forex_pair_info.py

________________________________________________________________________________________________________________________________________________
NZDCAD
0:	learn: 37.9664170	total: 263ms	remaining: 1.58s
6:	learn: 25.3509750	total: 1.77s	remaining: 0us
Mean Squared Error: 1100.6479962972116
saved successfully
MAY
NZDCAD  Starting date : 2024-05-01 
[1, 1, '+1-1', 1, -1, 1, -1, '+1-1', '-1+1', '-1+1', 1, '-1+1', -1, '+1-1', 1, '-1+1', -1, '-1+1', '-1+1', '-1+1', -1, 1]
Sharpe Ratio: 0.11
Pips On Profit Side was :  257.6999999999996
Pips On Loss Side was :  187.80000000000132
accuracy by days 54.54545454545454
accuracy_by_net_gains  57.845117845117635
net profit  69.89999999999827

accuracy by net gains on previous test data  58.38027062809956
accuracy on all test points excluding last 22 points  51.33689839572193
APRIL
NZDCAD  Starting date : 2024-04-01 
[1, '-1+1', '-1+1', 1, 1, 1, -1, 1, '+1-1', -1, '+1-1', 1, '+1-1', '+1-1', '-1+1', '+1-1', 1, '+1-1', '+1-1', 1, '+1-1', 1]
Sharpe Ratio: 0.14
Pips On Profit Side was :  332.50000000000114
Pips On Loss Side was :  243.50000000000202
accuracy by days 50.0
accuracy_by_net_gains  57.72569444444432
net profit  88.99999999999912

accuracy by net gains on previous test data  58.477437311548094
accuracy on all test points excluding last 22 points  51.515151515151516
MARCH
NZDCAD  Starting date : 2024-02-29 
['-1+1', -1, 1, '-1+1', 1, '-1+1', '+1-1', '+1-1', '+1-1', 1, -1, '+1-1', '+1-1', -1, '+1-1', -1, '-1+1', -1, -1, -1, '-1+1', -1]
Sharpe Ratio: 0.14
Pips On Profit Side was :  210.8000000000021
Pips On Loss Side was :  141.90000000000146
accuracy by days 50.0
accuracy_by_net_gains  59.7675077969946
net profit  68.90000000000063

accuracy by net gains on previous test data  58.34845220546547
accuracy on all test points excluding last 22 points  51.74825174825175
Iterations:  7
Learning rate:  0.68
Depth:  11
FEB
NZDCAD  Starting date : 2024-01-30 
[-1, 1, '+1-1', '-1+1', '-1+1', 1, '+1-1', 1, '+1-1', -1, '-1+1', -1, '-1+1', 1, 1, '-1+1', '-1+1', 1, '+1-1', '-1+1', -1, '+1-1']
Sharpe Ratio: -0.03
Pips On Profit Side was :  280.10000000000093
Pips On Loss Side was :  301.5999999999996
accuracy by days 45.45454545454545
accuracy_by_net_gains  48.15196836857499
net profit  -21.499999999998693

accuracy by net gains on previous test data  60.36185885467938
accuracy on all test points excluding last 22 points  52.892561983471076
JAN
NZDCAD  Starting date : 2023-12-28 
['+1-1', -1, '-1+1', '+1-1', 1, 1, '-1+1', '+1-1', 1, 1, -1, '+1-1', -1, -1, -1, '+1-1', '-1+1', '-1+1', -1, -1, '-1+1', -1]
Sharpe Ratio: 0.08
Pips On Profit Side was :  292.40000000000265
Pips On Loss Side was :  244.70000000000323
accuracy by days 54.54545454545454
accuracy_by_net_gains  54.44051387078746
net profit  47.69999999999942

accuracy by net gains on previous test data  61.682165393556986
accuracy on all test points excluding last 22 points  52.52525252525253
DEC
NZDCAD  Starting date : 2023-11-27 
[1, 1, '+1-1', '-1+1', -1, -1, '-1+1', '-1+1', -1, '-1+1', '-1+1', -1, -1, '-1+1', '-1+1', -1, '-1+1', -1, '-1+1', 1, 1]
Sharpe Ratio: 0.11
Pips On Profit Side was :  278.1000000000011
Pips On Loss Side was :  212.40000000000038
accuracy by days 50.0
accuracy_by_net_gains  56.69724770642207
net profit  65.70000000000073

accuracy by net gains on previous test data  62.956784653078266
accuracy on all test points excluding last 22 points  53.246753246753244

________________________________________________________________________________________________________________________________________________

CADJPY
0:	learn: 59.1260778	total: 251ms	remaining: 1.51s
6:	learn: 47.3032145	total: 1.29s	remaining: 0us
Mean Squared Error: 2997.421319664688
saved successfully
MAY
CADJPY  Starting date : 2024-05-01 
['+1-1', -1, 1, '-1+1', 1, 1, '-1+1', 1, 1, -1, 1, '-1+1', '-1+1', -1, '-1+1', '+1-1', '-1+1', '-1+1', '-1+1', -1, -1, '-1+1']
Sharpe Ratio: 0.18
Pips On Profit Side was :  481.4999999999998
Pips On Loss Side was :  320.0000000000003
accuracy by days 50.0
accuracy_by_net_gains  60.07485963817839
net profit  161.4999999999995

accuracy by net gains on previous test data  58.49667720498098
accuracy on all test points excluding last 22 points  54.54545454545454
APRIL
CADJPY  Starting date : 2024-04-01 
[-1, 1, '+1-1', -1, '-1+1', '+1-1', 1, '-1+1', '+1-1', 1, '+1-1', '-1+1', '-1+1', 1, '-1+1', 1, 1, '-1+1', '-1+1', -1, 1, -1]
Sharpe Ratio: 0.01
Pips On Profit Side was :  526.1000000000024
Pips On Loss Side was :  506.0000000000002
accuracy by days 50.0
accuracy_by_net_gains  50.973742854374684
net profit  20.100000000002183

accuracy by net gains on previous test data  59.65254413910144
accuracy on all test points excluding last 22 points  55.15151515151515
MARCH
CADJPY  Starting date : 2024-02-29 
[1, '-1+1', -1, '-1+1', -1, -1, 1, 1, 1, -1, '-1+1', 1, '-1+1', 1, '+1-1', '+1-1', '-1+1', 1, '+1-1', 1, '+1-1', '+1-1']
Sharpe Ratio: 0.17
Pips On Profit Side was :  461.40000000000185
Pips On Loss Side was :  286.2000000000023
accuracy by days 54.54545454545454
accuracy_by_net_gains  61.71749598715881
net profit  175.19999999999953

accuracy by net gains on previous test data  59.39394954604844
accuracy on all test points excluding last 22 points  55.24475524475524
Iterations:  7
Learning rate:  0.38
Depth:  9
FEB
CADJPY  Starting date : 2024-01-30 
['+1-1', '-1+1', 1, '+1-1', '+1-1', 1, 1, '+1-1', 1, '-1+1', 1, '-1+1', -1, '+1-1', '+1-1', '-1+1', 1, -1, '-1+1', -1, '+1-1', -1]
Sharpe Ratio: 0.10
Pips On Profit Side was :  383.9000000000013
Pips On Loss Side was :  300.79999999999814
accuracy by days 45.45454545454545
accuracy_by_net_gains  56.06835110267294
net profit  83.10000000000315

accuracy by net gains on previous test data  59.82479044861966
accuracy on all test points excluding last 22 points  57.02479338842975
JAN
CADJPY  Starting date : 2023-12-29 
['-1+1', 1, '-1+1', 1, '+1-1', -1, '+1-1', 1, -1, -1, 1, 1, 1, 1, 1, '+1-1', 1, '+1-1', 1, 1, -1, 1]
Sharpe Ratio: 0.41
Pips On Profit Side was :  711.4000000000019
Pips On Loss Side was :  260.10000000000133
accuracy by days 72.72727272727273
accuracy_by_net_gains  73.22696860524958
net profit  451.3000000000006

accuracy by net gains on previous test data  56.80637982195841
accuracy on all test points excluding last 22 points  53.535353535353536
DEC
CADJPY  Starting date : 2023-11-29 
[1, '+1-1', -1, -1, '-1+1', -1, 1, 1, -1, '+1-1', 1, 1, '-1+1', '-1+1', -1, '+1-1', 1, '+1-1', 1, -1, -1, '+1-1']
Sharpe Ratio: 0.27
Pips On Profit Side was :  917.7000000000035
Pips On Loss Side was :  454.1000000000025
accuracy by days 63.63636363636363
accuracy_by_net_gains  66.89750692520771
net profit  463.60000000000093

accuracy by net gains on previous test data  52.10075464001627
accuracy on all test points excluding last 22 points  50.649350649350644


________________________________________________________________________________________________________________________________________________
EURCHF
0:	learn: 34.6937300	total: 35.8ms	remaining: 681ms
19:	learn: 29.1529652	total: 533ms	remaining: 0us
Mean Squared Error: 869.4553005817658
saved successfully
MAY
EURCHF  Starting date : 2024-05-01 
[-1, -1, '-1+1', 1, '+1-1', '-1+1', -1, '-1+1', '-1+1', '-1+1', '-1+1', 1, '-1+1', 1, '-1+1', -1, '-1+1', '-1+1', -1, -1, -1, -1]
Sharpe Ratio: 0.16
Pips On Profit Side was :  291.0999999999997
Pips On Loss Side was :  189.39999999999955
accuracy by days 50.0
accuracy_by_net_gains  60.58272632674301
net profit  101.70000000000013

accuracy by net gains on previous test data  61.46368951186862
accuracy on all test points excluding last 22 points  59.35828877005348
APRIL
EURCHF  Starting date : 2024-04-01 
[1, 1, -1, '+1-1', 1, '+1-1', -1, -1, -1, -1, '-1+1', '-1+1', -1, -1, '-1+1', '-1+1', 1, '+1-1', '+1-1', '+1-1', '-1+1', '-1+1']
Sharpe Ratio: 0.19
Pips On Profit Side was :  336.399999999999
Pips On Loss Side was :  205.79999999999933
accuracy by days 50.0
accuracy_by_net_gains  62.043526374031735
net profit  130.59999999999968

accuracy by net gains on previous test data  61.37910624445093
accuracy on all test points excluding last 22 points  60.60606060606061
MARCH
EURCHF  Starting date : 2024-02-29 
[1, '-1+1', -1, '-1+1', -1, -1, '-1+1', -1, '-1+1', -1, '-1+1', '-1+1', -1, '-1+1', 1, -1, '-1+1', 1, -1, -1, -1, -1]
Sharpe Ratio: 0.13
Pips On Profit Side was :  301.0999999999986
Pips On Loss Side was :  215.79999999999933
accuracy by days 63.63636363636363
accuracy_by_net_gains  58.25111240085119
net profit  85.29999999999927

accuracy by net gains on previous test data  61.88437499999991
accuracy on all test points excluding last 22 points  60.13986013986013
Iterations:  20
Learning rate:  0.18
Depth:  7
FEB
EURCHF  Starting date : 2024-01-30 
['+1-1', 1, 1, 1, 1, 1, '+1-1', 1, 1, '-1+1', '-1+1', -1, '-1+1', 1, '-1+1', -1, '-1+1', '-1+1', '-1+1', -1, -1, '-1+1']
Sharpe Ratio: 0.02
Pips On Profit Side was :  205.00000000000077
Pips On Loss Side was :  195.40000000000222
accuracy by days 54.54545454545454
accuracy_by_net_gains  51.198801198801
net profit  9.599999999998545

accuracy by net gains on previous test data  63.41263037576791
accuracy on all test points excluding last 22 points  61.15702479338842
JAN
EURCHF  Starting date : 2023-12-29 
[1, 1, '+1-1', 1, 1, '+1-1', 1, 1, 1, '+1-1', 1, 1, 1, 1, 1, '-1+1', '+1-1', -1, 1, '+1-1', '+1-1', 1]
Sharpe Ratio: 0.32
Pips On Profit Side was :  326.29999999999717
Pips On Loss Side was :  151.49999999999775
accuracy by days 68.18181818181817
accuracy_by_net_gains  68.29217245709515
net profit  174.79999999999941

accuracy by net gains on previous test data  62.40847618227229
accuracy on all test points excluding last 22 points  59.59595959595959
DEC
EURCHF  Starting date : 2023-11-29 
['+1-1', -1, 1, -1, '+1-1', 1, '-1+1', -1, '+1-1', '-1+1', 1, -1, -1, -1, -1, -1, -1, 1, 1, '+1-1', -1, -1]
Sharpe Ratio: 0.26
Pips On Profit Side was :  403.19999999999806
Pips On Loss Side was :  208.2000000000006
accuracy by days 72.72727272727273
accuracy_by_net_gains  65.9470068694797
net profit  194.99999999999744

accuracy by net gains on previous test data  61.14359214218891
accuracy on all test points excluding last 22 points  55.84415584415584


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GBPCHF
0:	learn: 57.6518792	total: 37.7ms	remaining: 452ms
12:	learn: 44.8010518	total: 340ms	remaining: 0us
Mean Squared Error: 1618.2763692854135
saved successfully
MAY
GBPCHF  Starting date : 2024-05-01 
[-1, -1, '-1+1', -1, '+1-1', -1, '-1+1', 1, '-1+1', '-1+1', '-1+1', '-1+1', '-1+1', '-1+1', 1, -1, '-1+1', '-1+1', -1, -1, -1, -1]
Sharpe Ratio: 0.23
Pips On Profit Side was :  474.6000000000028
Pips On Loss Side was :  269.3999999999974
accuracy by days 50.0
accuracy_by_net_gains  63.79032258064552
net profit  205.2000000000054

accuracy by net gains on previous test data  63.056745877158804
accuracy on all test points excluding last 22 points  56.14973262032086
APRIL
GBPCHF  Starting date : 2024-04-01 
['-1+1', '-1+1', -1, -1, '-1+1', -1, -1, '+1-1', -1, -1, '+1-1', '+1-1', '-1+1', -1, 1, 1, 1, 1, '-1+1', '-1+1', '-1+1', -1]
Sharpe Ratio: 0.17
Pips On Profit Side was :  389.2999999999991
Pips On Loss Side was :  242.800000000003
accuracy by days 54.54545454545454
accuracy_by_net_gains  61.58835627274131
net profit  146.4999999999961

accuracy by net gains on previous test data  63.25179674694241
accuracy on all test points excluding last 22 points  56.36363636363636
MARCH
GBPCHF  Starting date : 2024-02-29 
['-1+1', 1, '+1-1', 1, 1, '-1+1', -1, -1, '-1+1', '-1+1', -1, 1, '+1-1', '-1+1', '-1+1', -1, '-1+1', '-1+1', '-1+1', -1, -1, -1]
Sharpe Ratio: 0.05
Pips On Profit Side was :  309.1999999999984
Pips On Loss Side was :  276.3000000000027
accuracy by days 50.0
accuracy_by_net_gains  52.80956447480748
net profit  32.899999999995714

accuracy by net gains on previous test data  64.71687714169333
accuracy on all test points excluding last 22 points  57.34265734265735
Iterations:  13
Learning rate:  0.42
Depth:  7
FEB
GBPCHF  Starting date : 2024-01-30 
['+1-1', 1, 1, '+1-1', '-1+1', 1, '+1-1', '-1+1', 1, 1, '+1-1', -1, '-1+1', '-1+1', 1, '+1-1', 1, '-1+1', '-1+1', -1, '+1-1', 1]
Sharpe Ratio: 0.15
Pips On Profit Side was :  371.8000000000044
Pips On Loss Side was :  245.1000000000048
accuracy by days 45.45454545454545
accuracy_by_net_gains  60.26908737234541
net profit  126.69999999999959

accuracy by net gains on previous test data  65.48844271975719
accuracy on all test points excluding last 22 points  59.50413223140496
JAN
GBPCHF  Starting date : 2023-12-29 
['-1+1', '-1+1', 1, 1, 1, 1, 1, 1, '+1-1', 1, '+1-1', 1, '-1+1', -1, '-1+1', -1, '+1-1', 1, '+1-1', -1, -1]
Sharpe Ratio: 0.05
Pips On Profit Side was :  287.30000000000143
Pips On Loss Side was :  252.6000000000006
accuracy by days 59.09090909090909
accuracy_by_net_gains  53.21355806630864
net profit  34.70000000000084

accuracy by net gains on previous test data  67.6855750422705
accuracy on all test points excluding last 22 points  59.59595959595959
DEC
GBPCHF  Starting date : 2023-11-29 
['+1-1', '+1-1', -1, -1, -1, 1, 1, '+1-1', -1, -1, 1, -1, -1, '+1-1', '+1-1', '+1-1', '+1-1', '-1+1', '+1-1', -1, -1, -1]
Sharpe Ratio: 0.37
Pips On Profit Side was :  469.00000000000387
Pips On Loss Side was :  182.29999999999745
accuracy by days 59.09090909090909
accuracy_by_net_gains  72.00982650084491
net profit  286.7000000000064

accuracy by net gains on previous test data  66.49471458773795
accuracy on all test points excluding last 22 points  59.74025974025974


________________________________________________________________________________________________________________________________________________
AUDCHF
0:	learn: 36.6009360	total: 73.1ms	remaining: 1.75s
24:	learn: 25.7018986	total: 1.64s	remaining: 0us
Mean Squared Error: 675.6662235759557
saved successfully
MAY
AUDCHF  Starting date : 2024-05-01 
['-1+1', '-1+1', '-1+1', -1, '+1-1', 1, '+1-1', '-1+1', '-1+1', '-1+1', '-1+1', '-1+1', -1, '-1+1', -1, -1, 1, 1, -1, -1, -1, '-1+1']
Sharpe Ratio: 0.06
Pips On Profit Side was :  198.1999999999995
Pips On Loss Side was :  172.49999999999875
accuracy by days 45.45454545454545
accuracy_by_net_gains  53.46641489074736
net profit  25.700000000000756

accuracy by net gains on previous test data  62.297573502436876
accuracy on all test points excluding last 22 points  56.68449197860963
APRIL
AUDCHF  Starting date : 2024-04-01 
[1, 1, '-1+1', '+1-1', '-1+1', '-1+1', -1, '-1+1', '+1-1', '+1-1', '+1-1', '-1+1', '+1-1', -1, 1, 1, '-1+1', '-1+1', '-1+1', '-1+1', -1, '-1+1']
Sharpe Ratio: -0.10
Pips On Profit Side was :  222.699999999999
Pips On Loss Side was :  280.70000000000147
accuracy by days 31.818181818181817
accuracy_by_net_gains  44.23917361938792
net profit  -58.00000000000247

accuracy by net gains on previous test data  65.04165660468477
accuracy on all test points excluding last 22 points  60.0
MARCH
AUDCHF  Starting date : 2024-02-29 
[1, -1, -1, 1, '-1+1', '-1+1', '+1-1', -1, 1, -1, -1, '-1+1', '+1-1', 1, '-1+1', -1, 1, '-1+1', -1, -1, '+1-1', 1]
Sharpe Ratio: 0.24
Pips On Profit Side was :  301.3999999999994
Pips On Loss Side was :  165.4000000000011
accuracy by days 63.63636363636363
accuracy_by_net_gains  64.56726649528686
net profit  135.9999999999983

accuracy by net gains on previous test data  65.11946591707654
accuracy on all test points excluding last 22 points  59.44055944055944
Iterations:  25
Learning rate:  0.25
Depth:  7
FEB
AUDCHF  Starting date : 2024-01-30 
[-1, -1, 1, 1, 1, '-1+1', -1, 1, '-1+1', 1, '-1+1', '+1-1', '-1+1', 1, 1, -1, 1, 1, -1, '+1-1', -1, 1]
Sharpe Ratio: 0.57
Pips On Profit Side was :  319.39999999999856
Pips On Loss Side was :  82.60000000000156
accuracy by days 72.72727272727273
accuracy_by_net_gains  79.45273631840757
net profit  236.799999999997

accuracy by net gains on previous test data  62.76186579378064
accuracy on all test points excluding last 22 points  57.02479338842975
JAN
AUDCHF  Starting date : 2023-12-28 
[-1, 1, '+1-1', '+1-1', 1, '+1-1', 1, 1, '+1-1', '-1+1', '+1-1', -1, -1, 1, 1, '+1-1', 1, -1, 1, '+1-1', 1, '+1-1']
Sharpe Ratio: 0.36
Pips On Profit Side was :  279.89999999999736
Pips On Loss Side was :  106.69999999999735
accuracy by days 59.09090909090909
accuracy_by_net_gains  72.4004138644597
net profit  173.20000000000002

accuracy by net gains on previous test data  60.950714494021504
accuracy on all test points excluding last 22 points  56.56565656565656
DEC
AUDCHF  Starting date : 2023-11-27 
[1, -1, -1, '-1+1', '+1-1', -1, '+1-1', 1, 1, '+1-1', -1, '-1+1', '-1+1', '-1+1', -1, '-1+1', -1, '-1+1', -1, '-1+1', -1, -1]
Sharpe Ratio: 0.19
Pips On Profit Side was :  298.8999999999975
Pips On Loss Side was :  182.90000000000032
accuracy by days 54.54545454545454
accuracy_by_net_gains  62.038190120381664
net profit  115.99999999999716

accuracy by net gains on previous test data  60.61817720233561
accuracy on all test points excluding last 22 points  57.14285714285714

________________________________________________________________________________________________________________________________________________
CADCHF
0:	learn: 34.9647583	total: 50.6ms	remaining: 658ms
13:	learn: 31.1111374	total: 451ms	remaining: 0us
Mean Squared Error: 534.9642462975739
saved successfully
MAY
CADCHF  Starting date : 2024-05-01 
['+1-1', -1, '-1+1', -1, '-1+1', 1, '-1+1', -1, -1, '-1+1', 1, '-1+1', -1, '-1+1', '+1-1', 1, '-1+1', -1, -1, -1, '-1+1']
Sharpe Ratio: 0.23
Pips On Profit Side was :  242.90000000000148
Pips On Loss Side was :  135.29999999999933
accuracy by days 50.0
accuracy_by_net_gains  64.22527763088338
net profit  107.60000000000215

accuracy by net gains on previous test data  58.610907759882814
accuracy on all test points excluding last 22 points  54.01069518716578
APRIL
CADCHF  Starting date : 2024-04-01 
['-1+1', '+1-1', '+1-1', -1, '-1+1', -1, '-1+1', -1, -1, -1, -1, '-1+1', '-1+1', '+1-1', 1, 1, '-1+1', 1, 1, -1, '-1+1', '+1-1']
Sharpe Ratio: 0.07
Pips On Profit Side was :  192.6999999999979
Pips On Loss Side was :  162.70000000000115
accuracy by days 50.0
accuracy_by_net_gains  54.22059651097311
net profit  29.99999999999676

accuracy by net gains on previous test data  59.14471433458773
accuracy on all test points excluding last 22 points  54.54545454545454
MARCH
CADCHF  Starting date : 2024-02-29 
['+1-1', '-1+1', -1, '-1+1', -1, '+1-1', 1, '+1-1', 1, '-1+1', -1, '-1+1', '+1-1', 1, 1, '+1-1', 1, '-1+1', '-1+1', -1, -1, '-1+1']
Sharpe Ratio: -0.05
Pips On Profit Side was :  181.9999999999988
Pips On Loss Side was :  206.19999999999973
accuracy by days 45.45454545454545
accuracy_by_net_gains  46.883049974239945
net profit  -24.200000000000927

accuracy by net gains on previous test data  61.02256588290991
accuracy on all test points excluding last 22 points  55.94405594405595
Iterations:  14
Learning rate:  0.2
Depth:  7
FEB
CADCHF  Starting date : 2024-01-30 
[-1, -1, 1, -1, '-1+1', 1, '-1+1', '-1+1', 1, '-1+1', -1, -1, '+1-1', 1, -1, '+1-1', '-1+1', '+1-1', -1, -1, -1, '-1+1']
Sharpe Ratio: 0.15
Pips On Profit Side was :  191.0999999999996
Pips On Loss Side was :  127.80000000000013
accuracy by days 59.09090909090909
accuracy_by_net_gains  59.924741298212524
net profit  63.29999999999947

accuracy by net gains on previous test data  61.18055868947157
accuracy on all test points excluding last 22 points  55.371900826446286
JAN
CADCHF  Starting date : 2023-12-28 
[-1, '-1+1', -1, 1, '+1-1', '+1-1', '-1+1', -1, 1, '+1-1', 1, '-1+1', '-1+1', '-1+1', 1, -1, '-1+1', -1, 1, '+1-1', '-1+1', '-1+1']
Sharpe Ratio: 0.16
Pips On Profit Side was :  274.9999999999986
Pips On Loss Side was :  174.30000000000058
accuracy by days 45.45454545454545
accuracy_by_net_gains  61.20632094368999
net profit  100.699999999998

accuracy by net gains on previous test data  61.17400656628556
accuracy on all test points excluding last 22 points  57.57575757575758
DEC
CADCHF  Starting date : 2023-11-27 
[1, -1, 1, -1, 1, '+1-1', -1, '+1-1', 1, '+1-1', '+1-1', 1, 1, 1, -1, '+1-1', '+1-1', -1, '+1-1', 1, '+1-1', 1]
Sharpe Ratio: 0.18
Pips On Profit Side was :  264.10000000000156
Pips On Loss Side was :  156.60000000000005
accuracy by days 63.63636363636363
accuracy_by_net_gains  62.77632517233196
net profit  107.5000000000015

accuracy by net gains on previous test data  60.67315550932466
accuracy on all test points excluding last 22 points  55.84415584415584


________________________________________________________________________________________________________________________________________________


EURGBP
0:	learn: 34.9382172	total: 130ms	remaining: 1.69s
13:	learn: 27.8902991	total: 1.3s	remaining: 0us
Mean Squared Error: 360.29454127034234
saved successfully
MAY
EURGBP  Starting date : 2024-05-01 
[1, 1, '+1-1', 1, 1, 1, '+1-1', -1, 1, '+1-1', '+1-1', '+1-1', -1, '+1-1', -1, 1, '+1-1', '+1-1', 1, '+1-1', 1, 1]
Sharpe Ratio: 0.24
Pips On Profit Side was :  136.29999999999922
Pips On Loss Side was :  72.89999999999908
accuracy by days 59.09090909090909
accuracy_by_net_gains  65.15296367112828
net profit  63.400000000000134

accuracy by net gains on previous test data  59.498091740476724
accuracy on all test points excluding last 22 points  55.080213903743314
APRIL
EURGBP  Starting date : 2024-04-01 
[1, 1, 1, 1, '-1+1', -1, 1, '+1-1', 1, '+1-1', 1, 1, '+1-1', 1, '-1+1', -1, '+1-1', '+1-1', -1, -1, '-1+1', 1]
Sharpe Ratio: 0.32
Pips On Profit Side was :  211.50000000000003
Pips On Loss Side was :  89.60000000000079
accuracy by days 63.63636363636363
accuracy_by_net_gains  70.2424443706408
net profit  121.89999999999924

accuracy by net gains on previous test data  58.191656907482994
accuracy on all test points excluding last 22 points  53.939393939393945
MARCH
EURGBP  Starting date : 2024-02-29 
[1, '+1-1', -1, 1, '+1-1', '+1-1', 1, 1, 1, '+1-1', 1, '+1-1', 1, 1, 1, '+1-1', '+1-1', 1, '+1-1', -1, '+1-1', 1]
Sharpe Ratio: 0.15
Pips On Profit Side was :  169.00000000000136
Pips On Loss Side was :  113.9000000000001
accuracy by days 59.09090909090909
accuracy_by_net_gains  59.7384234711914
net profit  55.10000000000126

accuracy by net gains on previous test data  57.992158293061024
accuracy on all test points excluding last 22 points  53.14685314685315
Iterations:  14
Learning rate:  0.18
Depth:  9
FEB
EURGBP  Starting date : 2024-01-30 
[-1, 1, 1, '-1+1', '+1-1', '+1-1', 1, '+1-1', '+1-1', -1, 1, 1, 1, 1, 1, '+1-1', '+1-1', -1, 1, -1, 1, -1]
Sharpe Ratio: 0.21
Pips On Profit Side was :  165.60000000000127
Pips On Loss Side was :  94.7000000000009
accuracy by days 68.18181818181817
accuracy_by_net_gains  63.61890126776791
net profit  70.90000000000038

accuracy by net gains on previous test data  57.23449381821947
accuracy on all test points excluding last 22 points  50.413223140495866
JAN
EURGBP  Starting date : 2023-12-28 
['+1-1', '-1+1', -1, 1, -1, '+1-1', 1, 1, '+1-1', -1, 1, 1, -1, -1, '-1+1', '+1-1', '+1-1', '+1-1', '+1-1', 1, -1, 1]
Sharpe Ratio: 0.31
Pips On Profit Side was :  228.2999999999991
Pips On Loss Side was :  109.00000000000131
accuracy by days 59.09090909090909
accuracy_by_net_gains  67.68455380966464
net profit  119.2999999999978

accuracy by net gains on previous test data  55.02569244266208
accuracy on all test points excluding last 22 points  48.484848484848484
DEC
EURGBP  Starting date : 2023-11-27 
['+1-1', -1, '+1-1', -1, 1, '+1-1', -1, 1, 1, '+1-1', '-1+1', 1, '+1-1', -1, 1, '+1-1', '-1+1', 1, '+1-1', '-1+1', '+1-1', 1]
Sharpe Ratio: 0.23
Pips On Profit Side was :  227.80000000000132
Pips On Loss Side was :  120.49999999999784
accuracy by days 50.0
accuracy_by_net_gains  65.40338788400858
net profit  107.30000000000348

accuracy by net gains on previous test data  52.12825651302602
accuracy on all test points excluding last 22 points  48.05194805194805

________________________________________________________________________________________________________________________________________________
NZDCHF
0:	learn: 32.6854147	total: 36.7ms	remaining: 770ms
21:	learn: 14.5434326	total: 484ms	remaining: 0us
Mean Squared Error: 846.6401106937412
saved successfully
MAY
NZDCHF  Starting date : 2024-05-01 
[1, 1, 1, '-1+1', '-1+1', '-1+1', '+1-1', 1, 1, 1, '-1+1', '-1+1', -1, -1, '-1+1', -1, '-1+1', 1, -1, '+1-1', -1, 1]
Sharpe Ratio: 0.09
Pips On Profit Side was :  208.49999999999923
Pips On Loss Side was :  162.4999999999999
accuracy by days 59.09090909090909
accuracy_by_net_gains  56.19946091644198
net profit  45.999999999999346

accuracy by net gains on previous test data  59.67405289492499
accuracy on all test points excluding last 22 points  54.54545454545454
APRIL
NZDCHF  Starting date : 2024-04-01 
[1, 1, '-1+1', '+1-1', 1, 1, -1, '-1+1', '+1-1', -1, -1, '-1+1', '+1-1', '+1-1', '-1+1', '-1+1', '-1+1', '+1-1', 1, 1, -1, 1]
Sharpe Ratio: 0.14
Pips On Profit Side was :  232.70000000000124
Pips On Loss Side was :  164.80000000000047
accuracy by days 50.0
accuracy_by_net_gains  58.54088050314471
net profit  67.90000000000077

accuracy by net gains on previous test data  59.81935483870973
accuracy on all test points excluding last 22 points  55.15151515151515
MARCH
NZDCHF  Starting date : 2024-02-29 
['-1+1', '+1-1', -1, 1, '-1+1', 1, '+1-1', -1, 1, '-1+1', -1, 1, -1, '-1+1', 1, -1, 1, 1, 1, '+1-1', 1, '+1-1']
Sharpe Ratio: 0.43
Pips On Profit Side was :  302.0000000000023
Pips On Loss Side was :  101.6000000000017
accuracy by days 63.63636363636363
accuracy_by_net_gains  74.82656095143689
net profit  200.40000000000057

accuracy by net gains on previous test data  57.57306037679874
accuracy on all test points excluding last 22 points  53.84615384615385
Iterations:  22
Learning rate:  0.77
Depth:  7
FEB
NZDCHF  Starting date : 2024-01-30 
[-1, '-1+1', '+1-1', '-1+1', '-1+1', '-1+1', '+1-1', 1, -1, '-1+1', '-1+1', -1, '-1+1', 1, '-1+1', '+1-1', 1, 1, -1, '+1-1', -1, 1]
Sharpe Ratio: 0.15
Pips On Profit Side was :  257.3000000000003
Pips On Loss Side was :  177.60000000000218
accuracy by days 45.45454545454545
accuracy_by_net_gains  59.16302598298433
net profit  79.69999999999811

accuracy by net gains on previous test data  57.26730046429375
accuracy on all test points excluding last 22 points  55.371900826446286
JAN
NZDCHF  Starting date : 2023-12-28 
[-1, -1, -1, -1, '-1+1', '+1-1', 1, -1, 1, 1, '+1-1', -1, '+1-1', 1, '-1+1', -1, 1, -1, 1, -1, 1, '-1+1']
Sharpe Ratio: 0.84
Pips On Profit Side was :  327.4999999999984
Pips On Loss Side was :  42.299999999998455
accuracy by days 72.72727272727273
accuracy_by_net_gains  88.56138453217987
net profit  285.19999999999993

accuracy by net gains on previous test data  51.149759475604085
accuracy on all test points excluding last 22 points  51.515151515151516
DEC
NZDCHF  Starting date : 2023-11-27 
[1, '+1-1', '-1+1', 1, -1, -1, 1, '-1+1', -1, -1, '+1-1', 1, '-1+1', 1, '+1-1', '-1+1', '+1-1', 1, '-1+1', 1, '+1-1', 1]
Sharpe Ratio: -0.06
Pips On Profit Side was :  151.7000000000013
Pips On Loss Side was :  176.79999999999922
accuracy by days 54.54545454545454
accuracy_by_net_gains  46.179604261796364
net profit  -25.09999999999792

accuracy by net gains on previous test data  52.194216990788235
accuracy on all test points excluding last 22 points  50.649350649350644


________________________________________________________________________________________________________________________________________________
GBPCAD
0:	learn: 77.0494879	total: 103ms	remaining: 1.23s
12:	learn: 64.6117870	total: 921ms	remaining: 0us
Mean Squared Error: 2986.066449305437
saved successfully
MAY
GBPCAD  Starting date : 2024-05-01 
[-1, '-1+1', '+1-1', '-1+1', -1, -1, '+1-1', 1, 1, 1, -1, 1, 1, '-1+1', '-1+1', '-1+1', -1, '-1+1', '-1+1', '-1+1', -1, -1]
Sharpe Ratio: 0.30
Pips On Profit Side was :  395.89999999999793
Pips On Loss Side was :  178.2999999999979
accuracy by days 54.54545454545454
accuracy_by_net_gains  68.94810170672253
net profit  217.60000000000002

accuracy by net gains on previous test data  59.16812912622527
accuracy on all test points excluding last 22 points  54.01069518716578
APRIL
GBPCAD  Starting date : 2024-04-01 
['-1+1', '-1+1', 1, 1, '-1+1', '-1+1', '+1-1', '-1+1', -1, 1, '-1+1', -1, '+1-1', -1, '+1-1', 1, '-1+1', '-1+1', '+1-1', 1, 1, '-1+1']
Sharpe Ratio: 0.04
Pips On Profit Side was :  476.2000000000044
Pips On Loss Side was :  425.8999999999968
accuracy by days 40.909090909090914
accuracy_by_net_gains  52.78793925285486
net profit  50.30000000000763

accuracy by net gains on previous test data  59.938187364534045
accuracy on all test points excluding last 22 points  55.757575757575765
MARCH
GBPCAD  Starting date : 2024-02-29 
['-1+1', '-1+1', '-1+1', -1, '-1+1', '-1+1', -1, -1, -1, 1, -1, -1, '-1+1', -1, -1, '-1+1', '-1+1', '+1-1', -1, -1, '+1-1', -1]
Sharpe Ratio: 0.10
Pips On Profit Side was :  468.299999999997
Pips On Loss Side was :  358.89999999999753
accuracy by days 54.54545454545454
accuracy_by_net_gains  56.61266924564797
net profit  109.39999999999947

accuracy by net gains on previous test data  60.35203851361519
accuracy on all test points excluding last 22 points  55.94405594405595
Iterations:  13
Learning rate:  0.25
Depth:  8
FEB
GBPCAD  Starting date : 2024-01-30 
[1, '-1+1', -1, -1, 1, '-1+1', -1, '-1+1', '+1-1', '-1+1', -1, -1, 1, '+1-1', '-1+1', -1, 1, 1, 1, '-1+1', '-1+1', -1]
Sharpe Ratio: 0.17
Pips On Profit Side was :  417.80000000000376
Pips On Loss Side was :  273.300000000003
accuracy by days 59.09090909090909
accuracy_by_net_gains  60.45434814064531
net profit  144.50000000000074

accuracy by net gains on previous test data  60.34016689333269
accuracy on all test points excluding last 22 points  55.371900826446286
JAN
GBPCAD  Starting date : 2023-12-28 
['-1+1', '+1-1', 1, 1, 1, 1, 1, 1, 1, '-1+1', -1, -1, '-1+1', '-1+1', -1, '-1+1', -1, 1, -1, '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.26
Pips On Profit Side was :  673.0000000000016
Pips On Loss Side was :  357.89999999999986
accuracy by days 59.09090909090909
accuracy_by_net_gains  65.2827626345912
net profit  315.1000000000017

accuracy by net gains on previous test data  59.30558375634519
accuracy on all test points excluding last 22 points  54.54545454545454
DEC
GBPCAD  Starting date : 2023-11-27 
['-1+1', 1, -1, 1, -1, 1, -1, 1, -1, '+1-1', 1, '+1-1', 1, -1, '+1-1', 1, '+1-1', '+1-1', '+1-1', -1, 1, '+1-1']
Sharpe Ratio: 0.50
Pips On Profit Side was :  897.7000000000036
Pips On Loss Side was :  258.8999999999997
accuracy by days 63.63636363636363
accuracy_by_net_gains  77.61542452014534
net profit  638.8000000000038

accuracy by net gains on previous test data  53.68591444644941
accuracy on all test points excluding last 22 points  51.94805194805194

________________________________________________________________________________________________________________________________________________
CHFJPY
0:	learn: 67.4399328	total: 84.3ms	remaining: 1.69s
20:	learn: 25.1006476	total: 1.17s	remaining: 0us
Mean Squared Error: 6899.181007197513
saved successfully
MAY
CHFJPY  Starting date : 2024-05-01 
['+1-1', '-1+1', 1, 1, '-1+1', '-1+1', 1, 1, 1, '+1-1', '+1-1', '+1-1', '-1+1', -1, -1, 1, '+1-1', 1, 1, 1, 1, 1]
Sharpe Ratio: 0.20
Pips On Profit Side was :  561.099999999999
Pips On Loss Side was :  344.30000000000405
accuracy by days 59.09090909090909
accuracy_by_net_gains  61.972608791693965
net profit  216.79999999999495

accuracy by net gains on previous test data  61.420270569971166
accuracy on all test points excluding last 22 points  55.61497326203209
APRIL
CHFJPY  Starting date : 2024-04-01 
['+1-1', '-1+1', '+1-1', 1, '+1-1', '-1+1', -1, 1, -1, 1, '-1+1', 1, -1, 1, -1, '+1-1', '+1-1', 1, 1, -1, '+1-1', -1]
Sharpe Ratio: 0.41
Pips On Profit Side was :  1145.6999999999964
Pips On Loss Side was :  306.89999999999884
accuracy by days 59.09090909090909
accuracy_by_net_gains  78.8723667905824
net profit  838.7999999999976

accuracy by net gains on previous test data  58.83868471165697
accuracy on all test points excluding last 22 points  55.15151515151515
MARCH
CHFJPY  Starting date : 2024-02-29 
['-1+1', 1, '+1-1', -1, -1, -1, '+1-1', 1, '+1-1', '+1-1', '-1+1', '+1-1', 1, '-1+1', '+1-1', '+1-1', -1, -1, -1, '-1+1', 1, '+1-1']
Sharpe Ratio: 0.05
Pips On Profit Side was :  661.099999999999
Pips On Loss Side was :  583.2999999999998
accuracy by days 45.45454545454545
accuracy_by_net_gains  53.1260045001607
net profit  77.79999999999916

accuracy by net gains on previous test data  59.66765786251532
accuracy on all test points excluding last 22 points  56.64335664335665
Iterations:  21
Learning rate:  0.75
Depth:  8
FEB
CHFJPY  Starting date : 2024-01-30 
['+1-1', '-1+1', '-1+1', -1, '+1-1', -1, 1, -1, -1, '+1-1', -1, '-1+1', '-1+1', '+1-1', -1, '-1+1', '-1+1', -1, 1, 1, '-1+1', -1]
Sharpe Ratio: 0.06
Pips On Profit Side was :  541.500000000002
Pips On Loss Side was :  450.99999999999625
accuracy by days 50.0
accuracy_by_net_gains  54.559193954660245
net profit  90.5000000000058

accuracy by net gains on previous test data  60.33627851773704
accuracy on all test points excluding last 22 points  57.85123966942148
JAN
CHFJPY  Starting date : 2023-12-28 
[1, '+1-1', 1, '-1+1', -1, -1, '+1-1', '-1+1', '+1-1', '+1-1', 1, 1, 1, -1, '-1+1', -1, 1, '-1+1', -1, 1, '+1-1', '-1+1']
Sharpe Ratio: 0.00
Pips On Profit Side was :  647.1000000000032
Pips On Loss Side was :  641.700000000003
accuracy by days 54.54545454545454
accuracy_by_net_gains  50.20949720670392
net profit  5.400000000000205

accuracy by net gains on previous test data  62.40983762829272
accuracy on all test points excluding last 22 points  58.58585858585859
DEC
CHFJPY  Starting date : 2023-11-27 
['+1-1', '-1+1', 1, '+1-1', -1, '+1-1', 1, -1, '+1-1', 1, '+1-1', -1, '+1-1', '+1-1', '-1+1', 1, -1, -1, 1, 1, '-1+1', -1]
Sharpe Ratio: 0.32
Pips On Profit Side was :  1434.3999999999996
Pips On Loss Side was :  587.700000000001
accuracy by days 54.54545454545454
accuracy_by_net_gains  70.93615548192469
net profit  846.6999999999987

accuracy by net gains on previous test data  58.37410172982841
accuracy on all test points excluding last 22 points  59.74025974025974


________________________________________________________________________________________________________________________________________________

AUDCAD
0:	learn: 40.2654485	total: 110ms	remaining: 2.42s
22:	learn: 28.5313411	total: 1.05s	remaining: 0us
Mean Squared Error: 1085.158635532617
saved successfully
MAY
AUDCAD  Starting date : 2024-05-01 
[1, '-1+1', 1, '-1+1', -1, '-1+1', -1, 1, '-1+1', 1, -1, '-1+1', -1, '-1+1', -1, 1, -1, '-1+1', '-1+1', -1, 1, -1]
Sharpe Ratio: 0.15
Pips On Profit Side was :  245.90000000000225
Pips On Loss Side was :  163.80000000000172
accuracy by days 63.63636363636363
accuracy_by_net_gains  60.01952648279225
net profit  82.10000000000053

accuracy by net gains on previous test data  59.859112529351535
accuracy on all test points excluding last 22 points  60.962566844919785
APRIL
AUDCAD  Starting date : 2024-04-01 
[1, '-1+1', '-1+1', '-1+1', '-1+1', 1, -1, 1, -1, -1, -1, '-1+1', '+1-1', -1, 1, '-1+1', '-1+1', -1, 1, '-1+1', -1, '-1+1']
Sharpe Ratio: 0.11
Pips On Profit Side was :  398.20000000000084
Pips On Loss Side was :  306.8999999999989
accuracy by days 54.54545454545454
accuracy_by_net_gains  56.47425897035896
net profit  91.30000000000194

accuracy by net gains on previous test data  60.41705629324849
accuracy on all test points excluding last 22 points  61.81818181818181
MARCH
AUDCAD  Starting date : 2024-02-29 
[1, -1, -1, 1, 1, 1, '+1-1', -1, 1, '+1-1', '+1-1', '+1-1', '+1-1', '-1+1', 1, -1, '-1+1', -1, '+1-1', -1, '+1-1', -1]
Sharpe Ratio: 0.22
Pips On Profit Side was :  238.09999999999664
Pips On Loss Side was :  139.19999999999933
accuracy by days 59.09090909090909
accuracy_by_net_gains  63.10628147362819
net profit  98.8999999999973

accuracy by net gains on previous test data  60.156911006845604
accuracy on all test points excluding last 22 points  62.23776223776224
Iterations:  23
Learning rate:  0.25
Depth:  8
FEB
AUDCAD  Starting date : 2024-01-30 
[-1, -1, -1, 1, '-1+1', '+1-1', '+1-1', 1, '-1+1', '+1-1', 1, -1, 1, 1, '-1+1', '+1-1', '+1-1', 1, '+1-1', 1, -1, 1]
Sharpe Ratio: 0.13
Pips On Profit Side was :  278.1
Pips On Loss Side was :  206.79999999999922
accuracy by days 59.09090909090909
accuracy_by_net_gains  57.352031346669506
net profit  71.30000000000081

accuracy by net gains on previous test data  60.55513263453762
accuracy on all test points excluding last 22 points  62.8099173553719
JAN
AUDCAD  Starting date : 2023-12-28 
[-1, -1, -1, -1, '-1+1', '-1+1', '+1-1', 1, -1, 1, -1, -1, -1, '-1+1', -1, '+1-1', '-1+1', 1, -1, -1, '-1+1', -1]
Sharpe Ratio: 0.58
Pips On Profit Side was :  333.500000000001
Pips On Loss Side was :  78.70000000000154
accuracy by days 68.18181818181817
accuracy_by_net_gains  80.90732654051406
net profit  254.7999999999995

accuracy by net gains on previous test data  57.76172083111343
accuracy on all test points excluding last 22 points  61.61616161616161
DEC
AUDCAD  Starting date : 2023-11-27 
[1, -1, -1, '-1+1', -1, -1, -1, '-1+1', -1, -1, '+1-1', '-1+1', -1, -1, '-1+1', 1, -1, 1, -1, -1, 1, '+1-1']
Sharpe Ratio: 0.24
Pips On Profit Side was :  459.39999999999765
Pips On Loss Side was :  257.1000000000001
accuracy by days 72.72727272727273
accuracy_by_net_gains  64.11723656664327
net profit  202.29999999999757

accuracy by net gains on previous test data  55.77032404775441
accuracy on all test points excluding last 22 points  58.44155844155844



________________________________________________________________________________________________________________________________________________
USDJPY
0:	learn: 70.4186142	total: 813ms	remaining: 1.63s
2:	learn: 65.9572596	total: 2.01s	remaining: 0us
Mean Squared Error: 6107.159143442258
MAY
USDJPY  Starting date : 2024-05-01 
['+1-1', '+1-1', 1, 1, 1, '+1-1', 1, 1, 1, -1, '-1+1', 1, 1, '+1-1', 1, 1, '+1-1', -1, '-1+1', '-1+1', -1, '-1+1']
Sharpe Ratio: 0.31
Pips On Profit Side was :  753.7999999999982
Pips On Loss Side was :  353.3000000000044
accuracy by days 59.09090909090909
accuracy_by_net_gains  68.08779694697827
net profit  400.49999999999386

accuracy by net gains on previous test data  62.900529525481666
accuracy on all test points excluding last 22 points  56.68449197860963
APRIL
USDJPY  Starting date : 2024-04-01 
['+1-1', 1, -1, 1, 1, '+1-1', 1, 1, '+1-1', 1, 1, '+1-1', 1, '+1-1', '-1+1', '+1-1', '-1+1', 1, 1, -1, 1, -1]
Sharpe Ratio: 0.59
Pips On Profit Side was :  1376.400000000004
Pips On Loss Side was :  131.40000000000498
accuracy by days 63.63636363636363
accuracy_by_net_gains  91.28531635495398
net profit  1244.999999999999

accuracy by net gains on previous test data  58.248459222382856
accuracy on all test points excluding last 22 points  55.757575757575765
MARCH
USDJPY  Starting date : 2024-02-29 
['-1+1', 1, '+1-1', -1, '+1-1', '+1-1', '+1-1', 1, 1, 1, 1, 1, 1, 1, 1, '+1-1', '+1-1', 1, '+1-1', 1, '+1-1', 1]
Sharpe Ratio: 0.22
Pips On Profit Side was :  631.6000000000031
Pips On Loss Side was :  345.09999999999934
accuracy by days 59.09090909090909
accuracy_by_net_gains  64.66673492372288
net profit  286.50000000000375

accuracy by net gains on previous test data  57.48613678373382
accuracy on all test points excluding last 22 points  55.24475524475524
Iterations:  3
Learning rate:  0.2
Depth:  12
FEB
USDJPY  Starting date : 2024-01-30 
['+1-1', '+1-1', 1, 1, '+1-1', 1, 1, '+1-1', 1, 1, '+1-1', '+1-1', 1, '+1-1', '+1-1', 1, 1, '+1-1', 1, '+1-1', 1, '+1-1']
Sharpe Ratio: 0.16
Pips On Profit Side was :  630.6000000000012
Pips On Loss Side was :  394.0000000000026
accuracy by days 50.0
accuracy_by_net_gains  61.54596915869597
net profit  236.59999999999854

accuracy by net gains on previous test data  56.90828772261274
accuracy on all test points excluding last 22 points  56.19834710743802
JAN
USDJPY  Starting date : 2023-12-29 
['+1-1', 1, 1, 1, '+1-1', '+1-1', 1, '-1+1', '+1-1', '+1-1', 1, 1, 1, '+1-1', '+1-1', 1, '-1+1', '+1-1', 1, 1, -1, 1]
Sharpe Ratio: 0.31
Pips On Profit Side was :  868.0999999999983
Pips On Loss Side was :  387.3999999999967
accuracy by days 54.54545454545454
accuracy_by_net_gains  69.14376742333745
net profit  480.70000000000164

accuracy by net gains on previous test data  54.32350120307584
accuracy on all test points excluding last 22 points  56.56565656565656
DEC
USDJPY  Starting date : 2023-11-29 
[1, '+1-1', 1, '+1-1', 1, -1, 1, 1, '+1-1', '+1-1', '+1-1', 1, 1, 1, '+1-1', '+1-1', 1, '+1-1', 1, '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.01
Pips On Profit Side was :  913.0000000000052
Pips On Loss Side was :  898.2000000000028
accuracy by days 50.0
accuracy_by_net_gains  50.40856890459371
net profit  14.800000000002456

accuracy by net gains on previous test data  56.039594375468894
accuracy on all test points excluding last 22 points  58.44155844155844


________________________________________________________________________________________________________________________________________________
EURNZD
0:	learn: 87.4309402	total: 189ms	remaining: 1.89s
10:	learn: 77.0357277	total: 1.43s	remaining: 0us
Mean Squared Error: 4722.813529408172
MAY
EURNZD  Starting date : 2024-05-01 
[-1, -1, '-1+1', '-1+1', -1, -1, '-1+1', 1, -1, -1, -1, '+1-1', '-1+1', '-1+1', -1, -1, '+1-1', -1, '-1+1', '+1-1', 1, '+1-1']
Sharpe Ratio: 0.34
Pips On Profit Side was :  641.1000000000032
Pips On Loss Side was :  278.40000000000305
accuracy by days 54.54545454545454
accuracy_by_net_gains  69.72267536704719
net profit  362.70000000000016

accuracy by net gains on previous test data  59.45482290274583
accuracy on all test points excluding last 22 points  54.54545454545454
APRIL
EURNZD  Starting date : 2024-04-01 
[-1, '+1-1', -1, '-1+1', -1, -1, '-1+1', -1, '-1+1', '-1+1', '-1+1', -1, -1, 1, -1, '-1+1', -1, '-1+1', -1, '+1-1', 1, -1]
Sharpe Ratio: 0.24
Pips On Profit Side was :  728.3000000000018
Pips On Loss Side was :  395.2000000000022
accuracy by days 59.09090909090909
accuracy_by_net_gains  64.82421005785484
net profit  333.09999999999957

accuracy by net gains on previous test data  58.81491853360495
accuracy on all test points excluding last 22 points  53.939393939393945
MARCH
EURNZD  Starting date : 2024-02-29 
['+1-1', 1, 1, '+1-1', '+1-1', '+1-1', 1, 1, 1, '+1-1', 1, '+1-1', '-1+1', 1, 1, '-1+1', 1, -1, -1, '-1+1', -1, '-1+1']
Sharpe Ratio: 0.01
Pips On Profit Side was :  378.39999999999645
Pips On Loss Side was :  368.3999999999998
accuracy by days 54.54545454545454
accuracy_by_net_gains  50.66952329941059
net profit  9.999999999996646

accuracy by net gains on previous test data  59.515690521174214
accuracy on all test points excluding last 22 points  53.84615384615385
Iterations:  11
Learning rate:  0.15
Depth:  9
FEB
EURNZD  Starting date : 2024-01-30 
[1, '-1+1', 1, '+1-1', -1, '+1-1', 1, '+1-1', 1, 1, '+1-1', 1, '+1-1', '+1-1', 1, '+1-1', '+1-1', '+1-1', 1, '+1-1', 1, '+1-1']
Sharpe Ratio: 0.17
Pips On Profit Side was :  732.1999999999985
Pips On Loss Side was :  455.2999999999985
accuracy by days 45.45454545454545
accuracy_by_net_gains  61.65894736842109
net profit  276.9

accuracy by net gains on previous test data  59.17601996556749
accuracy on all test points excluding last 22 points  55.371900826446286
JAN
EURNZD  Starting date : 2023-12-28 
['+1-1', 1, '+1-1', '-1+1', '+1-1', '+1-1', '+1-1', 1, '+1-1', '+1-1', 1, 1, 1, '+1-1', 1, 1, '+1-1', 1, '+1-1', '-1+1', -1, 1]
Sharpe Ratio: 0.16
Pips On Profit Side was :  697.3999999999969
Pips On Loss Side was :  460.39999999999867
accuracy by days 45.45454545454545
accuracy_by_net_gains  60.23492831231643
net profit  236.99999999999824

accuracy by net gains on previous test data  58.982494356837414
accuracy on all test points excluding last 22 points  57.57575757575758
DEC
EURNZD  Starting date : 2023-11-27 
[-1, -1, -1, -1, 1, '-1+1', -1, -1, '-1+1', '-1+1', 1, 1, 1, '+1-1', 1, '+1-1', 1, '+1-1', '-1+1', '+1-1', 1, '+1-1']
Sharpe Ratio: 0.23
Pips On Profit Side was :  861.0000000000008
Pips On Loss Side was :  480.49999999999704
accuracy by days 59.09090909090909
accuracy_by_net_gains  64.18188594856521
net profit  380.50000000000375

accuracy by net gains on previous test data  57.58570970842689
accuracy on all test points excluding last 22 points  57.14285714285714


________________________________________________________________________________________________________________________________________________
EURUSD
0:	learn: 52.3795692	total: 22.2ms	remaining: 4.64s
100:	learn: 43.5196646	total: 1.55s	remaining: 1.67s
200:	learn: 35.8585193	total: 3.08s	remaining: 138ms
209:	learn: 35.1875126	total: 3.22s	remaining: 0us
Mean Squared Error: 1698.8338368899138
MAY
EURUSD  Starting date : 2024-05-01 
[1, 1, '-1+1', -1, '+1-1', 1, '+1-1', 1, 1, '-1+1', '+1-1', '-1+1', '+1-1', '+1-1', '+1-1', '+1-1', 1, 1, '+1-1', '+1-1', 1, 1]
Sharpe Ratio: 0.02
Pips On Profit Side was :  233.79999999999956
Pips On Loss Side was :  221.30000000000427
accuracy by days 45.45454545454545
accuracy_by_net_gains  51.37332454405572
net profit  12.499999999995282

accuracy by net gains on previous test data  61.44850123583766
accuracy on all test points excluding last 22 points  60.42780748663101
APRIL
EURUSD  Starting date : 2024-04-01 
['-1+1', 1, 1, '+1-1', 1, -1, -1, '+1-1', -1, -1, -1, 1, -1, 1, '+1-1', '-1+1', -1, '-1+1', -1, '-1+1', '+1-1', 1]
Sharpe Ratio: 0.32
Pips On Profit Side was :  498.4000000000077
Pips On Loss Side was :  207.19999999999848
accuracy by days 63.63636363636363
accuracy_by_net_gains  70.6349206349211
net profit  291.20000000000925

accuracy by net gains on previous test data  60.23070997801864
accuracy on all test points excluding last 22 points  60.0
MARCH
EURUSD  Starting date : 2024-02-29 
[1, '-1+1', '-1+1', 1, 1, '+1-1', -1, '-1+1', 1, -1, '-1+1', '+1-1', -1, '-1+1', -1, -1, '-1+1', -1, -1, -1, '-1+1', -1]
Sharpe Ratio: 0.46
Pips On Profit Side was :  443.2000000000036
Pips On Loss Side was :  133.2
accuracy by days 59.09090909090909
accuracy_by_net_gains  76.89104788341444
net profit  310.00000000000364

accuracy by net gains on previous test data  58.20744579988617
accuracy on all test points excluding last 22 points  60.13986013986013
Iterations:  210
Learning rate:  0.05
Depth:  6
FEB
EURUSD  Starting date : 2024-01-30 
['+1-1', 1, '+1-1', -1, '-1+1', 1, 1, '-1+1', '+1-1', -1, 1, 1, 1, 1, 1, 1, 1, '+1-1', 1, '+1-1', '+1-1', -1]
Sharpe Ratio: 0.30
Pips On Profit Side was :  360.90000000000623
Pips On Loss Side was :  159.00000000000026
accuracy by days 63.63636363636363
accuracy_by_net_gains  69.4171956145416
net profit  201.90000000000597

accuracy by net gains on previous test data  56.82850653038034
accuracy on all test points excluding last 22 points  59.50413223140496
JAN
EURUSD  Starting date : 2023-12-28 
['+1-1', -1, -1, 1, -1, 1, '+1-1', 1, '+1-1', '+1-1', 1, '+1-1', 1, '+1-1', 1, '+1-1', -1, '-1+1', '+1-1', 1, -1, 1]
Sharpe Ratio: 0.08
Pips On Profit Side was :  287.3999999999998
Pips On Loss Side was :  233.60000000000048
accuracy by days 59.09090909090909
accuracy_by_net_gains  55.16314779270627
net profit  53.79999999999933

accuracy by net gains on previous test data  57.06266529929279
accuracy on all test points excluding last 22 points  59.59595959595959
DEC
EURUSD  Starting date : 2023-11-27 
[1, '+1-1', '+1-1', '+1-1', '+1-1', '+1-1', -1, 1, '+1-1', 1, 1, 1, 1, '+1-1', 1, '-1+1', '+1-1', 1, '-1+1', 1, 1, -1]
Sharpe Ratio: 0.12
Pips On Profit Side was :  567.3999999999979
Pips On Loss Side was :  427.59999999999684
accuracy by days 54.54545454545454
accuracy_by_net_gains  57.02512562814079
net profit  139.8000000000011

accuracy by net gains on previous test data  57.07644628099152
accuracy on all test points excluding last 22 points  61.038961038961034


________________________________________________________________________________________________________________________________________________
NZDUSD
0:	learn: 43.2446422	total: 140ms	remaining: 1.4s
10:	learn: 32.7850424	total: 1.48s	remaining: 0us
Mean Squared Error: 1008.8726944607148
MAY
NZDUSD  Starting date : 2024-05-01 
[1, '-1+1', '+1-1', -1, 1, 1, -1, '+1-1', 1, '-1+1', -1, '-1+1', -1, -1, '-1+1', '-1+1', 1, '-1+1', -1, -1, -1, 1]
Sharpe Ratio: 0.10
Pips On Profit Side was :  237.49999999999716
Pips On Loss Side was :  177.90000000000083
accuracy by days 63.63636363636363
accuracy_by_net_gains  57.1738083774671
net profit  59.59999999999633

accuracy by net gains on previous test data  64.84687644803907
accuracy on all test points excluding last 22 points  55.61497326203209
APRIL
NZDUSD  Starting date : 2024-04-01 
['-1+1', '-1+1', '-1+1', -1, '-1+1', '-1+1', -1, '-1+1', -1, -1, '+1-1', 1, '+1-1', '+1-1', 1, '-1+1', '-1+1', '-1+1', -1, '-1+1', -1, '-1+1']
Sharpe Ratio: 0.07
Pips On Profit Side was :  358.99999999999926
Pips On Loss Side was :  302.2999999999998
accuracy by days 36.36363636363637
accuracy_by_net_gains  54.28701043399362
net profit  56.69999999999948

accuracy by net gains on previous test data  66.55573228924506
accuracy on all test points excluding last 22 points  58.18181818181818
MARCH
NZDUSD  Starting date : 2024-02-29 
[1, '+1-1', -1, 1, '-1+1', 1, -1, -1, '-1+1', -1, -1, '-1+1', -1, 1, -1, -1, 1, 1, '+1-1', -1, '-1+1', -1]
Sharpe Ratio: 0.65
Pips On Profit Side was :  388.7000000000008
Pips On Loss Side was :  72.10000000000049
accuracy by days 72.72727272727273
accuracy_by_net_gains  84.35329861111104
net profit  316.6000000000003

accuracy by net gains on previous test data  64.29379154370187
accuracy on all test points excluding last 22 points  55.94405594405595
Iterations:  11
Learning rate:  0.25
Depth:  10
FEB
NZDUSD  Starting date : 2024-01-30 
[-1, '-1+1', -1, '+1-1', 1, '-1+1', '+1-1', '-1+1', '+1-1', '+1-1', '-1+1', 1, '-1+1', 1, '-1+1', 1, '-1+1', '-1+1', -1, -1, -1, '+1-1']
Sharpe Ratio: 0.01
Pips On Profit Side was :  299.600000000001
Pips On Loss Side was :  294.1999999999967
accuracy by days 40.909090909090914
accuracy_by_net_gains  50.45469855170127
net profit  5.400000000004297

accuracy by net gains on previous test data  67.00418879250623
accuracy on all test points excluding last 22 points  58.67768595041323
JAN
NZDUSD  Starting date : 2023-12-28 
[-1, -1, -1, -1, '-1+1', '-1+1', -1, -1, '-1+1', '-1+1', -1, -1, -1, '+1-1', '+1-1', -1, 1, 1, -1, 1, 1]
Sharpe Ratio: 0.73
Pips On Profit Side was :  378.4999999999982
Pips On Loss Side was :  32.40000000000021
accuracy by days 68.18181818181817
accuracy_by_net_gains  92.11486979800429
net profit  346.099999999998

accuracy by net gains on previous test data  63.067531476535564
accuracy on all test points excluding last 22 points  56.56565656565656
DEC
NZDUSD  Starting date : 2023-11-27 
['-1+1', '-1+1', -1, 1, '+1-1', -1, 1, 1, -1, 1, 1, 1, 1, 1, '-1+1', '-1+1', -1, '-1+1', '-1+1', '-1+1', '-1+1', -1]
Sharpe Ratio: 0.06
Pips On Profit Side was :  300.09999999999866
Pips On Loss Side was :  259.9999999999991
accuracy by days 59.09090909090909
accuracy_by_net_gains  53.57971790751649
net profit  40.09999999999957

accuracy by net gains on previous test data  65.64607695666926
accuracy on all test points excluding last 22 points  55.84415584415584

________________________________________________________________________________________________________________________________________________
GBPUSD
0:	learn: 72.2612963	total: 419ms	remaining: 7.55s
18:	learn: 54.6249868	total: 3.27s	remaining: 0us
Mean Squared Error: 2694.3479804973153
MAY
GBPUSD  Starting date : 2024-05-01 
[1, '-1+1', 1, -1, -1, '-1+1', 1, 1, 1, 1, -1, 1, '-1+1', '-1+1', 1, -1, '-1+1', '-1+1', '+1-1', '+1-1', '-1+1', '-1+1']
Sharpe Ratio: 0.14
Pips On Profit Side was :  325.00000000000193
Pips On Loss Side was :  226.1000000000002
accuracy by days 54.54545454545454
accuracy_by_net_gains  58.97296316458005
net profit  98.90000000000174

accuracy by net gains on previous test data  61.40739659496539
accuracy on all test points excluding last 22 points  52.406417112299465
APRIL
GBPUSD  Starting date : 2024-04-01 
[1, '-1+1', '+1-1', '+1-1', '-1+1', 1, -1, '-1+1', -1, '+1-1', '+1-1', 1, '+1-1', '+1-1', '+1-1', 1, 1, 1, '+1-1', 1, '+1-1', 1]
Sharpe Ratio: 0.21
Pips On Profit Side was :  585.599999999995
Pips On Loss Side was :  331.1000000000042
accuracy by days 45.45454545454545
accuracy_by_net_gains  63.88131340678472
net profit  254.49999999999085

accuracy by net gains on previous test data  61.064781242446244
accuracy on all test points excluding last 22 points  53.333333333333336
MARCH
GBPUSD  Starting date : 2024-02-29 
[1, '-1+1', 1, 1, 1, 1, '+1-1', '+1-1', 1, '+1-1', '+1-1', -1, -1, 1, -1, -1, 1, '+1-1', 1, '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.24
Pips On Profit Side was :  502.4000000000095
Pips On Loss Side was :  268.50000000000045
accuracy by days 59.09090909090909
accuracy_by_net_gains  65.17057984174382
net profit  233.90000000000907

accuracy by net gains on previous test data  60.52357095224249
accuracy on all test points excluding last 22 points  52.44755244755245
Iterations:  19
Learning rate:  0.19
Depth:  9
FEB
GBPUSD  Starting date : 2024-01-30 
['+1-1', 1, -1, '+1-1', 1, 1, '+1-1', '-1+1', '-1+1', -1, '+1-1', 1, '-1+1', '+1-1', 1, '-1+1', 1, 1, 1, -1, -1, '+1-1']
Sharpe Ratio: 0.24
Pips On Profit Side was :  436.49999999999517
Pips On Loss Side was :  220.09999999999866
accuracy by days 54.54545454545454
accuracy_by_net_gains  66.47883033810528
net profit  216.3999999999965

accuracy by net gains on previous test data  59.77040275824872
accuracy on all test points excluding last 22 points  52.066115702479344
JAN
GBPUSD  Starting date : 2023-12-28 
[-1, -1, 1, 1, '-1+1', '-1+1', '+1-1', 1, '-1+1', '+1-1', '+1-1', -1, 1, 1, '+1-1', '-1+1', '+1-1', '-1+1', -1, '+1-1', 1, '+1-1']
Sharpe Ratio: 0.18
Pips On Profit Side was :  398.6000000000001
Pips On Loss Side was :  243.69999999999555
accuracy by days 45.45454545454545
accuracy_by_net_gains  62.058228242254835
net profit  154.90000000000452

accuracy by net gains on previous test data  59.44739965709754
accuracy on all test points excluding last 22 points  53.535353535353536
DEC
GBPUSD  Starting date : 2023-11-28 
['-1+1', -1, '-1+1', -1, '+1-1', '+1-1', '-1+1', -1, '-1+1', '-1+1', 1, '-1+1', -1, -1, 1, -1, '-1+1', 1, '-1+1', '-1+1', 1, '+1-1']
Sharpe Ratio: 0.09
Pips On Profit Side was :  627.9000000000012
Pips On Loss Side was :  502.00000000000256
accuracy by days 45.45454545454545
accuracy_by_net_gains  55.57128949464547
net profit  125.89999999999867

accuracy by net gains on previous test data  60.72817663401072
accuracy on all test points excluding last 22 points  55.84415584415584
________________________________________________________________________________________________________________________________________________

GBPJPY (better)
0:	learn: 97.5604005	total: 127ms	remaining: 1.14s
9:	learn: 86.7140820	total: 1.23s	remaining: 0us
Mean Squared Error: 9102.590768458482
saved successfully
MAY
GBPJPY  Starting date : 2024-05-01 
['+1-1', '+1-1', '-1+1', 1, 1, 1, 1, 1, 1, '+1-1', '-1+1', '-1+1', '-1+1', '+1-1', 1, -1, 1, 1, 1, '+1-1', '+1-1', '-1+1']
Sharpe Ratio: -0.08
Pips On Profit Side was :  607.1000000000055
Pips On Loss Side was :  726.1999999999972
accuracy by days 50.0
accuracy_by_net_gains  45.533638340958845
net profit  -119.09999999999172

accuracy by net gains on previous test data  56.778204609785696
accuracy on all test points excluding last 22 points  55.61497326203209
APRIL
GBPJPY  Starting date : 2024-04-01 
['-1+1', '-1+1', -1, 1, 1, '-1+1', '+1-1', 1, -1, '-1+1', 1, '-1+1', 1, '+1-1', 1, 1, 1, 1, 1, -1, 1, '+1-1']
Sharpe Ratio: 0.14
Pips On Profit Side was :  1219.800000000009
Pips On Loss Side was :  820.7999999999998
accuracy by days 63.63636363636363
accuracy_by_net_gains  59.77653631284934
net profit  399.0000000000092

accuracy by net gains on previous test data  56.26005657085753
accuracy on all test points excluding last 22 points  54.54545454545454
MARCH
GBPJPY  Starting date : 2024-02-29 
['-1+1', 1, '+1-1', '+1-1', '+1-1', '+1-1', '+1-1', 1, 1, 1, '-1+1', '-1+1', 1, 1, -1, '+1-1', '-1+1', 1, '+1-1', '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.02
Pips On Profit Side was :  711.6000000000014
Pips On Loss Side was :  669.8000000000008
accuracy by days 36.36363636363637
accuracy_by_net_gains  51.51295786882875
net profit  41.80000000000064

accuracy by net gains on previous test data  56.88897840181071
accuracy on all test points excluding last 22 points  57.34265734265735
Iterations:  10
Learning rate:  0.1
Depth:  10
FEB
GBPJPY  Starting date : 2024-01-30 
[-1, 1, 1, '+1-1', 1, 1, '-1+1', 1, 1, 1, '+1-1', '+1-1', 1, '+1-1', 1, 1, 1, 1, 1, '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.10
Pips On Profit Side was :  666.8000000000035
Pips On Loss Side was :  520.5000000000013
accuracy by days 63.63636363636363
accuracy_by_net_gains  56.16103764844612
net profit  146.30000000000223

accuracy by net gains on previous test data  56.98252069917202
accuracy on all test points excluding last 22 points  56.19834710743802
JAN
GBPJPY  Starting date : 2023-12-29 
[-1, 1, 1, '-1+1', '-1+1', '+1-1', 1, -1, '+1-1', '-1+1', 1, 1, 1, '+1-1', 1, 1, -1, '+1-1', 1, '+1-1', -1]
Sharpe Ratio: 0.40
Pips On Profit Side was :  1110.7999999999977
Pips On Loss Side was :  317.999999999995
accuracy by days 59.09090909090909
accuracy_by_net_gains  77.7435610302354
net profit  792.8000000000027

accuracy by net gains on previous test data  53.18473376265889
accuracy on all test points excluding last 22 points  55.55555555555556
DEC
GBPJPY  Starting date : 2023-11-29 
[1, '+1-1', '+1-1', '+1-1', -1, -1, 1, 1, '+1-1', '+1-1', 1, '+1-1', 1, 1, '+1-1', '+1-1', 1, -1, 1, 1, '+1-1', -1]
Sharpe Ratio: 0.05
Pips On Profit Side was :  1154.9000000000033
Pips On Loss Side was :  1023.5000000000014
accuracy by days 59.09090909090909
accuracy_by_net_gains  53.015975027543185
net profit  131.4000000000019

accuracy by net gains on previous test data  53.25000443868397
accuracy on all test points excluding last 22 points  54.54545454545454

________________________________________________________________________________________________________________________________________________
GBPJPY
0:	learn: 94.1425408	total: 429ms	remaining: 2.58s
6:	learn: 73.0685164	total: 2.75s	remaining: 0us
Mean Squared Error: 9354.749911459776
MAY
GBPJPY  Starting date : 2024-05-01 
[-1, -1, 1, 1, 1, '-1+1', 1, 1, 1, '+1-1', '-1+1', 1, '-1+1', -1, '-1+1', -1, '-1+1', '-1+1', 1, '+1-1', -1, '-1+1']
Sharpe Ratio: 0.19
Pips On Profit Side was :  809.3999999999994
Pips On Loss Side was :  523.9000000000033
accuracy by days 59.09090909090909
accuracy_by_net_gains  60.70651766294141
net profit  285.49999999999613

accuracy by net gains on previous test data  53.767835480330476
accuracy on all test points excluding last 22 points  49.19786096256685
APRIL
GBPJPY  Starting date : 2024-04-01 
['-1+1', 1, '+1-1', 1, '-1+1', '-1+1', '+1-1', 1, -1, 1, '-1+1', '-1+1', 1, '+1-1', 1, 1, 1, 1, 1, '+1-1', 1, '+1-1']
Sharpe Ratio: 0.14
Pips On Profit Side was :  1221.2000000000103
Pips On Loss Side was :  819.3999999999988
accuracy by days 54.54545454545454
accuracy_by_net_gains  59.84514358522027
net profit  401.80000000001144

accuracy by net gains on previous test data  52.717603021629046
accuracy on all test points excluding last 22 points  48.484848484848484
MARCH
GBPJPY  Starting date : 2024-02-29 
[1, 1, '+1-1', '+1-1', -1, '+1-1', '+1-1', 1, '-1+1', 1, '-1+1', 1, 1, 1, '+1-1', -1, 1, '-1+1', '+1-1', '+1-1', '+1-1', -1]
Sharpe Ratio: 0.22
Pips On Profit Side was :  887.6000000000033
Pips On Loss Side was :  493.7999999999988
accuracy by days 50.0
accuracy_by_net_gains  64.25365571159706
net profit  393.8000000000045

accuracy by net gains on previous test data  51.189243104308126
accuracy on all test points excluding last 22 points  48.25174825174825
Iterations:  7
Learning rate:  0.35
Depth:  11
FEB
GBPJPY  Starting date : 2024-01-30 
['+1-1', '-1+1', 1, -1, '-1+1', '-1+1', 1, 1, 1, 1, '+1-1', '+1-1', 1, '+1-1', 1, 1, 1, 1, 1, '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.13
Pips On Profit Side was :  690.5000000000001
Pips On Loss Side was :  496.8000000000046
accuracy by days 54.54545454545454
accuracy_by_net_gains  58.15716331171543
net profit  193.6999999999955

accuracy by net gains on previous test data  50.293847069646645
accuracy on all test points excluding last 22 points  47.107438016528924
JAN
GBPJPY  Starting date : 2023-12-29 
['+1-1', 1, '-1+1', 1, '-1+1', -1, '-1+1', -1, '+1-1', 1, 1, 1, 1, '+1-1', '-1+1', 1, -1, '+1-1', '-1+1', '+1-1', '+1-1']
Sharpe Ratio: 0.03
Pips On Profit Side was :  748.6999999999966
Pips On Loss Side was :  680.0999999999959
accuracy by days 45.45454545454545
accuracy_by_net_gains  52.40061590145581
net profit  68.6000000000007

accuracy by net gains on previous test data  49.90845890893264
accuracy on all test points excluding last 22 points  47.474747474747474
DEC
GBPJPY  Starting date : 2023-11-29 
[1, '+1-1', -1, -1, '+1-1', '+1-1', 1, 1, '+1-1', '+1-1', 1, '+1-1', 1, 1, -1, '+1-1', 1, '+1-1', 1, '-1+1', -1, -1]
Sharpe Ratio: 0.06
Pips On Profit Side was :  1179.6000000000022
Pips On Loss Side was :  998.8000000000028
accuracy by days 59.09090909090909
accuracy_by_net_gains  54.14983474109435
net profit  180.7999999999994

accuracy by net gains on previous test data  48.268025495801034
accuracy on all test points excluding last 22 points  44.15584415584416

________________________________________________________________________________________________________________________________________________
GBPAUD
0:	learn: 88.4278023	total: 16.2ms	remaining: 178ms
11:	learn: 86.3151571	total: 272ms	remaining: 0us
Mean Squared Error: 5443.424490824303
MAY
GBPAUD  Starting date : 2024-05-01 
[-1, -1, '+1-1', '+1-1', '-1+1', '+1-1', 1, 1, '+1-1', '+1-1', 1, '-1+1', 1, 1, '-1+1', '-1+1', -1, '+1-1', 1, '-1+1', -1, '+1-1']
Sharpe Ratio: 0.02
Pips On Profit Side was :  457.3000000000005
Pips On Loss Side was :  434.19999999999794
accuracy by days 45.45454545454545
accuracy_by_net_gains  51.29556926528338
net profit  23.10000000000258

accuracy by net gains on previous test data  61.63605682092116
accuracy on all test points excluding last 22 points  61.49732620320856
APRIL
GBPAUD  Starting date : 2024-04-01 
['+1-1', '+1-1', -1, '-1+1', -1, -1, 1, '+1-1', '-1+1', '-1+1', '-1+1', -1, '-1+1', '+1-1', '+1-1', 1, -1, '-1+1', -1, '-1+1', 1, -1]
Sharpe Ratio: 0.08
Pips On Profit Side was :  751.1000000000001
Pips On Loss Side was :  619.500000000004
accuracy by days 45.45454545454545
accuracy_by_net_gains  54.80081716036758
net profit  131.59999999999616

accuracy by net gains on previous test data  62.58914492090132
accuracy on all test points excluding last 22 points  63.63636363636363
MARCH
GBPAUD  Starting date : 2024-02-29 
[-1, 1, '-1+1', -1, -1, 1, -1, -1, '+1-1', '-1+1', 1, '-1+1', 1, -1, '+1-1', '-1+1', '+1-1', 1, '-1+1', 1, '+1-1', -1]
Sharpe Ratio: 0.19
Pips On Profit Side was :  644.2000000000015
Pips On Loss Side was :  396.6999999999987
accuracy by days 59.09090909090909
accuracy_by_net_gains  61.88875012008853
net profit  247.50000000000284

accuracy by net gains on previous test data  62.67209794506513
accuracy on all test points excluding last 22 points  64.33566433566433
Iterations:  12
Learning rate:  0.07
Depth:  5
FEB
GBPAUD  Starting date : 2024-01-30 
[1, 1, -1, '+1-1', -1, '-1+1', 1, -1, -1, '-1+1', -1, '+1-1', -1, -1, 1, 1, 1, -1, 1, '+1-1', '-1+1', -1]
Sharpe Ratio: 0.21
Pips On Profit Side was :  774.6999999999947
Pips On Loss Side was :  442.5999999999974
accuracy by days 72.72727272727273
accuracy_by_net_gains  63.6408444919083
net profit  332.0999999999973

accuracy by net gains on previous test data  62.516344617172656
accuracy on all test points excluding last 22 points  62.8099173553719
JAN
GBPAUD  Starting date : 2023-12-29 
['+1-1', 1, 1, 1, 1, 1, 1, 1, '+1-1', 1, 1, '-1+1', -1, '+1-1', 1, '+1-1', 1, -1, 1, -1, 1]
Sharpe Ratio: 0.39
Pips On Profit Side was :  904.6999999999981
Pips On Loss Side was :  341.4000000000006
accuracy by days 72.72727272727273
accuracy_by_net_gains  72.60251986196926
net profit  563.2999999999975

accuracy by net gains on previous test data  60.52931132612398
accuracy on all test points excluding last 22 points  60.60606060606061
DEC
GBPAUD  Starting date : 2023-11-29 
[-1, -1, '-1+1', 1, '+1-1', -1, '+1-1', '-1+1', 1, '+1-1', 1, '+1-1', -1, '+1-1', '+1-1', -1, 1, 1, '+1-1', 1, '+1-1', 1]
Sharpe Ratio: 0.10
Pips On Profit Side was :  825.6999999999936
Pips On Loss Side was :  644.7000000000025
accuracy by days 54.54545454545454
accuracy_by_net_gains  56.15478781283976
net profit  180.99999999999102

accuracy by net gains on previous test data  61.8542473428359
accuracy on all test points excluding last 22 points  62.33766233766234


________________________________________________________________________________________________________________________________________________
AUDJPY
0:	learn: 58.9184449	total: 441ms	remaining: 0us
Mean Squared Error: 2378.8152005277143
MAY
AUDJPY  Starting date : 2024-05-01 
[1, 1, 1, '-1+1', 1, 1, '+1-1', 1, 1, 1, 1, 1, '-1+1', '+1-1', '+1-1', -1, 1, '-1+1', 1, '+1-1', '+1-1', 1]
Sharpe Ratio: 0.47
Pips On Profit Side was :  445.69999999999936
Pips On Loss Side was :  129.40000000000254
accuracy by days 63.63636363636363
accuracy_by_net_gains  77.49956529299214
net profit  316.2999999999968

accuracy by net gains on previous test data  57.719261581330606
accuracy on all test points excluding last 22 points  58.288770053475936
APRIL
AUDJPY  Starting date : 2024-04-01 
['-1+1', '-1+1', 1, 1, 1, 1, '+1-1', 1, '+1-1', 1, '+1-1', 1, -1, '+1-1', 1, 1, 1, 1, 1, '+1-1', '+1-1', -1]
Sharpe Ratio: 0.17
Pips On Profit Side was :  775.8999999999999
Pips On Loss Side was :  498.79999999999853
accuracy by days 63.63636363636363
accuracy_by_net_gains  60.869224131168174
net profit  277.10000000000133

accuracy by net gains on previous test data  57.039032323643056
accuracy on all test points excluding last 22 points  57.57575757575758
MARCH
AUDJPY  Starting date : 2024-02-29 
[1, 1, -1, '-1+1', -1, '+1-1', '+1-1', 1, 1, '+1-1', 1, 1, 1, 1, '+1-1', '+1-1', '-1+1', '+1-1', '+1-1', '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.02
Pips On Profit Side was :  374.2999999999995
Pips On Loss Side was :  354.2999999999992
accuracy by days 45.45454545454545
accuracy_by_net_gains  51.37249519626683
net profit  20.000000000000284

accuracy by net gains on previous test data  57.83696030304206
accuracy on all test points excluding last 22 points  59.44055944055944
Iterations:  1
Learning rate:  0.25
Depth:  11
FEB
AUDJPY  Starting date : 2024-01-30 
['+1-1', '+1-1', 1, '+1-1', 1, 1, 1, 1, 1, '+1-1', 1, 1, 1, 1, 1, 1, 1, 1, '+1-1', '+1-1', -1, '+1-1']
Sharpe Ratio: 0.15
Pips On Profit Side was :  353.9999999999992
Pips On Loss Side was :  242.39999999999924
accuracy by days 68.18181818181817
accuracy_by_net_gains  59.35613682092556
net profit  111.59999999999997

accuracy by net gains on previous test data  57.639040587181654
accuracy on all test points excluding last 22 points  57.85123966942148
JAN
AUDJPY  Starting date : 2023-12-28 
['+1-1', -1, 1, 1, '-1+1', '+1-1', '+1-1', 1, '+1-1', '+1-1', 1, '+1-1', 1, 1, 1, '+1-1', 1, '+1-1', 1, 1, 1, '+1-1']
Sharpe Ratio: 0.10
Pips On Profit Side was :  391.8999999999983
Pips On Loss Side was :  304.5999999999978
accuracy by days 54.54545454545454
accuracy_by_net_gains  56.267049533381254
net profit  87.30000000000047

accuracy by net gains on previous test data  57.88524463452971
accuracy on all test points excluding last 22 points  58.58585858585859
DEC
AUDJPY  Starting date : 2023-11-27 
[-1, '+1-1', '-1+1', 1, '+1-1', -1, 1, '+1-1', 1, 1, '+1-1', '+1-1', '+1-1', 1, 1, 1, '+1-1', 1, 1, 1, -1, -1]
Sharpe Ratio: 0.08
Pips On Profit Side was :  564.7000000000021
Pips On Loss Side was :  452.5999999999996
accuracy by days 63.63636363636363
accuracy_by_net_gains  55.5096824928734
net profit  112.10000000000247

accuracy by net gains on previous test data  58.729050279329634
accuracy on all test points excluding last 22 points  57.14285714285714


________________________________________________________________________________________________________________________________________________
EURJPY
0:	learn: 75.0269540	total: 279ms	remaining: 1.11s
4:	learn: 68.6342441	total: 1.83s	remaining: 0us
Mean Squared Error: 6000.565711939339
MAY
EURJPY  Starting date : 2024-05-01 
[-1, -1, 1, 1, 1, 1, '-1+1', 1, 1, '+1-1', 1, 1, '-1+1', '+1-1', '-1+1', '-1+1', 1, 1, 1, '+1-1', '+1-1', '-1+1']
Sharpe Ratio: 0.33
Pips On Profit Side was :  683.2999999999998
Pips On Loss Side was :  316.29999999999825
accuracy by days 59.09090909090909
accuracy_by_net_gains  68.35734293717498
net profit  367.0000000000016

accuracy by net gains on previous test data  57.31661356083204
accuracy on all test points excluding last 22 points  53.475935828877006
APRIL
EURJPY  Starting date : 2024-04-01 
[1, 1, '+1-1', 1, 1, '+1-1', '+1-1', '+1-1', '+1-1', 1, '-1+1', '-1+1', -1, 1, 1, '-1+1', 1, 1, 1, '+1-1', '-1+1', -1]
Sharpe Ratio: 0.18
Pips On Profit Side was :  1003.6000000000001
Pips On Loss Side was :  615.0999999999982
accuracy by days 54.54545454545454
accuracy_by_net_gains  62.00037066781993
net profit  388.50000000000193

accuracy by net gains on previous test data  56.56268334642674
accuracy on all test points excluding last 22 points  53.333333333333336
MARCH
EURJPY  Starting date : 2024-02-29 
[1, 1, '+1-1', '+1-1', '+1-1', '+1-1', '+1-1', 1, 1, '+1-1', 1, '+1-1', 1, 1, '+1-1', '+1-1', 1, 1, '+1-1', '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.05
Pips On Profit Side was :  711.4999999999981
Pips On Loss Side was :  625.7000000000005
accuracy by days 40.909090909090914
accuracy_by_net_gains  53.20819623093021
net profit  85.79999999999757

accuracy by net gains on previous test data  57.07715422817121
accuracy on all test points excluding last 22 points  55.24475524475524
Iterations:  5
Learning rate:  0.2
Depth:  11
FEB
EURJPY  Starting date : 2024-01-30 
['+1-1', 1, 1, -1, -1, '-1+1', 1, '+1-1', -1, '-1+1', '-1+1', -1, 1, 1, 1, 1, 1, '+1-1', 1, -1, '-1+1', '+1-1']
Sharpe Ratio: 0.16
Pips On Profit Side was :  588.6000000000024
Pips On Loss Side was :  387.00000000000045
accuracy by days 63.63636363636363
accuracy_by_net_gains  60.33210332103328
net profit  201.60000000000196

accuracy by net gains on previous test data  56.667054098382074
accuracy on all test points excluding last 22 points  53.71900826446281
JAN
EURJPY  Starting date : 2023-12-29 
['+1-1', 1, 1, -1, '+1-1', 1, 1, -1, '+1-1', 1, 1, '-1+1', '+1-1', 1, '+1-1', -1, '+1-1', '+1-1', 1, '+1-1', 1]
Sharpe Ratio: 0.21
Pips On Profit Side was :  829.9000000000063
Pips On Loss Side was :  469.19999999999504
accuracy by days 54.54545454545454
accuracy_by_net_gains  63.88268801477989
net profit  360.7000000000113

accuracy by net gains on previous test data  55.212439092517485
accuracy on all test points excluding last 22 points  53.535353535353536
DEC
EURJPY  Starting date : 2023-11-29 
['+1-1', '+1-1', '+1-1', '+1-1', '+1-1', -1, '-1+1', 1, '+1-1', '+1-1', 1, -1, 1, 1, -1, '+1-1', 1, '-1+1', '-1+1', '-1+1', '+1-1', -1]
Sharpe Ratio: 0.13
Pips On Profit Side was :  1086.7999999999995
Pips On Loss Side was :  768.799999999996
accuracy by days 40.909090909090914
accuracy_by_net_gains  58.56865703815489
net profit  318.0000000000035

accuracy by net gains on previous test data  53.855206381031486
accuracy on all test points excluding last 22 points  57.14285714285714

________________________________________________________________________________________________________________________________________________
AUDNZD
0:	learn: 34.2846227	total: 145ms	remaining: 1.16s
8:	learn: 33.3645222	total: 1.3s	remaining: 0us
Mean Squared Error: 750.6638333500135
MAY
AUDNZD  Starting date : 2024-05-01 
[1, -1, 1, -1, '+1-1', 1, 1, '-1+1', -1, -1, -1, '-1+1', '-1+1', 1, -1, -1, -1, -1, '-1+1', -1, '-1+1', -1]
Sharpe Ratio: 0.45
Pips On Profit Side was :  357.4999999999994
Pips On Loss Side was :  110.19999999999808
accuracy by days 72.72727272727273
accuracy_by_net_gains  76.43788753474477
net profit  247.3000000000013

accuracy by net gains on previous test data  59.74513291586449
accuracy on all test points excluding last 22 points  56.68449197860963
APRIL
AUDNZD  Starting date : 2024-04-01 
['-1+1', 1, '-1+1', '-1+1', 1, -1, -1, 1, -1, 1, -1, -1, '-1+1', 1, -1, '-1+1', '-1+1', '-1+1', 1, '+1-1', '-1+1', '-1+1']
Sharpe Ratio: 0.17
Pips On Profit Side was :  205.5999999999991
Pips On Loss Side was :  133.30000000000288
accuracy by days 54.54545454545454
accuracy_by_net_gains  60.66686338152785
net profit  72.29999999999623

accuracy by net gains on previous test data  59.662169340274005
accuracy on all test points excluding last 22 points  56.96969696969697
MARCH
AUDNZD  Starting date : 2024-02-29 
['-1+1', '+1-1', -1, '-1+1', 1, '-1+1', '+1-1', 1, '-1+1', '+1-1', 1, -1, '-1+1', 1, '-1+1', '+1-1', 1, '+1-1', 1, '-1+1', -1, 1]
Sharpe Ratio: 0.03
Pips On Profit Side was :  192.70000000000124
Pips On Loss Side was :  178.39999999999856
accuracy by days 45.45454545454545
accuracy_by_net_gains  51.92670439234743
net profit  14.300000000002683

accuracy by net gains on previous test data  60.507940249255924
accuracy on all test points excluding last 22 points  58.74125874125874
Iterations:  9
Learning rate:  0.03
Depth:  10
FEB
AUDNZD  Starting date : 2024-01-30 
['+1-1', '+1-1', 1, '+1-1', '+1-1', -1, '+1-1', '+1-1', 1, -1, 1, 1, -1, '+1-1', '+1-1', '+1-1', -1, 1, '+1-1', '-1+1', 1, 1]
Sharpe Ratio: 0.07
Pips On Profit Side was :  272.59999999999616
Pips On Loss Side was :  232.49999999999991
accuracy by days 50.0
accuracy_by_net_gains  53.969510987922845
net profit  40.09999999999624

accuracy by net gains on previous test data  61.65109034267901
accuracy on all test points excluding last 22 points  60.33057851239669
JAN
AUDNZD  Starting date : 2023-12-28 
[-1, 1, -1, -1, '+1-1', '+1-1', '+1-1', 1, -1, '+1-1', '-1+1', -1, '+1-1', 1, 1, 1, '+1-1', '+1-1', 1, 1, '+1-1', -1]
Sharpe Ratio: 0.32
Pips On Profit Side was :  334.0999999999972
Pips On Loss Side was :  161.7999999999964
accuracy by days 59.09090909090909
accuracy_by_net_gains  67.37245412381559
net profit  172.30000000000078

accuracy by net gains on previous test data  60.46550499352287
accuracy on all test points excluding last 22 points  60.60606060606061
DEC
AUDNZD  Starting date : 2023-11-27 
['-1+1', '+1-1', -1, '-1+1', -1, '+1-1', -1, 1, 1, -1, '+1-1', 1, 1, 1, 1, -1, '+1-1', 1, '+1-1', '+1-1', 1, -1]
Sharpe Ratio: 0.15
Pips On Profit Side was :  316.6999999999964
Pips On Loss Side was :  209.79999999999777
accuracy by days 63.63636363636363
accuracy_by_net_gains  60.15194681861347
net profit  106.89999999999864

accuracy by net gains on previous test data  60.55394835529818
accuracy on all test points excluding last 22 points  59.74025974025974


________________________________________________________________________________________________________________________________________________
GBPNZD
0:	learn: 94.7046999	total: 301ms	remaining: 3.31s
11:	learn: 66.0275907	total: 1.87s	remaining: 0us
Mean Squared Error: 5714.772126533998
MAY
GBPNZD  Starting date : 2024-05-01 
[-1, -1, '-1+1', -1, -1, '+1-1', 1, 1, '+1-1', '+1-1', -1, 1, 1, 1, -1, '+1-1', '+1-1', '+1-1', '-1+1', '+1-1', 1, '+1-1']
Sharpe Ratio: 0.18
Pips On Profit Side was :  711.0000000000038
Pips On Loss Side was :  460.6999999999983
accuracy by days 54.54545454545454
accuracy_by_net_gains  60.68106170521486
net profit  250.30000000000547

accuracy by net gains on previous test data  63.82889224641162
accuracy on all test points excluding last 22 points  59.67741935483871
APRIL
GBPNZD  Starting date : 2024-04-01 
[-1, '+1-1', -1, '-1+1', '+1-1', '+1-1', 1, '+1-1', '-1+1', 1, '-1+1', '+1-1', 1, -1, -1, 1, 1, '-1+1', '+1-1', -1, 1, '+1-1']
Sharpe Ratio: 0.21
Pips On Profit Side was :  853.8999999999851
Pips On Loss Side was :  505.3000000000063
accuracy by days 50.0
accuracy_by_net_gains  62.82371983519648
net profit  348.59999999997876

accuracy by net gains on previous test data  63.961670035764314
accuracy on all test points excluding last 22 points  60.97560975609756
MARCH
GBPNZD  Starting date : 2024-02-29 
[-1, '-1+1', '-1+1', -1, -1, '-1+1', -1, 1, -1, 1, '-1+1', '+1-1', 1, 1, '+1-1', 1, '-1+1', '+1-1', 1, 1, '+1-1', -1]
Sharpe Ratio: 0.04
Pips On Profit Side was :  575.7000000000102
Pips On Loss Side was :  524.8000000000008
accuracy by days 59.09090909090909
accuracy_by_net_gains  52.31258518855106
net profit  50.90000000000941

accuracy by net gains on previous test data  65.35678140405483
accuracy on all test points excluding last 22 points  61.267605633802816
Iterations:  12
Learning rate:  0.25
Depth:  10
FEB
GBPNZD  Starting date : 2024-01-30 
['-1+1', '-1+1', '-1+1', -1, -1, '-1+1', 1, '+1-1', '-1+1', 1, -1, -1, -1, -1, -1, -1, -1, '+1-1', 1, -1, 1, '+1-1']
Sharpe Ratio: 0.36
Pips On Profit Side was :  1038.7000000000103
Pips On Loss Side was :  372.0999999999952
accuracy by days 63.63636363636363
accuracy_by_net_gains  73.62489367734663
net profit  666.6000000000151

accuracy by net gains on previous test data  63.85714102053143
accuracy on all test points excluding last 22 points  60.83333333333333
JAN
GBPNZD  Starting date : 2023-12-28 
[1, '-1+1', 1, 1, 1, '-1+1', '+1-1', '-1+1', 1, -1, 1, 1, 1, 1, -1, '-1+1', -1, 1, -1, '-1+1', '+1-1', -1]
Sharpe Ratio: 0.20
Pips On Profit Side was :  825.5000000000078
Pips On Loss Side was :  507.10000000000474
accuracy by days 68.18181818181817
accuracy_by_net_gains  61.946570613837615
net profit  318.4000000000031

accuracy by net gains on previous test data  64.25213708363707
accuracy on all test points excluding last 22 points  59.183673469387756
DEC
GBPNZD  Starting date : 2023-11-27 
['+1-1', -1, -1, '+1-1', 1, 1, '+1-1', '+1-1', 1, 1, '+1-1', -1, 1, '+1-1', '+1-1', -1, '+1-1', '+1-1', '-1+1', '+1-1', 1, -1]
Sharpe Ratio: 0.07
Pips On Profit Side was :  742.6999999999985
Pips On Loss Side was :  625.3000000000064
accuracy by days 50.0
accuracy_by_net_gains  54.29093567251431
net profit  117.39999999999202

accuracy by net gains on previous test data  66.93581739764069
accuracy on all test points excluding last 22 points  61.8421052631579


________________________________________________________________________________________________________________________________________________
AUDUSD
0:	learn: 47.3588560	total: 75.5ms	remaining: 1.66s
22:	learn: 32.7750156	total: 1.21s	remaining: 0us
Mean Squared Error: 1350.8158012605772
MAY
AUDUSD  Starting date : 2024-05-01 
['-1+1', 1, 1, -1, -1, 1, '+1-1', '-1+1', 1, '-1+1', '+1-1', 1, -1, -1, -1, '+1-1', 1, '-1+1', '+1-1', '+1-1', '-1+1', 1]
Sharpe Ratio: 0.08
Pips On Profit Side was :  297.7000000000008
Pips On Loss Side was :  248.00000000000045
accuracy by days 54.54545454545454
accuracy_by_net_gains  54.55378413047465
net profit  49.70000000000033

accuracy by net gains on previous test data  60.0936208922412
accuracy on all test points excluding last 22 points  60.42780748663101
APRIL
AUDUSD  Starting date : 2024-04-01 
[1, 1, 1, -1, '-1+1', 1, -1, 1, '+1-1', '+1-1', '+1-1', 1, '+1-1', -1, 1, '-1+1', '-1+1', 1, '-1+1', 1, -1, '-1+1']
Sharpe Ratio: 0.21
Pips On Profit Side was :  488.10000000000133
Pips On Loss Side was :  290.2999999999989
accuracy by days 59.09090909090909
accuracy_by_net_gains  62.70554984583777
net profit  197.80000000000246

accuracy by net gains on previous test data  59.64163443155034
accuracy on all test points excluding last 22 points  60.60606060606061
MARCH
AUDUSD  Starting date : 2024-02-29 
[1, '+1-1', '+1-1', 1, 1, '-1+1', -1, -1, 1, '+1-1', '+1-1', -1, '+1-1', 1, -1, -1, '-1+1', -1, 1, -1, '+1-1', '+1-1']
Sharpe Ratio: 0.26
Pips On Profit Side was :  333.199999999999
Pips On Loss Side was :  170.0999999999997
accuracy by days 59.09090909090909
accuracy_by_net_gains  66.2030598052851
net profit  163.0999999999993

accuracy by net gains on previous test data  58.814989111116624
accuracy on all test points excluding last 22 points  60.83916083916085
Iterations:  23
Learning rate:  0.25
Depth:  8
FEB
AUDUSD  Starting date : 2024-01-30 
[-1, '-1+1', -1, -1, 1, '+1-1', -1, '-1+1', 1, '+1-1', 1, '-1+1', 1, 1, '-1+1', '-1+1', '-1+1', '-1+1', -1, '-1+1', -1, 1]
Sharpe Ratio: 0.21
Pips On Profit Side was :  322.8999999999983
Pips On Loss Side was :  182.80000000000072
accuracy by days 54.54545454545454
accuracy_by_net_gains  63.85208621712456
net profit  140.09999999999755

accuracy by net gains on previous test data  58.08494783904619
accuracy on all test points excluding last 22 points  61.98347107438017
JAN
AUDUSD  Starting date : 2023-12-28 
[-1, -1, -1, -1, '-1+1', 1, '+1-1', 1, -1, -1, -1, -1, -1, '-1+1', '-1+1', -1, '-1+1', -1, 1, -1, '-1+1', -1]
Sharpe Ratio: 0.38
Pips On Profit Side was :  342.2000000000036
Pips On Loss Side was :  130.4000000000005
accuracy by days 72.72727272727273
accuracy_by_net_gains  72.4079559881508
net profit  211.80000000000314

accuracy by net gains on previous test data  55.84101306106205
accuracy on all test points excluding last 22 points  59.59595959595959
DEC
AUDUSD  Starting date : 2023-11-27 
[1, -1, -1, 1, -1, -1, -1, '-1+1', -1, -1, '+1-1', 1, '-1+1', -1, '-1+1', '-1+1', -1, '-1+1', -1, '-1+1', '-1+1', '+1-1']
Sharpe Ratio: 0.16
Pips On Profit Side was :  461.70000000000044
Pips On Loss Side was :  310.7000000000015
accuracy by days 59.09090909090909
accuracy_by_net_gains  59.774728120144914
net profit  150.99999999999892

accuracy by net gains on previous test data  54.48712235986092
accuracy on all test points excluding last 22 points  59.74025974025974


________________________________________________________________________________________________________________________________________________
NZDJPY
0:	learn: 53.0665556	total: 275ms	remaining: 2.75s
10:	learn: 32.2747492	total: 3.29s	remaining: 0us
Mean Squared Error: 2079.8064064785317
MAY
NZDJPY  Starting date : 2024-05-01 
['+1-1', 1, 1, '-1+1', 1, '-1+1', '+1-1', 1, 1, '-1+1', '-1+1', 1, -1, -1, '-1+1', '-1+1', 1, '-1+1', '-1+1', '+1-1', -1, '-1+1']
Sharpe Ratio: 0.04
Pips On Profit Side was :  363.70000000000147
Pips On Loss Side was :  333.3999999999989
accuracy by days 45.45454545454545
accuracy_by_net_gains  52.173289341558075
net profit  30.30000000000257

accuracy by net gains on previous test data  59.66588954592481
accuracy on all test points excluding last 22 points  59.893048128342244
APRIL
NZDJPY  Starting date : 2024-04-01 
['-1+1', 1, 1, -1, 1, 1, '+1-1', 1, '+1-1', '-1+1', -1, 1, -1, -1, '-1+1', 1, 1, 1, 1, '+1-1', -1, '+1-1']
Sharpe Ratio: 0.11
Pips On Profit Side was :  561.6000000000014
Pips On Loss Side was :  420.69999999999794
accuracy by days 68.18181818181817
accuracy_by_net_gains  57.171943398147384
net profit  140.90000000000344

accuracy by net gains on previous test data  60.111746077967496
accuracy on all test points excluding last 22 points  58.78787878787879
MARCH
NZDJPY  Starting date : 2024-02-29 
[1, 1, -1, 1, -1, -1, -1, 1, 1, -1, -1, 1, 1, '-1+1', '+1-1', '+1-1', '-1+1', '-1+1', -1, '+1-1', '-1+1', '+1-1']
Sharpe Ratio: 0.07
Pips On Profit Side was :  324.7000000000014
Pips On Loss Side was :  269.20000000000215
accuracy by days 63.63636363636363
accuracy_by_net_gains  54.6725037885165
net profit  55.49999999999926

accuracy by net gains on previous test data  60.7709102781236
accuracy on all test points excluding last 22 points  58.04195804195804
Iterations:  11
Learning rate:  0.35
Depth:  11
FEB
NZDJPY  Starting date : 2024-01-30 
[-1, 1, '-1+1', '-1+1', 1, 1, '-1+1', '-1+1', -1, -1, 1, '+1-1', '-1+1', '-1+1', '-1+1', 1, '-1+1', '+1-1', -1, -1, -1, -1]
Sharpe Ratio: 0.21
Pips On Profit Side was :  434.89999999999753
Pips On Loss Side was :  256.00000000000165
accuracy by days 54.54545454545454
accuracy_by_net_gains  62.94688088001129
net profit  178.89999999999588

accuracy by net gains on previous test data  60.41379637987564
accuracy on all test points excluding last 22 points  58.67768595041323
JAN
NZDJPY  Starting date : 2023-12-28 
['+1-1', -1, 1, 1, '-1+1', '+1-1', '+1-1', '-1+1', -1, '+1-1', -1, '-1+1', 1, '-1+1', '+1-1', -1, '-1+1', -1, 1, 1, 1, '-1+1']
Sharpe Ratio: 0.23
Pips On Profit Side was :  359.50000000000415
Pips On Loss Side was :  189.7999999999996
accuracy by days 50.0
accuracy_by_net_gains  65.4469324594942
net profit  169.70000000000454

accuracy by net gains on previous test data  59.65851659609349
accuracy on all test points excluding last 22 points  60.60606060606061
DEC
NZDJPY  Starting date : 2023-11-27 
[-1, '-1+1', '-1+1', -1, '+1-1', '+1-1', 1, -1, '+1-1', 1, '+1-1', '+1-1', '+1-1', 1, '-1+1', 1, -1, '+1-1', 1, 1, -1, -1]
Sharpe Ratio: 0.16
Pips On Profit Side was :  615.2
Pips On Loss Side was :  405.0999999999988
accuracy by days 54.54545454545454
accuracy_by_net_gains  60.29599137508583
net profit  210.10000000000127

accuracy by net gains on previous test data  59.412165745019394
accuracy on all test points excluding last 22 points  62.33766233766234

________________________________________________________________________________________________________________________________________________

EURCAD
0:	learn: 62.5688557	total: 92ms	remaining: 1.84s
20:	learn: 45.4670114	total: 1.31s	remaining: 0us
Mean Squared Error: 2073.3733402545977
MAY
EURCAD  Starting date : 2024-05-01 
['+1-1', 1, '+1-1', '-1+1', -1, -1, -1, 1, 1, 1, '+1-1', -1, -1, 1, '+1-1', 1, '+1-1', -1, '-1+1', '-1+1', 1, '+1-1']
Sharpe Ratio: 0.11
Pips On Profit Side was :  261.7000000000003
Pips On Loss Side was :  196.10000000000127
accuracy by days 59.09090909090909
accuracy_by_net_gains  57.164700742682264
net profit  65.599999999999

accuracy by net gains on previous test data  59.00972645316909
accuracy on all test points excluding last 22 points  52.94117647058824
APRIL
EURCAD  Starting date : 2024-04-01 
[1, 1, 1, 1, 1, '+1-1', '+1-1', '+1-1', '+1-1', '+1-1', 1, 1, '+1-1', '+1-1', '+1-1', 1, 1, '+1-1', -1, '-1+1', '-1+1', 1]
Sharpe Ratio: 0.08
Pips On Profit Side was :  335.19999999999993
Pips On Loss Side was :  279.29999999999785
accuracy by days 50.0
accuracy_by_net_gains  54.54841334418246
net profit  55.90000000000208

accuracy by net gains on previous test data  59.47816280500291
accuracy on all test points excluding last 22 points  53.333333333333336
MARCH
EURCAD  Starting date : 2024-02-29 
[1, '-1+1', '-1+1', -1, '-1+1', '-1+1', '+1-1', '-1+1', '-1+1', '+1-1', '-1+1', -1, 1, '+1-1', -1, '-1+1', '-1+1', -1, -1, -1, 1, '+1-1']
Sharpe Ratio: 0.09
Pips On Profit Side was :  277.30000000000035
Pips On Loss Side was :  219.09999999999874
accuracy by days 40.909090909090914
accuracy_by_net_gains  55.862207896857555
net profit  58.20000000000161

accuracy by net gains on previous test data  59.813293502613696
accuracy on all test points excluding last 22 points  55.24475524475524
Iterations:  21
Learning rate:  0.25
Depth:  8
FEB
EURCAD  Starting date : 2024-01-30 
[1, '-1+1', '+1-1', 1, '+1-1', '+1-1', 1, '-1+1', -1, '-1+1', 1, -1, '-1+1', 1, 1, '+1-1', -1, 1, '-1+1', 1, 1, '+1-1']
Sharpe Ratio: 0.02
Pips On Profit Side was :  254.799999999995
Pips On Loss Side was :  244.29999999999953
accuracy by days 54.54545454545454
accuracy_by_net_gains  51.0518934081342
net profit  10.499999999995481

accuracy by net gains on previous test data  60.713623916489766
accuracy on all test points excluding last 22 points  55.371900826446286
JAN
EURCAD  Starting date : 2023-12-28 
[-1, -1, 1, '-1+1', 1, -1, '-1+1', 1, 1, '+1-1', 1, '+1-1', 1, -1, -1, 1, '+1-1', 1, -1, '+1-1', '+1-1', '+1-1']
Sharpe Ratio: 0.28
Pips On Profit Side was :  490.39999999999753
Pips On Loss Side was :  229.9999999999991
accuracy by days 63.63636363636363
accuracy_by_net_gains  68.07329261521375
net profit  260.39999999999844

accuracy by net gains on previous test data  59.43188686087253
accuracy on all test points excluding last 22 points  53.535353535353536
DEC
EURCAD  Starting date : 2023-11-27 
['-1+1', -1, -1, -1, -1, '-1+1', -1, '-1+1', -1, -1, '-1+1', 1, '-1+1', -1, '-1+1', '-1+1', -1, -1, '+1-1', '+1-1', 1, -1]
Sharpe Ratio: 0.34
Pips On Profit Side was :  700.7999999999993
Pips On Loss Side was :  271.5000000000023
accuracy by days 59.09090909090909
accuracy_by_net_gains  72.0765195927181
net profit  429.299999999997

accuracy by net gains on previous test data  55.54642563681165
accuracy on all test points excluding last 22 points  51.94805194805194




________________________________________________________________________________________________________________________________________________


AUDNZD
0:	learn: 30.6636906	total: 204ms	remaining: 408ms
2:	learn: 26.4033277	total: 609ms	remaining: 0us
Mean Squared Error: 768.2446719287643
MAY
AUDNZD  Starting date : 2024-05-01 
[1, '+1-1', 1, -1, -1, '-1+1', '-1+1', '-1+1', '+1-1', -1, -1, '-1+1', '-1+1', 1, -1, -1, '+1-1', -1, '-1+1', -1, 1, -1]
Sharpe Ratio: 0.59
Pips On Profit Side was :  385.9999999999974
Pips On Loss Side was :  81.7000000000001
accuracy by days 59.09090909090909
accuracy_by_net_gains  82.53153731024149
net profit  304.2999999999973

accuracy by net gains on previous test data  56.43868326795174
accuracy on all test points excluding last 22 points  52.406417112299465
APRIL
AUDNZD  Starting date : 2024-04-01 
['-1+1', 1, '-1+1', '-1+1', '-1+1', -1, -1, '-1+1', -1, 1, -1, '+1-1', '-1+1', '-1+1', -1, '-1+1', '-1+1', 1, '-1+1', -1, 1, '-1+1']
Sharpe Ratio: -0.00
Pips On Profit Side was :  168.40000000000185
Pips On Loss Side was :  170.5000000000001
accuracy by days 45.45454545454545
accuracy_by_net_gains  49.69017409265295
net profit  -2.0999999999982606

accuracy by net gains on previous test data  57.04610644852879
accuracy on all test points excluding last 22 points  53.333333333333336
MARCH
AUDNZD  Starting date : 2024-02-29 
['-1+1', -1, -1, '-1+1', '-1+1', '-1+1', '+1-1', '-1+1', '-1+1', '+1-1', 1, '+1-1', 1, 1, 1, '+1-1', 1, '+1-1', 1, '-1+1', '+1-1', '-1+1']
Sharpe Ratio: -0.04
Pips On Profit Side was :  175.49999999999955
Pips On Loss Side was :  195.60000000000022
accuracy by days 36.36363636363637
accuracy_by_net_gains  47.291835084882685
net profit  -20.100000000000676

accuracy by net gains on previous test data  58.11260717126798
accuracy on all test points excluding last 22 points  55.94405594405595
Iterations:  3
Learning rate:  0.65
Depth:  10
FEB
AUDNZD  Starting date : 2024-01-30 
[-1, -1, 1, -1, -1, -1, '+1-1', -1, '-1+1', '+1-1', '-1+1', 1, -1, '+1-1', -1, '+1-1', -1, 1, -1, 1, '-1+1', 1]
Sharpe Ratio: 0.27
Pips On Profit Side was :  328.4999999999982
Pips On Loss Side was :  176.59999999999786
accuracy by days 68.18181818181817
accuracy_by_net_gains  65.0366264106119
net profit  151.90000000000032

accuracy by net gains on previous test data  56.902042229145245
accuracy on all test points excluding last 22 points  53.71900826446281
JAN
AUDNZD  Starting date : 2023-12-28 
[-1, '-1+1', -1, -1, -1, -1, '+1-1', '-1+1', -1, '+1-1', 1, '+1-1', '+1-1', '-1+1', 1, 1, '+1-1', -1, '-1+1', 1, '+1-1', '+1-1']
Sharpe Ratio: -0.07
Pips On Profit Side was :  227.50000000000045
Pips On Loss Side was :  268.39999999999304
accuracy by days 50.0
accuracy_by_net_gains  45.87618471466091
net profit  -40.89999999999259

accuracy by net gains on previous test data  59.18682879946521
accuracy on all test points excluding last 22 points  54.54545454545454
DEC
AUDNZD  Starting date : 2023-11-27 
['-1+1', -1, '+1-1', 1, -1, '+1-1', -1, '-1+1', 1, '+1-1', '+1-1', 1, 1, '-1+1', 1, -1, -1, 1, -1, '+1-1', 1, -1]
Sharpe Ratio: 0.30
Pips On Profit Side was :  369.99999999999704
Pips On Loss Side was :  156.4999999999972
accuracy by days 63.63636363636363
accuracy_by_net_gains  70.27540360873715
net profit  213.49999999999986

accuracy by net gains on previous test data  56.05914496946327
accuracy on all test points excluding last 22 points  51.94805194805194