1.3322199353371802,1.3322199353371802,1769265.65,4,LONDON,1.5,0.0009566451123933762,30.16926109642083,43.87889110773405,1.3294652291565963,1.3254784041413623,-5.097549075692154,False,-0.0003380111670704889,38.41744306418216,-1.1522915659623045,0.18421052631584073,9,4,order_block_retest_long,1.328993006466282,SL,2024-09-20 10:15:00+00:00,-5.469935337181208,-967.776869979588,30,False
+2024-09-20 11:45:00+00:00,8,GBP_USD,LONG,1.33013,1.3290187375323117,1.3316817497845894,1.3325526246768842,1.3325526246768842,862171.75,5,LONDON,1.5,0.0008708748922947549,30.84131304324018,53.04713666304238,1.329327971732914,1.3257445570524313,5.507707831291508,False,-7.033641068532738e-05,95.30078338214544,6.120282670858401,0.5733333333332189,11,4,order_block_retest_long,1.33013,TP1+SL,2024-09-20 13:15:00+00:00,7.758748922946924,668.9374136707764,90,True
+2024-09-20 15:30:00+00:00,8,GBP_USD,LONG,1.3303600000000002,1.3289132953524794,1.3326146976501376,1.3338370464752063,1.3338370464752063,666886.97,5,OVERLAP,1.5,0.0012223488250687321,28.9718333996383,54.452105825766,1.329265055916607,1.326245905273107,7.903049964741449,False,-9.73143750413885e-05,39.81178758098226,9.049440833930333,0.9174041297935588,15,4,order_block_retest_long,1.33137,TP1+TIME,2024-09-23 01:30:00+00:00,16.323488250685745,1088.5921619330418,3480,True
+2024-09-27 16:15:00+00:00,8,GBP_USD,LONG,1.33905,1.3377994402470073,1.3409303983532845,1.341965597529927,1.341965597529927,780190.15,5,OVERLAP,1.5,0.0010351991766423185,21.138958141744858,43.64558792059899,1.3394412862674583,1.3382079470085404,-9.640405901780724,False,-0.00031244811335634807,13.314107248493267,-5.812862674583474,0.6119402985075418,16,4,order_block_retest_long,1.3377994402470073,SL,2024-09-27 17:00:00+00:00,-12.505597529928192,-975.6744012714306,45,False
+2024-11-26 09:15:00+00:00,8,GBP_USD,SHORT,1.2557299999999998,1.2573800940898894,1.2538527060674034,1.252819059101105,1.252819059101105,585371.26,4,LONDON,1.5,0.0010336469662983096,27.060883061922922,55.422065337892384,1.255090675123738,1.256624472950574,5.745443404232553,False,0.00016703036097843728,77.28520157389643,8.29324876261861,0.9738562091504425,9,1,order_block_retest_short,1.2573800940898894,SL,2024-11-26 10:00:00+00:00,-16.500940898895866,-965.9176565172206,45,False
+2024-12-11 15:45:00+00:00,8,GBP_USD,LONG,1.27451,1.2736529365845242,1.2769004227698393,1.2781906341547589,1.2781906341547589,1115738.3,5,OVERLAP,1.5,0.0012902113849196887,28.30107793977507,45.338460930400345,1.275146746313043,1.2753596838461745,-5.196573242189917,False,-2.491596767837794e-05,25.39688678658941,-8.267463130431363,0.13740458015273257,15,2,order_block_retest_long,1.2736529365845242,SL,2024-12-11 18:45:00+00:00,-8.570634154758672,-956.2584781752378,180,False
+2024-12-13 13:00:00+00:00,8,GBP_USD,SHORT,1.2661099999999998,1.2666284545799624,1.2645769694669173,1.263715454200376,1.263715454200376,1825995.81,5,OVERLAP,1.5,0.0008615152665413355,28.938220308224327,62.14002923694721,1.2654847072495254,1.2698972453245314,20.99739261357536,False,0.00034250105188025887,85.35509702483442,8.152927504745389,0.12727272727274194,13,4,order_block_retest_short,1.2666284545799624,SL,2024-12-13 13:30:00+00:00,-5.184545799625795,-946.6958906869801,30,False
+2024-12-13 14:00:00+00:00,8,GBP_USD,SHORT,1.2654899999999998,1.2666334874598684,1.2639234169342102,1.2630451254013155,1.2630451254013155,819623.27,5,OVERLAP,1.5,0.0008782915328948181,22.2035389614109,53.84872619867752,1.2655888000070912,1.2697520165711167,10.568508168422586,False,0.00020356187663689404,68.15723578360793,0.9119999290874148,0.8681318681317636,14,4,order_block_retest_short,1.2630451254013155,TP3,2024-12-13 15:00:00+00:00,20.057288620661787,1643.9420486600602,60,True
diff --git a/results/test_set_validation/trades_S9_Filtered_test.csv b/results/test_set_validation/trades_S9_Filtered_test.csv
new file mode 100644
index 0000000..4759ad0
--- /dev/null
+++ b/results/test_set_validation/trades_S9_Filtered_test.csv
@@ -0,0 +1,21 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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diff --git a/results/test_set_validation/trades_portfolio_test.csv b/results/test_set_validation/trades_portfolio_test.csv
new file mode 100644
index 0000000..84f52a2
--- /dev/null
+++ b/results/test_set_validation/trades_portfolio_test.csv
@@ -0,0 +1,127 @@
+timestamp,strategy_id,pair,signal_direction,entry_price,sl_price,tp1_price,tp2_price,tp3_price,lot_size,confluence_score,session,spread_at_entry,atr_at_entry,adx_at_entry,rsi_at_entry,ema_50_value,ema_200_value,vwap_deviation,news_within_60min,macd_hist_at_entry,stoch_k_at_entry,distance_from_ema50_pips,candle_body_ratio,hour_of_day,day_of_week,entry_pattern,exit_price,exit_reason,exit_time,pnl_pips,pnl_dollars,hold_time_minutes,win
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+2024-03-14 14:00:00+00:00,7,GBP_JPY,SHORT,188.876,189.38702160625854,188.5239675906122,188.14293518122437,188.14293518122437,1901.39,4,OVERLAP,2.5,0.25402160625853776,33.470331562940814,42.06923499533005,189.02674296401221,189.27097617985748,-20.073403572018833,False,-0.03473563699810095,43.63915195619779,-12.17429640122134,0.4622950819671737,14,3,liquidity_sweep_bearish,189.38702160625854,SL,2024-03-15 08:00:00+00:00,-51.10216062585379,-971.6513719239216,1080,False
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+2023-11-03 12:00:00+00:00,3,GBP_JPY,LONG,183.981,183.61290410729595,184.24843053525504,184.4460508920917,184.74248142734675,2717.89,5,LONDON,2.5,0.19762035683668538,24.31790484460386,68.67451339073216,183.36162385041777,182.76783121516647,29.092480684499833,False,0.03813394362684747,92.00882102856684,59.03761495822266,0.9518413597733033,12,4,key_level_break,184.74248142734675,TP3,2023-11-03 15:00:00+00:00,44.52888564080524,1210.2461299428815,180,True
+2023-11-28 08:00:00+00:00,3,GBP_JPY,LONG,187.771,187.51408408342533,188.119747749724,188.37157958287335,188.74932733259735,3941.16,4,LONDON,2.5,0.2518318331493391,49.72135709725478,55.04926683534095,187.60767357460165,186.92220943159913,10.83333333333485,False,0.016481908737143836,83.01252299776974,13.432642539834205,0.7845884413309644,8,1,key_level_break,187.51408408342533,SL,2023-11-28 11:00:00+00:00,-25.691591657465548,-1012.5467337673692,180,False
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+2023-12-15 14:00:00+00:00,3,GBP_JPY,SHORT,180.229,180.78990762639026,179.52227712082927,179.03179520138212,178.2960723222114,1812.46,4,OVERLAP,2.5,0.49048191944715924,38.59411423534395,41.47259541312953,180.98463800938376,182.54335660443581,-49.498666181978024,False,-0.0937262800634172,31.01008813166456,-72.66380093837483,0.7497034400948809,14,4,key_level_break,180.78990762639026,SL,2023-12-18 07:00:00+00:00,-56.09076263902466,-1016.6226365272664,3900,False
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+2024-01-26 14:00:00+00:00,3,GBP_JPY,LONG,188.458,188.07584383846208,188.83221848461378,189.10103080768963,189.50424929230343,2615.8,4,OVERLAP,2.5,0.2688123230758547,26.780168160656764,66.60367349561608,187.818711498683,187.30152317658718,33.050222970334175,False,0.0848902116678429,82.03441769321448,61.028850131700096,0.7168458781361693,14,4,key_level_break,188.07584383846208,SL,2024-01-26 16:00:00+00:00,-38.2156161537921,-999.6440873508938,120,False
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+2024-03-11 15:00:00+00:00,3,GBP_JPY,SHORT,188.02,188.3568292186014,187.6253123441958,187.342853906993,186.9191662511888,2811.14,5,OVERLAP,2.5,0.2824584372027963,47.99134846472245,33.006332870319625,188.92316033525486,189.64927140010283,-28.93628729460147,False,-0.033152802438531165,45.128275499159805,-87.41603352548566,0.697424892703826,15,0,key_level_break,188.3568292186014,SL,2024-03-12 01:00:00+00:00,-33.68292186013946,-946.8740895791243,600,False
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+2024-04-01 14:00:00+00:00,3,GBP_JPY,SHORT,190.534,190.97034068131723,190.27347795604828,190.08046326008045,189.79094121612874,2126.85,5,OVERLAP,2.5,0.19301469596781354,34.76168038742028,34.088466602498926,191.01951365395075,191.02069354101292,-29.406484040100622,False,-0.042960087225037386,45.82772284389058,-45.65136539507648,0.7383512544803074,14,0,key_level_break,190.38313214797614,TP1+TP2+SL,2024-04-02 01:00:00+00:00,31.579708395327092,671.6530280060142,660,True
+2024-06-21 14:00:00+00:00,3,GBP_JPY,LONG,201.499,201.24794180189932,201.88192459430203,202.1565409905034,202.56846558480544,3723.23,4,OVERLAP,2.5,0.27461639620135625,29.683807402336996,60.83407124706666,201.01274092506245,200.505460887178,45.20040550687554,False,0.007969990540388362,82.08640336937971,45.72590749375536,0.8260869565217301,14,4,key_level_break,201.90173560163518,TP1+TP2+SL,2024-06-24 10:00:00+00:00,49.67333542492156,1849.4525265413072,4080,True
+2024-06-27 13:00:00+00:00,3,GBP_JPY,LONG,203.29399999999998,202.97753879421307,203.59438361736088,203.81397269560145,204.14335631296234,3012.19,4,OVERLAP,2.5,0.21958907824058876,35.375926865045294,72.07007510786927,202.69541787343564,201.75769887182594,28.12346220637778,False,0.037576181090225425,76.6234956609881,56.95821265643417,0.6163793103447711,13,3,key_level_break,202.97753879421307,SL,2024-06-28 11:00:00+00:00,-31.646120578690784,-953.2412794592659,1320,False
+2024-07-09 14:00:00+00:00,3,GBP_JPY,LONG,206.519,206.29181290745095,206.80456127764722,207.0142687960787,207.32883007372592,4153.88,4,OVERLAP,2.5,0.20970751843147742,28.0508370933434,63.31575101752134,206.0340065256641,204.9329557970935,16.475055932562555,False,0.029775344044520036,79.54529317884486,45.59934743359122,0.5714285714286211,14,1,key_level_break,206.29181290745095,SL,2024-07-09 15:00:00+00:00,-22.71870925490589,-943.7079199976847,60,False
+2024-07-17 13:00:00+00:00,3,GBP_JPY,SHORT,203.618,204.0740628881439,203.05881133556832,202.66668555928055,202.07849689484888,2048.56,4,OVERLAP,2.5,0.3921257762877755,54.658539325288565,30.833299151643786,205.01504670292132,205.3650541472864,-23.034189157829132,False,-0.144569564532802,42.8471647160222,-136.80467029213332,0.6678321678321734,13,2,key_level_break,202.9167367988526,TP1+TP2+SL,2024-07-18 01:00:00+00:00,74.44538822899231,1525.058445103845,720,True
+2024-07-24 13:00:00+00:00,3,GBP_JPY,SHORT,198.25300000000001,199.16096496793924,197.5621050961823,197.08217516030382,196.36228025648612,1045.77,4,OVERLAP,2.5,0.47992993587847116,56.45208523365165,21.599383653844924,200.93715834327335,203.05147498952098,-81.28055620196335,False,-0.07074302431419666,13.416892107633267,-265.51583432733423,0.7380952380952283,13,2,key_level_break,196.36228025648612,TP3,2024-07-25 03:00:00+00:00,112.28318461083404,1174.2238597047192,840,True
+2024-07-30 13:00:00+00:00,3,GBP_JPY,SHORT,198.121,198.96214363336708,197.53456909989882,197.12428183316467,196.50885093306348,1142.81,4,OVERLAP,2.5,0.41028726673413046,37.580795151586806,46.37329407977431,198.2154905618788,199.89569193400138,-58.209213293645234,False,-0.016540505015113727,13.695274667385908,-6.549056187878932,0.9029411764706232,13,1,key_level_break,196.50885093306348,TP3,2024-07-30 17:00:00+00:00,95.56894401619161,1092.1714491114392,240,True
+2024-08-29 12:00:00+00:00,3,GBP_JPY,LONG,191.371,190.54259575850276,191.95821272449172,192.36902120748618,192.9852339319779,1173.56,4,LONDON,2.5,0.4108084829944652,26.57783957243539,59.07513274470762,190.8717158228014,190.56461122200562,50.80706492028355,False,0.017913919388919307,49.777250629019555,47.02841771986073,0.7221654749744973,12,3,key_level_break,190.54259575850276,SL,2024-08-29 18:00:00+00:00,-82.84042414972532,-972.1820816515165,360,False
+2024-08-30 15:00:00+00:00,3,GBP_JPY,LONG,191.674,191.25515865282782,192.1520240415166,192.49004006919432,192.9970641107109,2297.92,4,OVERLAP,2.5,0.3380160276777212,34.221614394409606,65.24506136000997,191.0191538680558,190.6793039324933,22.070273451274147,False,0.06645372722253462,53.92123616069904,62.58461319442006,0.7846153846153846,15,4,key_level_break,191.674,TP1+SL,2024-09-02 02:00:00+00:00,19.120961660663625,439.3844021927216,3540,True
+2024-09-06 15:00:00+00:00,3,GBP_JPY,SHORT,186.624,187.42444726608264,185.681458201752,185.03376366958668,184.0622218713387,1207.9,5,OVERLAP,2.5,0.6476945321653245,38.19844122159536,29.56234819109983,188.83793585429976,190.13842903071878,-142.62384747507042,False,-0.0815705332247349,28.99004150638885,-218.49358542997663,0.6530100334448221,15,4,key_level_break,187.42444726608264,SL,2024-09-09 00:00:00+00:00,-80.04472660826423,-966.8602527012237,3420,False
+2024-09-09 14:00:00+00:00,3,GBP_JPY,SHORT,186.639,187.32056533620477,185.9679039913857,185.50117331897616,184.80107731036185,1404.4,4,OVERLAP,2.5,0.4667306724095417,26.29128784478906,36.16920525188052,187.92772206264783,189.55368462817611,-76.1928831734707,False,-0.01852348612435259,6.058093699677932,-125.97220626478247,0.5281690140844658,14,0,key_level_break,187.32056533620477,SL,2024-09-09 23:00:00+00:00,-68.15653362047556,-957.1903581659587,540,False
+2024-09-10 15:00:00+00:00,3,GBP_JPY,SHORT,185.862,186.67147812305893,185.2481656308232,184.81960938470533,184.17677501552853,1170.65,4,OVERLAP,2.5,0.428556246117866,31.898053036693852,29.331021275196605,187.4038255440677,189.0153367822218,-98.10314901957895,False,-0.1456421549642708,8.611730937027563,-151.28255440677094,0.9284210526315954,15,1,key_level_break,185.3849775273883,TP1+TP2+SL,2024-09-11 10:00:00+00:00,75.78944883109271,887.2291827411871,1140,True
+2024-09-11 14:00:00+00:00,3,GBP_JPY,SHORT,184.02700000000002,184.86150826230883,183.1974752130735,182.6251253551225,181.76660056819597,1146.17,4,OVERLAP,2.5,0.5723498579510116,50.3044815194267,28.29694424226132,186.22117819384633,188.29926305872954,-103.22499332258417,False,-0.028589657290676196,34.501461938806194,-216.5178193846316,0.6552315608919242,14,2,key_level_break,184.86150826230883,SL,2024-09-11 16:00:00+00:00,-83.4508262308816,-956.4883350104957,120,False
+2024-09-20 14:00:00+00:00,3,GBP_JPY,LONG,191.825,191.1781042933723,192.6389871198832,193.20097853313868,194.0439656530219,1463.8,4,OVERLAP,2.5,0.5619914132554763,38.15441897838163,70.67732368660567,189.43612482110944,187.7446643643049,36.337616206571965,False,0.13686249865084044,58.28047842072223,235.98751788905474,0.8317214700193072,14,4,key_level_break,191.1781042933723,SL,2024-09-23 07:00:00+00:00,-64.68957066277028,-946.9259353616313,3900,False
+2024-09-26 14:00:00+00:00,3,GBP_JPY,LONG,194.024,193.10892710341963,194.6606186897411,195.10436448290184,195.76998317264295,1024.46,5,OVERLAP,2.5,0.4437457931607342,25.20559429718972,66.63557732479143,192.7436307242397,190.635172987771,66.61064183433041,False,0.03423407107151949,71.70557675231991,125.1369275760311,0.9429280397022417,14,3,key_level_break,195.76998317264295,TP3,2024-09-27 05:00:00+00:00,103.5989903585772,1061.33021662748,900,True
+2024-10-02 12:00:00+00:00,3,GBP_JPY,LONG,192.987,192.2115396746667,193.78438097599988,194.33530162666645,195.16168260266633,1222.59,4,LONDON,2.5,0.5509206506665845,37.39222801259275,69.2443980231624,191.5566941383475,191.2932073189828,77.76223932059168,False,0.22972787439095232,91.18462582103189,140.1305861652503,0.8109187749667177,12,2,key_level_break,195.16168260266633,TP3,2024-10-03 01:00:00+00:00,129.3209561599803,1581.0650779163034,780,True
+2024-10-14 13:00:00+00:00,3,GBP_JPY,LONG,195.493,195.0861169084522,195.8446492746434,196.09841545773895,196.47906473238234,2368.93,4,OVERLAP,2.5,0.2537661830955863,34.83364455286773,65.9761596880669,194.7743104739413,193.94073273983506,24.472799057176076,False,0.026591881871059375,62.10519736395173,68.9689526058686,0.7989276139410441,13,0,key_level_break,195.0861169084522,SL,2024-10-15 05:00:00+00:00,-40.688309154779745,-963.8775620603237,960,False
+2024-10-17 12:00:00+00:00,3,GBP_JPY,LONG,194.93099999999998,194.51240229280683,195.32829312157946,195.61248853596578,196.03878165754523,2279.61,4,LONDON,2.5,0.2841954143863122,34.117677675719776,65.10933747101598,194.594781878536,194.36880373410028,25.427838086224597,False,0.08680053173441696,85.13042893882262,30.721812146398975,0.5568400770712606,12,3,key_level_break,194.51240229280683,SL,2024-10-17 13:00:00+00:00,-41.85977071931574,-954.2395192945937,60,False
+2024-10-17 14:00:00+00:00,3,GBP_JPY,LONG,195.014,194.49431626267528,195.46555121197414,195.78591868662357,196.2664698985977,1817.83,4,OVERLAP,2.5,0.3203674746494226,32.24115343539201,63.43897493447444,194.61291860452323,194.37790219732446,28.054215793113713,False,0.09362404334494742,71.46639419931186,37.20813954767834,0.7185354691075809,14,3,key_level_break,195.46811246624202,TP1+TP2+SL,2024-10-18 08:00:00+00:00,58.021045268748146,1054.7239672088845,1080,True
+2024-10-21 12:00:00+00:00,3,GBP_JPY,LONG,195.359,195.11627871613695,195.72516385158912,195.9886064193152,196.3837702709043,3935.57,4,LONDON,2.5,0.26344256772607455,27.911605299807423,56.866224391467206,195.06964505606388,194.68300173817153,5.325621626545285,False,0.05126746006500456,68.56231897783262,26.03549439361359,0.510416666666716,12,0,key_level_break,195.11627871613695,SL,2024-10-21 15:00:00+00:00,-24.272128386306232,-955.2466031329524,180,False
+2024-11-13 14:00:00+00:00,3,GBP_JPY,SHORT,196.744,197.04280650759418,196.32478047721753,196.0259674620292,195.57774793924673,3164.9,5,OVERLAP,2.5,0.2988130151883132,24.50853916893751,33.314971641334466,197.4392630213343,197.70013474847357,-50.65709342476339,False,-0.03226496491930912,22.098010196276217,-66.62630213343164,0.6627906976744001,14,2,key_level_break,197.04280650759418,SL,2024-11-13 15:00:00+00:00,-29.880650759417904,-945.6927158848173,60,False
+2024-11-15 13:00:00+00:00,3,GBP_JPY,SHORT,196.45600000000002,197.05771933958357,195.8763419812493,195.47056996874883,194.8619119499981,1555.93,5,OVERLAP,2.5,0.40577201250047545,41.24861171062488,34.20958995864292,197.58644941858196,197.68452114259642,-36.11722191642173,False,-0.1584198822312861,38.520860914280874,-110.14494185819501,0.9384328358208668,13,4,key_level_break,194.8619119499981,TP3,2024-11-15 17:00:00+00:00,94.4852830001139,1470.1248637836723,240,True
+2024-11-19 08:00:00+00:00,3,GBP_JPY,SHORT,194.53900000000002,195.43174715614288,193.8851335315714,193.42988921928566,192.74702275085704,1065.18,5,LONDON,2.5,0.4552443122857407,28.783246570497255,32.05148619799907,195.92900620762703,196.92284409744022,-22.96666666666738,False,-0.06407633336411701,67.37907349551809,-136.1006207627014,0.656949505465906,8,1,key_level_break,194.53900000000002,TP1+SL,2024-11-19 11:00:00+00:00,26.154658737144697,278.59419393631794,180,True
+2024-11-19 13:00:00+00:00,3,GBP_JPY,SHORT,193.887,194.94395424101705,193.08963727694885,192.53872879491473,191.71236607186358,902.33,4,OVERLAP,2.5,0.5509084820341019,40.33707705531178,30.932313066583532,195.64148352944753,196.79707010569578,-51.938036739915105,False,-0.1523274663576074,39.72267846220884,-172.548352944753,0.7880041365046666,13,1,key_level_break,194.94395424101705,SL,2024-11-19 14:00:00+00:00,-105.69542410170527,-953.7215202969172,60,False
+2024-11-21 08:00:00+00:00,3,GBP_JPY,SHORT,195.186,195.7807933497342,194.5746199507973,194.14769991799554,193.50731986879285,1587.42,5,LONDON,2.5,0.42692003280178803,43.78011633141063,30.477244251356566,196.2518138736201,196.6611222580587,-26.500000000001478,False,-0.13058429782530612,28.98514823730153,-103.68138736201047,0.7200402819738237,8,3,key_level_break,195.186,TP1+SL,2024-11-21 11:00:00+00:00,24.455201968107758,388.2067670821362,180,True
+2024-11-25 14:00:00+00:00,3,GBP_JPY,SHORT,193.46800000000002,194.01916178558255,192.86651464325237,192.44619107208726,191.81570571533962,1720.13,4,OVERLAP,2.5,0.4203235711650998,27.567040055977323,39.72767405079956,194.3192655563141,195.61610564092942,-53.10776593517801,False,-0.0209225281515382,26.84198118456072,-82.2265556314079,0.8748241912798517,14,0,key_level_break,193.46800000000002,TP1+SL,2024-11-26 07:00:00+00:00,24.059414269905805,413.85320268093074,1020,True
+2024-12-10 15:00:00+00:00,3,GBP_JPY,LONG,193.803,193.34377768460763,194.3041669461772,194.65761157696198,195.1877785231392,2073.52,4,OVERLAP,2.5,0.35344463078479726,29.89780417266463,70.26169883443684,192.51059408026458,191.84756167622146,34.79880540170939,False,0.025004804386164536,72.48537101430641,126.3405919735419,0.5860735009671173,15,1,key_level_break,193.34377768460763,SL,2024-12-11 07:00:00+00:00,-45.92223153923669,-952.2066554123807,960,False
+2024-12-16 15:00:00+00:00,3,GBP_JPY,LONG,195.756,195.0101161318275,196.25705160451756,196.61041934086262,197.14047094538017,1263.85,4,OVERLAP,2.5,0.35336773634504404,41.93035149326749,75.72875260886259,194.18190652835366,193.21571834766777,88.62293259612954,False,0.13081395644169452,91.68857753400384,154.50934716463394,0.7209908735332468,15,0,key_level_break,195.0101161318275,SL,2024-12-17 09:00:00+00:00,-74.58838681725126,-942.68532678983,1080,False
+2024-12-26 13:00:00+00:00,3,GBP_JPY,LONG,197.688,197.4171629678916,198.05351109632514,198.31651849387524,198.7110295902004,3445.83,4,OVERLAP,2.5,0.2630073975501017,21.777709934225165,62.116759158966715,197.0742932439483,196.0456077415301,29.362230360993635,False,0.019537587613743357,91.04661386485192,58.470675605170186,0.8524096385541942,13,3,key_level_break,197.4171629678916,SL,2024-12-27 02:00:00+00:00,-27.083703210837484,-933.2583703500013,780,False
+2023-09-13 14:15:00+00:00,8,GBP_USD,SHORT,1.2484399999999998,1.2498940607493132,1.2455362616712462,1.2439893925068692,1.2439893925068692,680851.88,5,OVERLAP,1.5,0.001546869164376862,17.115933374357265,54.72391899369659,1.2478413916180524,1.2486964462924597,8.940748705617008,False,0.00023171863443344253,50.936467550135326,7.886083819474976,0.6125000000001943,14,2,order_block_retest_short,1.2498940607493132,SL,2023-09-13 14:30:00+00:00,-14.540607493134239,-989.9999948042533,15,False
+2023-09-13 14:45:00+00:00,8,GBP_USD,SHORT,1.2488899999999998,1.2499017360542546,1.2459350929716357,1.2443626394574538,1.2443626394574538,968730.92,5,OVERLAP,1.5,0.0015724535141820744,16.522027259584696,55.715858883311896,1.24796602125142,1.2487117251956066,12.360720150876858,False,0.00019013474362509467,48.02305249655095,11.139787485798802,0.5602836879433462,14,2,order_block_retest_short,1.2499017360542546,SL,2023-09-13 15:15:00+00:00,-10.117360542547527,-980.0999986353766,30,False
+2023-09-13 15:30:00+00:00,8,GBP_USD,SHORT,1.2483499999999998,1.249869526279591,1.2456098248027274,1.244144737204091,1.244144737204091,638553.62,5,OVERLAP,1.5,0.0014650875986363119,15.495825841804148,51.418843271204075,1.2480947062156211,1.2487235254268463,6.145744333041492,False,4.954072423843007e-05,46.56277630415406,4.452937843788529,0.787878787878742,15,2,order_block_retest_short,1.249869526279591,SL,2023-09-13 16:30:00+00:00,-15.195262795910658,-970.2990065180072,60,False
+2023-09-22 14:30:00+00:00,8,GBP_USD,SHORT,1.22742,1.2284928983097843,1.2255240112681054,1.2244810169021578,1.2244810169021578,895328.1,5,OVERLAP,1.5,0.001042994365947385,33.61400361033329,60.51390558530429,1.226604919843853,1.2300752004088493,19.52405198722973,False,0.00035228200547396296,75.56935817805697,10.050801561471978,0.07999999999992895,14,4,order_block_retest_short,1.2244810169021578,TP3,2023-09-22 17:45:00+00:00,24.17485947694111,2164.4431003256677,195,True
+2023-10-13 09:00:00+00:00,8,GBP_USD,SHORT,1.21959,1.2207902034168876,1.2179119772207487,1.216977965831123,1.216977965831123,818394.97,4,LONDON,1.5,0.0009340113896256419,38.37855291647575,45.89228942500955,1.2203558629899702,1.2238173530964238,-13.244039322721779,False,-1.0637396353468628e-05,18.554389347431478,-5.75862989970144,0.9285714285714852,9,4,order_block_retest_short,1.216977965831123,TP3,2023-10-13 10:45:00+00:00,21.450285059806063,1755.480539801143,105,True
+2023-10-16 12:15:00+00:00,8,GBP_USD,SHORT,1.21694,1.217776181982709,1.2152221201152722,1.214268180172908,1.214268180172908,1195667.05,5,LONDON,1.5,0.000953939942363963,38.01569477161607,57.63974045624886,1.2159750471214152,1.218380235424817,10.267454210508564,False,0.0002223628707677459,78.70694109862755,11.549528785848029,0.21621621621614323,12,0,order_block_retest_short,1.217776181982709,SL,2023-10-16 12:45:00+00:00,-8.361819827091832,-999.7952445290401,30,False
+2023-10-20 12:15:00+00:00,8,GBP_USD,SHORT,1.2125,1.2138602906103184,1.2106213959312102,1.2095870938968152,1.2095870938968152,727636.64,5,LONDON,1.5,0.0010343020343949387,23.474812314368123,49.57664965238673,1.2128140655498598,1.2141002487752863,1.8903395715419435,False,0.00017621169369687586,61.72859637741274,-1.2406554985977536,0.7016806722689185,12,4,order_block_retest_short,1.2138602906103184,SL,2023-10-20 12:30:00+00:00,-13.602906103185042,-989.7972891157058,15,False
+2023-12-22 10:00:00+00:00,8,GBP_USD,LONG,1.2704300000000002,1.2680125522052135,1.27215631863191,1.273114477947865,1.273114477947865,405344.56,4,LONDON,1.5,0.0009581593159549691,49.58136091956205,59.12405120294558,1.2687471034559865,1.2674978706270392,5.810637927503581,False,-6.707125066424233e-07,35.79234972678289,14.928965440135222,0.8140703517587974,10,4,order_block_retest_long,1.273114477947865,TP3,2023-12-22 11:00:00+00:00,22.05398356114368,893.9462262839019,60,True
+2024-02-08 15:00:00+00:00,8,GBP_USD,SHORT,1.2591499999999998,1.2603661805333823,1.2573654631107838,1.2563781946661758,1.2563781946661758,813069.08,5,OVERLAP,1.5,0.0009872684446080222,39.43493501375464,43.12431701071015,1.2612472368854,1.261362137817366,-11.994779500772434,False,0.00010091561754063422,78.26518535076112,-19.072368854000654,0.8186813186812443,15,3,order_block_retest_short,1.2603661805333823,SL,2024-02-08 15:30:00+00:00,-12.161805333825715,-988.8387873912766,30,False
+2024-02-08 15:30:00+00:00,8,GBP_USD,SHORT,1.2593699999999999,1.2603760281129675,1.2575198125802167,1.256499718870325,1.256499718870325,973084.53,5,OVERLAP,1.5,0.0010200937098916103,31.725647767859876,44.785057575201385,1.2611254116731434,1.2613285215639594,-9.030811982744247,False,0.00014579277045401033,46.09545771675234,-15.65411673143391,0.16788321167881318,15,3,order_block_retest_short,1.2603760281129675,SL,2024-02-08 15:45:00+00:00,-10.060281129675717,-978.9503934738366,15,False
+2024-04-19 11:00:00+00:00,8,GBP_USD,SHORT,1.2428299999999999,1.2437548594387142,1.2414542704085716,1.2406714056128574,1.2406714056128574,1047900.74,5,LONDON,1.5,0.0007828647957142035,24.359206452620775,45.480473091023846,1.2433117044904947,1.2443104284519229,-11.129973676125005,False,-0.00017186236025877317,3.4700287040686457,-2.9170449049464864,0.8644067796609022,11,4,order_block_retest_short,1.2437548594387142,SL,2024-04-19 11:15:00+00:00,-9.248594387143427,-969.1608902247444,15,False
+2024-05-03 15:30:00+00:00,8,GBP_USD,LONG,1.2559300000000002,1.2549434932880823,1.2588500447461182,1.260405067119177,1.260405067119177,972592.76,5,OVERLAP,1.5,0.0015550223730590057,24.192942999628713,49.118495185755386,1.2555745115563162,1.2535088799474368,-12.132706779552915,False,-0.00029105403041294973,67.42722602739839,1.6548844368391435,0.6055045871560399,15,4,order_block_retest_long,1.2549434932880823,SL,2024-05-03 15:45:00+00:00,-9.865067119179116,-959.4692857027666,15,False
+2024-05-09 13:00:00+00:00,8,GBP_USD,SHORT,1.2488799999999998,1.2501128719121242,1.246317520585839,1.2449412808787585,1.2449412808787585,770456.83,5,OVERLAP,1.5,0.0013762397070804491,32.21686778008623,53.36282916150309,1.2484809269806643,1.2499506072028035,12.358090808068933,False,0.00029058979593005126,78.6947840226057,5.890730193356397,0.8759689922481114,13,3,order_block_retest_short,1.2501128719121242,SL,2024-05-09 13:15:00+00:00,-12.328719121244003,-949.874585211404,15,False
+2024-05-10 15:30:00+00:00,8,GBP_USD,LONG,1.2521000000000002,1.2514318811385297,1.2535641257431354,1.254391188614703,1.254391188614703,1407497.82,5,OVERLAP,1.5,0.0008270628715676509,30.56008922575121,47.91106006832501,1.2522589957406811,1.251443669125959,-4.379911567347072,False,-0.00010582309177767152,60.93373269946161,-3.489957406810351,0.6144578313252336,15,4,order_block_retest_long,1.2521000000000002,TP1+SL,2024-05-12 21:00:00+00:00,7.3206287156757375,1030.3768958343,3210,True
+2024-05-22 12:00:00+00:00,8,GBP_USD,LONG,1.2717600000000002,1.2707715331489968,1.2731597790066873,1.273954668510031,1.273954668510031,961771.87,5,LONDON,1.5,0.0007948895033435753,32.87151984700118,45.15578884035636,1.272146707926527,1.271080881381681,-8.55809534163754,False,-0.0002625755414457748,30.666666666667826,-5.767079265268649,0.7831325301206367,12,2,order_block_retest_long,1.273954668510031,TP3,2024-05-22 13:15:00+00:00,17.972237811779035,1728.519276831943,75,True
+2024-06-11 11:00:00+00:00,8,GBP_USD,SHORT,1.27328,1.273873050203915,1.2720496653072324,1.2713394979608486,1.2713394979608486,1632180.21,5,LONDON,1.5,0.0007101673463838207,41.7863883326303,53.07199229910303,1.2730139856876117,1.2734954610629359,1.0452605068844711,False,0.00016440931382096267,51.66716097616151,4.560143123883975,0.7731958762885276,11,1,order_block_retest_short,1.273873050203915,SL,2024-06-11 11:15:00+00:00,-5.930502039150909,-967.9648063666758,15,False
+2024-06-11 13:15:00+00:00,8,GBP_USD,SHORT,1.27294,1.2739094892702347,1.2714667381984346,1.2706351072976518,1.2706351072976518,988443.28,5,OVERLAP,1.5,0.0008316309007827352,28.667274686770696,45.95815733047805,1.2733089743236627,1.2735381027553043,-5.00293719290168,False,-2.1958292594242653e-05,58.41086714983371,-1.7897432366265065,0.8170731707316017,13,1,order_block_retest_short,1.2706351072976518,TP3,2024-06-11 14:00:00+00:00,18.890772752751612,1867.2457381464435,45,True
+2024-08-05 08:15:00+00:00,8,GBP_USD,SHORT,1.2791199999999998,1.2808255856876052,1.2754727620826325,1.2735541431239488,1.2735541431239488,572798.91,4,LONDON,1.5,0.001918618958683692,31.14705859345893,53.51563337722139,1.278448154618502,1.2784566464943503,-8.189484116609691,False,0.0004705735017570261,72.47297823824509,8.618453814979166,0.8268156424580999,8,0,order_block_retest_short,1.2808255856876052,SL,2024-08-05 08:30:00+00:00,-17.05585687605371,-976.9576227719571,15,False
+2024-08-05 08:30:00+00:00,8,GBP_USD,SHORT,1.2795299999999998,1.2808209009956335,1.2759139933624446,1.274010990043667,1.274010990043667,749234.87,4,LONDON,1.5,0.0019030033187777166,30.170216437587303,54.76718049635132,1.2784980309079728,1.2784692171759986,-3.451307666642034,False,0.00047257579934096796,61.921008138775825,12.219690920272086,0.24117647058824299,8,0,order_block_retest_short,1.274010990043667,TP3,2024-08-05 10:00:00+00:00,45.67508370606024,3422.136540274917,90,True
+2024-08-22 12:30:00+00:00,8,GBP_USD,LONG,1.3115500000000002,1.309418010780054,1.3132399281329743,1.3141798921994614,1.3141798921994614,469706.6,5,LONDON,1.5,0.0009399640664871318,27.16831037729934,54.84073873051602,1.310006808336491,1.3058537211610477,1.8317249275945358,False,-0.00019480693059481145,44.18083070301435,13.531916635090013,0.6368421052632354,12,3,order_block_retest_long,1.309418010780054,SL,2024-08-22 14:00:00+00:00,-21.319892199462842,-1001.4094077376213,90,False
+2024-08-22 14:45:00+00:00,8,GBP_USD,LONG,1.3104300000000002,1.3093324270521345,1.3126904863191047,1.3139157294786568,1.3139157294786568,903261.43,5,OVERLAP,1.5,0.0012252431595522642,23.86359903473371,48.43307428267984,1.3101380657324035,1.306254841441342,-5.605161518216217,False,-0.0002882972143026115,33.13685896616656,1.0193426759652624,0.5696202531645854,14,3,order_block_retest_long,1.3093324270521345,SL,2024-08-22 15:00:00+00:00,-10.975729478657213,-991.395310418507,15,False
+2024-08-22 16:15:00+00:00,8,GBP_USD,LONG,1.3103000000000002,1.3093702938097496,1.3123080412683372,1.3134070619025058,1.3134070619025058,1055689.82,5,OVERLAP,1.5,0.001099020634168569,16.942892704813943,50.20083135964596,1.3099473120771126,1.306427795000149,-5.168777259598745,False,-0.00010320929204055189,65.08971769630054,1.6268792288753886,0.9876543209878472,16,3,order_block_retest_long,1.3093702938097496,SL,2024-08-22 16:45:00+00:00,-9.297061902506787,-981.4813606386248,30,False
+2024-08-27 08:00:00+00:00,8,GBP_USD,LONG,1.32092,1.3191306988100466,1.322192007933023,1.3229230118995343,1.3229230118995343,543042.47,5,LONDON,1.5,0.0007310039665114671,32.490187454362534,60.961778921237574,1.3194117214724586,1.3175912521838873,2.2333333333324212,False,7.100868302589497e-05,41.159653004874194,13.182785275414055,0.6548672566372203,8,1,order_block_retest_long,1.3229230118995343,TP3,2024-08-27 09:00:00+00:00,16.3750995316353,889.2374496155076,60,True
+2024-09-12 10:45:00+00:00,8,GBP_USD,SHORT,1.3048799999999998,1.3056377073801664,1.3038186174655582,1.303192926198337,1.303192926198337,1294112.93,4,LONDON,1.5,0.0006256912672209431,15.553432068455853,52.592619663350234,1.3047444019825456,1.3062516353443483,0.976727027408586,False,3.186497891587541e-05,43.98669517700216,3.255980174543538,0.666666666666774,10,3,order_block_retest_short,1.3048799999999998,TP1+SL,2024-09-12 12:15:00+00:00,5.306912672208286,686.7744307485594,90,True
+2024-09-12 12:45:00+00:00,8,GBP_USD,SHORT,1.3051799999999998,1.3056842947079037,1.3038080352806416,1.3030270529209624,1.3030270529209624,1958034.95,4,LONDON,1.5,0.0007809823596791501,23.86088481694282,56.15718660290497,1.3047505064405964,1.3061360545630523,4.429449842884292,False,4.758012836492012e-06,80.22746044908375,6.194935594034945,0.05468750000001355,12,3,order_block_retest_short,1.3056842947079037,SL,2024-09-12 13:00:00+00:00,-5.042947079039184,-987.4266631759134,15,False
+2024-09-20 08:15:00+00:00,8,GBP_USD,LONG,1.32997,1.3289713143460002,1.3318379043599984,1.3328668565399977,1.3328668565399977,978838.93,4,LONDON,1.5,0.0010289521799992452,41.920155416327,46.44024974719503,1.3293908064214235,1.3252141136986377,-3.2659497947484795,False,-0.00019225830457813664,11.464673384176512,3.891935785764744,0.19642857142866701,8,4,order_block_retest_long,1.3289713143460002,SL,2024-09-20 09:45:00+00:00,-9.986856539998533,-977.5523969675668,90,False
+2024-09-20 09:45:00+00:00,8,GBP_USD,LONG,1.3295400000000002,1.328993006466282,1.3312632902247867,1.3322199353371802,1.3322199353371802,1769265.65,4,LONDON,1.5,0.0009566451123933762,30.16926109642083,43.87889110773405,1.3294652291565963,1.3254784041413623,-5.097549075692154,False,-0.0003380111670704889,38.41744306418216,-1.1522915659623045,0.18421052631584073,9,4,order_block_retest_long,1.328993006466282,SL,2024-09-20 10:15:00+00:00,-5.469935337181208,-967.776869979588,30,False
+2024-09-20 11:45:00+00:00,8,GBP_USD,LONG,1.33013,1.3290187375323117,1.3316817497845894,1.3325526246768842,1.3325526246768842,862171.75,5,LONDON,1.5,0.0008708748922947549,30.84131304324018,53.04713666304238,1.329327971732914,1.3257445570524313,5.507707831291508,False,-7.033641068532738e-05,95.30078338214544,6.120282670858401,0.5733333333332189,11,4,order_block_retest_long,1.33013,TP1+SL,2024-09-20 13:15:00+00:00,7.758748922946924,668.9374136707764,90,True
+2024-09-20 15:30:00+00:00,8,GBP_USD,LONG,1.3303600000000002,1.3289132953524794,1.3326146976501376,1.3338370464752063,1.3338370464752063,666886.97,5,OVERLAP,1.5,0.0012223488250687321,28.9718333996383,54.452105825766,1.329265055916607,1.326245905273107,7.903049964741449,False,-9.73143750413885e-05,39.81178758098226,9.049440833930333,0.9174041297935588,15,4,order_block_retest_long,1.33137,TP1+TIME,2024-09-23 01:30:00+00:00,16.323488250685745,1088.5921619330418,3480,True
+2024-09-27 16:15:00+00:00,8,GBP_USD,LONG,1.33905,1.3377994402470073,1.3409303983532845,1.341965597529927,1.341965597529927,780190.15,5,OVERLAP,1.5,0.0010351991766423185,21.138958141744858,43.64558792059899,1.3394412862674583,1.3382079470085404,-9.640405901780724,False,-0.00031244811335634807,13.314107248493267,-5.812862674583474,0.6119402985075418,16,4,order_block_retest_long,1.3377994402470073,SL,2024-09-27 17:00:00+00:00,-12.505597529928192,-975.6744012714306,45,False
+2024-11-26 09:15:00+00:00,8,GBP_USD,SHORT,1.2557299999999998,1.2573800940898894,1.2538527060674034,1.252819059101105,1.252819059101105,585371.26,4,LONDON,1.5,0.0010336469662983096,27.060883061922922,55.422065337892384,1.255090675123738,1.256624472950574,5.745443404232553,False,0.00016703036097843728,77.28520157389643,8.29324876261861,0.9738562091504425,9,1,order_block_retest_short,1.2573800940898894,SL,2024-11-26 10:00:00+00:00,-16.500940898895866,-965.9176565172206,45,False
+2024-12-11 15:45:00+00:00,8,GBP_USD,LONG,1.27451,1.2736529365845242,1.2769004227698393,1.2781906341547589,1.2781906341547589,1115738.3,5,OVERLAP,1.5,0.0012902113849196887,28.30107793977507,45.338460930400345,1.275146746313043,1.2753596838461745,-5.196573242189917,False,-2.491596767837794e-05,25.39688678658941,-8.267463130431363,0.13740458015273257,15,2,order_block_retest_long,1.2736529365845242,SL,2024-12-11 18:45:00+00:00,-8.570634154758672,-956.2584781752378,180,False
+2024-12-13 13:00:00+00:00,8,GBP_USD,SHORT,1.2661099999999998,1.2666284545799624,1.2645769694669173,1.263715454200376,1.263715454200376,1825995.81,5,OVERLAP,1.5,0.0008615152665413355,28.938220308224327,62.14002923694721,1.2654847072495254,1.2698972453245314,20.99739261357536,False,0.00034250105188025887,85.35509702483442,8.152927504745389,0.12727272727274194,13,4,order_block_retest_short,1.2666284545799624,SL,2024-12-13 13:30:00+00:00,-5.184545799625795,-946.6958906869801,30,False
+2024-12-13 14:00:00+00:00,8,GBP_USD,SHORT,1.2654899999999998,1.2666334874598684,1.2639234169342102,1.2630451254013155,1.2630451254013155,819623.27,5,OVERLAP,1.5,0.0008782915328948181,22.2035389614109,53.84872619867752,1.2655888000070912,1.2697520165711167,10.568508168422586,False,0.00020356187663689404,68.15723578360793,0.9119999290874148,0.8681318681317636,14,4,order_block_retest_short,1.2630451254013155,TP3,2024-12-13 15:00:00+00:00,20.057288620661787,1643.9420486600602,60,True
diff --git a/results/test_set_validation/validation_test_set.json b/results/test_set_validation/validation_test_set.json
new file mode 100644
index 0000000..23f6811
--- /dev/null
+++ b/results/test_set_validation/validation_test_set.json
@@ -0,0 +1,65 @@
+{
+  "S7_Tight": {
+    "pair": "GBP_JPY",
+    "timeframe": "H1",
+    "metrics_test": {
+      "trades": 17,
+      "wr": 52.9,
+      "pf": 0.64,
+      "sharpe": -3.04,
+      "pnl_pips": -181.0,
+      "max_dd_pips": -265.0,
+      "expectancy": -10.64
+    }
+  },
+  "S9_Filtered": {
+    "pair": "GBP_AUD",
+    "timeframe": "H1",
+    "metrics_test": {
+      "trades": 20,
+      "wr": 60.0,
+      "pf": 1.13,
+      "sharpe": 0.83,
+      "pnl_pips": 52.2,
+      "max_dd_pips": -115.7,
+      "expectancy": 2.61
+    }
+  },
+  "S3": {
+    "pair": "GBP_JPY",
+    "timeframe": "H1",
+    "metrics_test": {
+      "trades": 55,
+      "wr": 45.5,
+      "pf": 0.95,
+      "sharpe": -0.36,
+      "pnl_pips": -72.5,
+      "max_dd_pips": -325.7,
+      "expectancy": -1.32
+    }
+  },
+  "S8_OB": {
+    "pair": "GBP_USD",
+    "timeframe": "M15",
+    "metrics_test": {
+      "trades": 34,
+      "wr": 35.3,
+      "pf": 0.92,
+      "sharpe": -0.58,
+      "pnl_pips": -20.0,
+      "max_dd_pips": -59.1,
+      "expectancy": -0.59
+    }
+  },
+  "_portfolio": {
+    "metrics_test": {
+      "trades": 126,
+      "wr": 46.0,
+      "pf": 0.91,
+      "sharpe": -0.58,
+      "pnl_pips": -221.2,
+      "max_dd_pips": -325.7,
+      "expectancy": -1.76
+    }
+  }
+}
\ No newline at end of file
diff --git a/src/run_s3_expansion.py b/src/run_s3_expansion.py
new file mode 100644
index 0000000..64451a2
--- /dev/null
+++ b/src/run_s3_expansion.py
@@ -0,0 +1,300 @@
+"""
+S3 Key Level Breakout — Multi-Pair Expansion Test.
+
+Tests S3 across 4 pairs (GBP_JPY, GBP_USD, EUR_USD, GBP_AUD) on H1 across
+all 4 validation periods:
+  - IS:       Jan 2021 - Dec 2022  (data/processed/)
+  - OOS:      Jan 2023 - Aug 2023  (data/processed/)
+  - Test Set: Sep 2023 - Dec 2024  (data/processed/ warmup + data/test_set/)
+  - 2025:     Jan 2025 - Dec 2025  (data/2025/)
+
+Goal: Find pairs where S3 generalizes across all periods (PF > 1.0).
+"""
+import os, sys, io, json, time
+sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding='utf-8', errors='replace')
+sys.path.insert(0, os.path.dirname(os.path.dirname(__file__)))
+
+import pandas as pd
+import numpy as np
+from src.indicators.technical import compute_all_indicators
+from src.backtester.engine import Backtester
+from src.strategies_pkg.s3_key_level_breakout import S3_KeyLevel_Breakout
+
+BASE_DIR = os.path.dirname(os.path.dirname(__file__))
+PROCESSED_DIR = os.path.join(BASE_DIR, "data", "processed")
+TEST_SET_DIR = os.path.join(BASE_DIR, "data", "test_set")
+DATA_2025_DIR = os.path.join(BASE_DIR, "data", "2025")
+RESULTS_DIR = os.path.join(BASE_DIR, "results", "s3_expansion")
+os.makedirs(RESULTS_DIR, exist_ok=True)
+
+# Period definitions
+IS_START = "2021-01-01"
+IS_END = "2022-12-31"
+OOS_START = "2023-01-01"
+OOS_END = "2023-08-31"
+TEST_START = "2023-09-01"
+TEST_END = "2024-12-31"
+FWD_START = "2025-01-01"
+FWD_END = "2025-12-31"
+WARMUP_DAYS = 60
+WARMUP_ROWS = 500
+
+PAIRS = ["GBP_JPY", "GBP_USD", "EUR_USD", "GBP_AUD"]
+TF = "H1"
+
+
+def load_processed(pair):
+    fp = os.path.join(PROCESSED_DIR, f"{pair}_{TF}.csv")
+    if not os.path.exists(fp):
+        return None
+    df = pd.read_csv(fp, index_col=0, parse_dates=True)
+    df.index.name = "timestamp"
+    return compute_all_indicators(df)
+
+
+def load_test_set(pair, processed_data):
+    """Concatenate warmup from processed + test set data."""
+    test_fp = os.path.join(TEST_SET_DIR, f"{pair}_{TF}.csv")
+    if not os.path.exists(test_fp):
+        return None
+    warmup = processed_data.tail(WARMUP_ROWS)
+    test_df = pd.read_csv(test_fp, index_col=0, parse_dates=True)
+    combined = pd.concat([warmup, test_df])
+    combined = combined[~combined.index.duplicated(keep='last')]
+    combined.sort_index(inplace=True)
+    combined.index.name = "timestamp"
+    return compute_all_indicators(combined)
+
+
+def load_2025(pair):
+    fp = os.path.join(DATA_2025_DIR, f"{pair}_{TF}.csv")
+    if not os.path.exists(fp):
+        return None
+    df = pd.read_csv(fp, index_col=0, parse_dates=True)
+    df.index.name = "timestamp"
+    return compute_all_indicators(df)
+
+
+def slice_period(df, start, end, warmup_days=WARMUP_DAYS):
+    if df.index.tz is not None:
+        start_ts = pd.Timestamp(start, tz=df.index.tz)
+        end_ts = pd.Timestamp(f"{end} 23:59:59", tz=df.index.tz)
+    else:
+        start_ts = pd.Timestamp(start)
+        end_ts = pd.Timestamp(f"{end} 23:59:59")
+    warmup_start = start_ts - pd.DateOffset(days=warmup_days)
+    sliced = df[(df.index >= warmup_start) & (df.index <= end_ts)].copy()
+    return sliced, start_ts
+
+
+def run_backtest(data, pair, start_filter):
+    """Run S3 backtest on data, filter trades after start_filter timestamp."""
+    if len(data) < 250:
+        return pd.DataFrame()
+
+    strategy = S3_KeyLevel_Breakout()
+    bt = Backtester(data=data, strategy=strategy, pair=pair,
+                    starting_equity=100_000.0, htf_data=data)
+    bt.run()
+    trade_log = bt.get_trade_log_df()
+
+    if not trade_log.empty:
+        ts = pd.to_datetime(trade_log["timestamp"])
+        filter_ts = pd.Timestamp(start_filter)
+        if ts.dt.tz is not None and filter_ts.tz is None:
+            filter_ts = filter_ts.tz_localize(ts.dt.tz)
+        trade_log = trade_log[ts >= filter_ts]
+
+    return trade_log
+
+
+def compute_metrics(trade_log):
+    if trade_log.empty or len(trade_log) == 0:
+        return {
+            "trades": 0, "wr": 0, "pf": 0, "sharpe": 0,
+            "pnl_pips": 0, "max_dd_pips": 0, "expectancy": 0,
+        }
+
+    n = len(trade_log)
+    wins = trade_log[trade_log["win"] == True]
+    losses = trade_log[trade_log["win"] == False]
+
+    wr = len(wins) / n * 100 if n > 0 else 0
+    gross_profit = wins["pnl_pips"].sum() if len(wins) > 0 else 0
+    gross_loss = abs(losses["pnl_pips"].sum()) if len(losses) > 0 else 0
+    pf = gross_profit / gross_loss if gross_loss > 0 else float("inf")
+    total_pnl = trade_log["pnl_pips"].sum()
+    expectancy = total_pnl / n if n > 0 else 0
+
+    if n > 1:
+        pnl_series = trade_log["pnl_pips"]
+        sharpe = (pnl_series.mean() / pnl_series.std()) * np.sqrt(252) \
+            if pnl_series.std() > 0 else 0
+    else:
+        sharpe = 0
+
+    cum_pnl = trade_log["pnl_pips"].cumsum()
+    peak = cum_pnl.cummax()
+    dd = cum_pnl - peak
+    max_dd = dd.min() if len(dd) > 0 else 0
+
+    return {
+        "trades": n,
+        "wr": round(wr, 1),
+        "pf": round(pf, 2),
+        "sharpe": round(sharpe, 2),
+        "pnl_pips": round(total_pnl, 1),
+        "max_dd_pips": round(max_dd, 1),
+        "expectancy": round(expectancy, 2),
+    }
+
+
+def fmt_pf(pf):
+    return f"{pf:.2f}" if pf != float("inf") else "inf"
+
+
+def main():
+    t0 = time.time()
+    all_results = {}
+
+    print(f"{'='*110}")
+    print("S3 KEY LEVEL BREAKOUT — MULTI-PAIR EXPANSION")
+    print(f"  IS:       {IS_START} to {IS_END}")
+    print(f"  OOS:      {OOS_START} to {OOS_END}")
+    print(f"  Test Set: {TEST_START} to {TEST_END}")
+    print(f"  2025:     {FWD_START} to {FWD_END}")
+    print(f"  Pairs:    {', '.join(PAIRS)}")
+    print(f"{'='*110}")
+
+    for pair in PAIRS:
+        print(f"\n{'─'*110}")
+        print(f"  S3 / {pair} (H1)")
+        print(f"{'─'*110}")
+
+        results = {"pair": pair, "tf": TF}
+
+        # 1. Load processed data for IS + OOS
+        proc_data = load_processed(pair)
+        if proc_data is None:
+            print(f"    SKIP: no processed data for {pair}")
+            continue
+        print(f"    Processed: {len(proc_data)} bars ({proc_data.index[0].date()} to {proc_data.index[-1].date()})")
+
+        # 2. IS period
+        is_sliced, is_start_ts = slice_period(proc_data, IS_START, IS_END)
+        is_log = run_backtest(is_sliced, pair, is_start_ts)
+        is_m = compute_metrics(is_log)
+        print(f"    IS:       {is_m['trades']:>4}t  WR={is_m['wr']:>5.1f}%  PF={fmt_pf(is_m['pf']):>5}  "
+              f"PnL={is_m['pnl_pips']:>+8.1f}p  DD={is_m['max_dd_pips']:>+7.1f}p  Exp={is_m['expectancy']:>+6.2f}")
+        results["is_metrics"] = is_m
+        if not is_log.empty:
+            is_log.to_csv(os.path.join(RESULTS_DIR, f"trades_S3_{pair}_IS.csv"), index=False)
+
+        # 3. OOS period
+        oos_sliced, oos_start_ts = slice_period(proc_data, OOS_START, OOS_END)
+        oos_log = run_backtest(oos_sliced, pair, oos_start_ts)
+        oos_m = compute_metrics(oos_log)
+        print(f"    OOS:      {oos_m['trades']:>4}t  WR={oos_m['wr']:>5.1f}%  PF={fmt_pf(oos_m['pf']):>5}  "
+              f"PnL={oos_m['pnl_pips']:>+8.1f}p  DD={oos_m['max_dd_pips']:>+7.1f}p  Exp={oos_m['expectancy']:>+6.2f}")
+        results["oos_metrics"] = oos_m
+        if not oos_log.empty:
+            oos_log.to_csv(os.path.join(RESULTS_DIR, f"trades_S3_{pair}_OOS.csv"), index=False)
+
+        # 4. Test Set (Sep 2023 - Dec 2024)
+        test_data = load_test_set(pair, proc_data)
+        if test_data is not None:
+            test_log = run_backtest(test_data, pair, pd.Timestamp(TEST_START))
+            # Filter to test period end
+            if not test_log.empty:
+                ts = pd.to_datetime(test_log["timestamp"])
+                end_ts = pd.Timestamp(f"{TEST_END} 23:59:59")
+                if ts.dt.tz is not None:
+                    end_ts = end_ts.tz_localize(ts.dt.tz)
+                test_log = test_log[ts <= end_ts]
+            test_m = compute_metrics(test_log)
+            print(f"    Test:     {test_m['trades']:>4}t  WR={test_m['wr']:>5.1f}%  PF={fmt_pf(test_m['pf']):>5}  "
+                  f"PnL={test_m['pnl_pips']:>+8.1f}p  DD={test_m['max_dd_pips']:>+7.1f}p  Exp={test_m['expectancy']:>+6.2f}")
+            results["test_metrics"] = test_m
+            if not test_log.empty:
+                test_log.to_csv(os.path.join(RESULTS_DIR, f"trades_S3_{pair}_test.csv"), index=False)
+        else:
+            print(f"    Test:     SKIP (no test set data)")
+            results["test_metrics"] = compute_metrics(pd.DataFrame())
+
+        # 5. 2025 Forward
+        fwd_data = load_2025(pair)
+        if fwd_data is not None:
+            fwd_log = run_backtest(fwd_data, pair, pd.Timestamp(FWD_START))
+            # Filter to 2025 end
+            if not fwd_log.empty:
+                ts = pd.to_datetime(fwd_log["timestamp"])
+                end_ts = pd.Timestamp(f"{FWD_END} 23:59:59")
+                if ts.dt.tz is not None:
+                    end_ts = end_ts.tz_localize(ts.dt.tz)
+                fwd_log = fwd_log[ts <= end_ts]
+            fwd_m = compute_metrics(fwd_log)
+            print(f"    2025:     {fwd_m['trades']:>4}t  WR={fwd_m['wr']:>5.1f}%  PF={fmt_pf(fwd_m['pf']):>5}  "
+                  f"PnL={fwd_m['pnl_pips']:>+8.1f}p  DD={fwd_m['max_dd_pips']:>+7.1f}p  Exp={fwd_m['expectancy']:>+6.2f}")
+            results["fwd_metrics"] = fwd_m
+            if not fwd_log.empty:
+                fwd_log.to_csv(os.path.join(RESULTS_DIR, f"trades_S3_{pair}_2025.csv"), index=False)
+        else:
+            print(f"    2025:     SKIP (no 2025 data)")
+            results["fwd_metrics"] = compute_metrics(pd.DataFrame())
+
+        # Verdict
+        all_positive = all(
+            results.get(k, {}).get("pf", 0) >= 1.0 and results.get(k, {}).get("trades", 0) >= 5
+            for k in ["is_metrics", "oos_metrics", "test_metrics", "fwd_metrics"]
+            if results.get(k, {}).get("trades", 0) > 0
+        )
+        results["verdict"] = "ALL PASS" if all_positive else "MIXED"
+        print(f"    >>> Verdict: {results['verdict']}")
+
+        all_results[f"S3_{pair}"] = results
+
+    # Summary table
+    print(f"\n{'='*110}")
+    print("SUMMARY — S3 Across All Pairs and Periods")
+    print(f"{'='*110}")
+    print(f"  {'Pair':<12} {'IS PF':>6} {'IS t':>5} {'OOS PF':>7} {'OOS t':>6} "
+          f"{'Test PF':>8} {'Test t':>7} {'2025 PF':>8} {'2025 t':>7} {'Verdict':>10}")
+    print(f"  {'-'*90}")
+
+    for pair in PAIRS:
+        key = f"S3_{pair}"
+        if key not in all_results:
+            continue
+        r = all_results[key]
+        is_m = r.get("is_metrics", {})
+        oos_m = r.get("oos_metrics", {})
+        test_m = r.get("test_metrics", {})
+        fwd_m = r.get("fwd_metrics", {})
+        print(f"  {pair:<12} {fmt_pf(is_m.get('pf', 0)):>6} {is_m.get('trades', 0):>5} "
+              f"{fmt_pf(oos_m.get('pf', 0)):>7} {oos_m.get('trades', 0):>6} "
+              f"{fmt_pf(test_m.get('pf', 0)):>8} {test_m.get('trades', 0):>7} "
+              f"{fmt_pf(fwd_m.get('pf', 0)):>8} {fwd_m.get('trades', 0):>7} "
+              f"{r.get('verdict', '?'):>10}")
+
+    # Save JSON
+    out_path = os.path.join(RESULTS_DIR, "s3_expansion_results.json")
+
+    def json_default(obj):
+        if isinstance(obj, (np.integer,)):
+            return int(obj)
+        if isinstance(obj, (np.floating,)):
+            return float(obj)
+        if isinstance(obj, (np.bool_,)):
+            return bool(obj)
+        return str(obj)
+
+    with open(out_path, "w") as f:
+        json.dump(all_results, f, indent=2, default=json_default)
+    print(f"\nResults saved: {out_path}")
+
+    elapsed = time.time() - t0
+    print(f"Total runtime: {elapsed:.1f}s")
+
+
+if __name__ == "__main__":
+    main()
diff --git a/src/run_test_set_validation.py b/src/run_test_set_validation.py
new file mode 100644
index 0000000..8e40d37
--- /dev/null
+++ b/src/run_test_set_validation.py
@@ -0,0 +1,307 @@
+"""
+Held-Out Test Set Validation — Run 4 passing Phase 2 strategies on Sep 2023 - Dec 2024.
+
+This data was held out during Phase 2 (IS: Jan 2021 - Dec 2022, OOS: Jan - Aug 2023).
+The test set (Sep 2023 - Dec 2024) is truly unseen data.
+
+We concatenate the tail of processed data (for indicator warmup) with the test set,
+compute indicators, run backtests, and filter trades to Sep 2023 - Dec 2024.
+
+Strategies:
+  S7_Tight     — GBP_JPY H1 (Liquidity Sweep)
+  S9_Filtered  — GBP_AUD H1 (London Session)
+  S3           — GBP_JPY H1 (Key Level Breakout)
+  S8_OB        — GBP_USD M15 + H1 HTF (Order Block Retest)
+"""
+import os, sys, io, json, time
+sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding='utf-8', errors='replace')
+sys.path.insert(0, os.path.dirname(os.path.dirname(__file__)))
+
+import pandas as pd
+import numpy as np
+from src.indicators.technical import compute_all_indicators
+from src.backtester.engine import Backtester
+
+from src.strategies_pkg.s7_liquidity_sweep import S7_Liquidity_Sweep
+from src.strategies_pkg.s9_london_session import S9_London_Session
+from src.strategies_pkg.s3_key_level_breakout import S3_KeyLevel_Breakout
+from src.strategies_pkg.s8_order_block import S8_Order_Block
+
+BASE_DIR = os.path.dirname(os.path.dirname(__file__))
+PROCESSED_DIR = os.path.join(BASE_DIR, "data", "processed")
+TEST_SET_DIR = os.path.join(BASE_DIR, "data", "test_set")
+RESULTS_DIR = os.path.join(BASE_DIR, "results", "test_set_validation")
+os.makedirs(RESULTS_DIR, exist_ok=True)
+
+# Test period: Sep 2023 - Dec 2024
+TEST_START = "2023-09-01"
+TEST_END = "2024-12-31"
+
+# Use last N rows of processed data for indicator warmup
+WARMUP_ROWS = 500  # ~500 H1 bars = ~3 months, plenty for EMA(200) warmup
+
+
+def _s8_tuned():
+    s = S8_Order_Block()
+    s.DISPLACEMENT_ATR = 2.5
+    s.TP1_ATR_MULT = 2.0
+    s.OB_RETEST_WINDOW = 40
+    return s
+
+
+CONFIGS = [
+    {"name": "S7_Tight", "pair": "GBP_JPY", "tf": "H1", "htf_tf": "H1",
+     "factory": lambda: S7_Liquidity_Sweep()},
+    {"name": "S9_Filtered", "pair": "GBP_AUD", "tf": "H1", "htf_tf": "H1",
+     "factory": lambda: S9_London_Session(pair="GBP_AUD", filtered=True)},
+    {"name": "S3", "pair": "GBP_JPY", "tf": "H1", "htf_tf": "H1",
+     "factory": lambda: S3_KeyLevel_Breakout()},
+    {"name": "S8_OB", "pair": "GBP_USD", "tf": "M15", "htf_tf": "H1",
+     "factory": _s8_tuned},
+]
+
+
+def load_data(pair, tf):
+    """Load warmup (tail of processed) + full test set, concatenate, compute indicators."""
+    proc_fp = os.path.join(PROCESSED_DIR, f"{pair}_{tf}.csv")
+    test_fp = os.path.join(TEST_SET_DIR, f"{pair}_{tf}.csv")
+
+    if not os.path.exists(proc_fp):
+        print(f"  WARNING: {proc_fp} not found")
+        return None
+    if not os.path.exists(test_fp):
+        print(f"  WARNING: {test_fp} not found")
+        return None
+
+    # Load processed data (tail for warmup)
+    proc_df = pd.read_csv(proc_fp, index_col=0, parse_dates=True)
+    warmup = proc_df.tail(WARMUP_ROWS)
+
+    # Load test set data
+    test_df = pd.read_csv(test_fp, index_col=0, parse_dates=True)
+
+    # Concatenate
+    combined = pd.concat([warmup, test_df])
+    combined = combined[~combined.index.duplicated(keep='last')]
+    combined.sort_index(inplace=True)
+    combined.index.name = "timestamp"
+
+    print(f"    {pair}_{tf}: warmup={len(warmup)} + test={len(test_df)} = {len(combined)} bars")
+    print(f"    Date range: {combined.index[0]} to {combined.index[-1]}")
+
+    return compute_all_indicators(combined)
+
+
+def run_backtest(cfg, data, htf_data):
+    """Run backtester on full data, filter trades to test period."""
+    if len(data) < 250:
+        print(f"    Insufficient data ({len(data)} bars)")
+        return pd.DataFrame()
+
+    strategy = cfg["factory"]()
+    bt = Backtester(data=data, strategy=strategy, pair=cfg["pair"],
+                    starting_equity=100_000.0, htf_data=htf_data)
+    bt.run()
+    trade_log = bt.get_trade_log_df()
+
+    # Filter to test period only
+    if not trade_log.empty:
+        ts = pd.to_datetime(trade_log["timestamp"])
+        start_ts = pd.Timestamp(TEST_START)
+        end_ts = pd.Timestamp(f"{TEST_END} 23:59:59")
+        if ts.dt.tz is not None:
+            start_ts = start_ts.tz_localize(ts.dt.tz)
+            end_ts = end_ts.tz_localize(ts.dt.tz)
+        trade_log = trade_log[(ts >= start_ts) & (ts <= end_ts)]
+
+    return trade_log
+
+
+def compute_metrics(trade_log):
+    if trade_log.empty or len(trade_log) == 0:
+        return {
+            "trades": 0, "wr": 0, "pf": 0, "sharpe": 0,
+            "pnl_pips": 0, "max_dd_pips": 0, "expectancy": 0,
+        }
+
+    n = len(trade_log)
+    wins = trade_log[trade_log["win"] == True]
+    losses = trade_log[trade_log["win"] == False]
+
+    wr = len(wins) / n * 100 if n > 0 else 0
+    gross_profit = wins["pnl_pips"].sum() if len(wins) > 0 else 0
+    gross_loss = abs(losses["pnl_pips"].sum()) if len(losses) > 0 else 0
+    pf = gross_profit / gross_loss if gross_loss > 0 else float("inf")
+    total_pnl = trade_log["pnl_pips"].sum()
+    expectancy = total_pnl / n if n > 0 else 0
+
+    if n > 1:
+        pnl_series = trade_log["pnl_pips"]
+        sharpe = (pnl_series.mean() / pnl_series.std()) * np.sqrt(252) \
+            if pnl_series.std() > 0 else 0
+    else:
+        sharpe = 0
+
+    cum_pnl = trade_log["pnl_pips"].cumsum()
+    peak = cum_pnl.cummax()
+    dd = cum_pnl - peak
+    max_dd = dd.min() if len(dd) > 0 else 0
+
+    return {
+        "trades": n,
+        "wr": round(wr, 1),
+        "pf": round(pf, 2),
+        "sharpe": round(sharpe, 2),
+        "pnl_pips": round(total_pnl, 1),
+        "max_dd_pips": round(max_dd, 1),
+        "expectancy": round(expectancy, 2),
+    }
+
+
+def main():
+    t0 = time.time()
+    all_results = {}
+    all_trade_logs = []
+
+    print(f"{'='*100}")
+    print("HELD-OUT TEST SET VALIDATION — 4 Passing Phase 2 Strategies")
+    print(f"  Test period: {TEST_START} to {TEST_END}")
+    print(f"  Warmup: last {WARMUP_ROWS} bars from processed data")
+    print(f"{'='*100}")
+
+    # Reference: Phase 2 IS/OOS results
+    print(f"\n  Reference (Phase 2 results):")
+    print(f"  {'Strategy':<14} {'IS PF':>6} {'IS t':>5} {'OOS PF':>7} {'OOS t':>6} {'Gen':>6}")
+    print(f"  {'-'*50}")
+    ref = {
+        "S7_Tight":     (1.52, 44, 1.80, 14, 1.272),
+        "S9_Filtered":  (1.31, 55, 2.26, 16, 1.712),
+        "S3":           (1.22, 87, 1.23, 36, 1.068),
+        "S8_OB":        (1.39, 45, 1.59, 19, 1.397),
+    }
+    for name, (is_pf, is_t, oos_pf, oos_t, gen) in ref.items():
+        print(f"  {name:<14} {is_pf:>6.2f} {is_t:>5} {oos_pf:>7.2f} {oos_t:>6} {gen:>6.3f}")
+
+    print(f"\n{'='*100}")
+    print("TEST SET RESULTS (Sep 2023 - Dec 2024)")
+    print(f"{'='*100}")
+
+    data_cache = {}
+
+    for cfg in CONFIGS:
+        name = cfg["name"]
+        pair = cfg["pair"]
+        tf = cfg["tf"]
+        htf_tf = cfg["htf_tf"]
+
+        print(f"\n  {name} / {pair} ({tf})...")
+
+        # Load primary data
+        cache_key = f"{pair}_{tf}"
+        if cache_key not in data_cache:
+            data_cache[cache_key] = load_data(pair, tf)
+        data = data_cache[cache_key]
+        if data is None:
+            continue
+
+        # Load HTF data
+        if htf_tf == tf:
+            htf_data = data
+        else:
+            htf_key = f"{pair}_{htf_tf}"
+            if htf_key not in data_cache:
+                data_cache[htf_key] = load_data(pair, htf_tf)
+            htf_data = data_cache[htf_key]
+        if htf_data is None:
+            continue
+
+        # Run backtest
+        trade_log = run_backtest(cfg, data, htf_data)
+        metrics = compute_metrics(trade_log)
+
+        pf_str = f"{metrics['pf']:.2f}" if metrics['pf'] != float('inf') else "inf"
+        print(f"    Test: {metrics['trades']:>4}t  WR={metrics['wr']:>5.1f}%  "
+              f"PF={pf_str:>5}  Sharpe={metrics['sharpe']:>6.2f}  "
+              f"PnL={metrics['pnl_pips']:>+8.1f}p  DD={metrics['max_dd_pips']:>+7.1f}p  "
+              f"Exp={metrics['expectancy']:>+6.2f}")
+
+        # Save trade log
+        if not trade_log.empty:
+            trade_log.to_csv(
+                os.path.join(RESULTS_DIR, f"trades_{name}_test.csv"), index=False)
+            all_trade_logs.append(trade_log)
+
+        all_results[name] = {
+            "pair": pair, "timeframe": tf,
+            "metrics_test": metrics,
+        }
+
+    # Portfolio aggregate
+    print(f"\n{'='*100}")
+    print("PORTFOLIO AGGREGATE — Test Set")
+    print(f"{'='*100}")
+
+    if all_trade_logs:
+        combined = pd.concat(all_trade_logs, ignore_index=True)
+        port_metrics = compute_metrics(combined)
+        combined.to_csv(
+            os.path.join(RESULTS_DIR, "trades_portfolio_test.csv"), index=False)
+    else:
+        port_metrics = compute_metrics(pd.DataFrame())
+
+    pf_str = f"{port_metrics['pf']:.2f}" if port_metrics['pf'] != float('inf') else "inf"
+    print(f"  PORTFOLIO: {port_metrics['trades']:>4}t  WR={port_metrics['wr']:>5.1f}%  "
+          f"PF={pf_str:>5}  Sharpe={port_metrics['sharpe']:>6.2f}  "
+          f"PnL={port_metrics['pnl_pips']:>+8.1f}p  DD={port_metrics['max_dd_pips']:>+7.1f}p  "
+          f"Exp={port_metrics['expectancy']:>+6.2f}")
+
+    all_results["_portfolio"] = {"metrics_test": port_metrics}
+
+    # Full comparison table
+    print(f"\n{'='*100}")
+    print("FULL COMPARISON: IS → OOS → Test Set → 2025")
+    print(f"{'='*100}")
+    print(f"  {'Strategy':<14} {'IS PF':>6} {'OOS PF':>7} {'Test PF':>8} "
+          f"{'Test t':>7} {'Test WR%':>9} {'Test PnL':>9} {'Verdict':>8}")
+    print(f"  {'-'*75}")
+
+    for name in ["S7_Tight", "S9_Filtered", "S3", "S8_OB"]:
+        if name not in all_results:
+            continue
+        is_pf, _, oos_pf, _, _ = ref[name]
+        m = all_results[name]["metrics_test"]
+        pf_test = f"{m['pf']:.2f}" if m['pf'] != float('inf') else "inf"
+        verdict = "PASS" if m["pf"] > 1.0 and m["trades"] >= 10 else "FAIL"
+        if m["trades"] < 10 and m["pf"] > 1.0:
+            verdict = "LOW_N"
+        print(f"  {name:<14} {is_pf:>6.2f} {oos_pf:>7.2f} {pf_test:>8} "
+              f"{m['trades']:>7} {m['wr']:>8.1f}% {m['pnl_pips']:>+9.1f} {verdict:>8}")
+
+    pf_test = f"{port_metrics['pf']:.2f}" if port_metrics['pf'] != float('inf') else "inf"
+    port_verdict = "PASS" if port_metrics["pf"] > 1.0 and port_metrics["trades"] >= 10 else "FAIL"
+    print(f"  {'PORTFOLIO':<14} {'1.31':>6} {'1.55':>7} {pf_test:>8} "
+          f"{port_metrics['trades']:>7} {port_metrics['wr']:>8.1f}% "
+          f"{port_metrics['pnl_pips']:>+9.1f} {port_verdict:>8}")
+
+    # Save JSON
+    out_path = os.path.join(RESULTS_DIR, "validation_test_set.json")
+
+    def json_default(obj):
+        if isinstance(obj, (np.integer,)):
+            return int(obj)
+        if isinstance(obj, (np.floating,)):
+            return float(obj)
+        if isinstance(obj, (np.bool_,)):
+            return bool(obj)
+        return str(obj)
+
+    with open(out_path, "w") as f:
+        json.dump(all_results, f, indent=2, default=json_default)
+    print(f"\nResults saved: {out_path}")
+
+    elapsed = time.time() - t0
+    print(f"Total runtime: {elapsed:.1f}s")
+
+
+if __name__ == "__main__":
+    main()