Crypto + Gold Backtest Report

BTC/USDT

EMA Crossover

+0.49%

Initial $10,000

Final $10,049.05

Trades 5

Win Rate 40.0%

Max Drawdown -29.99%

Fees $104.83

RSI

-32.67%

Initial $10,000

Final $6,733.09

Trades 8

Win Rate 62.5%

Max Drawdown -50.22%

Fees $145.22

EMA+RSI Combo

-35.94%

Initial $10,000

Final $6,406.20

Trades 16

Win Rate 50.0%

Max Drawdown -48.50%

Fees $256.74

Buy & Hold

-10.75%

Initial $10,000

Final $8,925.22

Trades 1

Win Rate 0.0%

Max Drawdown -47.82%

Fees $17.93

DCA (Weekly)

-20.18%

Initial $10,000

Final $7,981.82

Trades 50

Win Rate 0.0%

Max Drawdown -36.97%

Fees $17.99

Grid Trading

+8.65%

Initial $10,000

Final $10,865.32

Trades 42

Win Rate 83.3%

Max Drawdown -18.17%

Fees $84.91

Bollinger Band

+14.05%

Initial $10,000

Final $11,405.12

Trades 6

Win Rate 66.7%

Max Drawdown -30.87%

Fees $138.52

ETH/USDT

EMA Crossover

+100.49%

Initial $10,000

Final $20,049.08

Trades 3

Win Rate 66.7%

Max Drawdown -26.31%

Fees $108.67

RSI

+17.05%

Initial $10,000

Final $11,704.96

Trades 9

Win Rate 77.8%

Max Drawdown -43.31%

Fees $218.97

EMA+RSI Combo

-52.76%

Initial $10,000

Final $4,723.86

Trades 20

Win Rate 45.0%

Max Drawdown -62.51%

Fees $285.02

Buy & Hold

+43.14%

Initial $10,000

Final $14,314.45

Trades 1

Win Rate 100.0%

Max Drawdown -61.12%

Fees $23.33

DCA (Weekly)

-16.25%

Initial $10,000

Final $8,375.38

Trades 50

Win Rate 0.0%

Max Drawdown -49.15%

Fees $18.38

Grid Trading

+29.29%

Initial $10,000

Final $12,928.66

Trades 23

Win Rate 100.0%

Max Drawdown -2.43%

Fees $48.95

Bollinger Band

-12.46%

Initial $10,000

Final $8,753.94

Trades 4

Win Rate 50.0%

Max Drawdown -53.95%

Fees $88.58

SOL/USDT

EMA Crossover

+10.83%

Initial $10,000

Final $11,083.20

Trades 2

Win Rate 50.0%

Max Drawdown -27.30%

Fees $38.56

RSI

-21.63%

Initial $10,000

Final $7,836.51

Trades 7

Win Rate 57.1%

Max Drawdown -44.98%

Fees $131.47

EMA+RSI Combo

-57.61%

Initial $10,000

Final $4,238.53

Trades 25

Win Rate 44.0%

Max Drawdown -71.35%

Fees $344.76

Buy & Hold

-36.64%

Initial $10,000

Final $6,336.24

Trades 1

Win Rate 0.0%

Max Drawdown -66.54%

Fees $15.34

DCA (Weekly)

-38.25%

Initial $10,000

Final $6,175.42

Trades 50

Win Rate 0.0%

Max Drawdown -53.29%

Fees $16.18

Grid Trading

+1.07%

Initial $10,000

Final $10,106.98

Trades 70

Win Rate 85.7%

Max Drawdown -28.40%

Fees $140.18

Bollinger Band

-46.07%

Initial $10,000

Final $5,392.94

Trades 3

Win Rate 33.3%

Max Drawdown -62.94%

Fees $48.26

BNB/USDT

EMA Crossover

+49.74%

Initial $10,000

Final $14,974.04

Trades 2

Win Rate 50.0%

Max Drawdown -30.13%

Fees $55.07

RSI

+15.60%

Initial $10,000

Final $11,559.52

Trades 13

Win Rate 84.6%

Max Drawdown -47.79%

Fees $299.92

EMA+RSI Combo

-28.74%

Initial $10,000

Final $7,125.53

Trades 17

Win Rate 52.9%

Max Drawdown -41.43%

Fees $303.41

Buy & Hold

+6.09%

Initial $10,000

Final $10,609.41

Trades 1

Win Rate 100.0%

Max Drawdown -54.08%

Fees $19.62

DCA (Weekly)

-17.97%

Initial $10,000

Final $8,202.60

Trades 50

Win Rate 0.0%

Max Drawdown -45.41%

Fees $18.21

Grid Trading

+14.44%

Initial $10,000

Final $11,443.94

Trades 31

Win Rate 87.1%

Max Drawdown -6.08%

Fees $63.48

Bollinger Band

-10.53%

Initial $10,000

Final $8,947.42

Trades 4

Win Rate 50.0%

Max Drawdown -31.50%

Fees $72.64

PAXG/USDT

EMA Crossover

+20.83%

Initial $10,000

Final $12,083.23

Trades 5

Win Rate 20.0%

Max Drawdown -18.12%

Fees $93.35

RSI

+9.26%

Initial $10,000

Final $10,926.20

Trades 8

Win Rate 75.0%

Max Drawdown -17.36%

Fees $168.00

EMA+RSI Combo

+6.14%

Initial $10,000

Final $10,613.79

Trades 17

Win Rate 64.7%

Max Drawdown -8.12%

Fees $327.66

Buy & Hold

+40.45%

Initial $10,000

Final $14,044.85

Trades 1

Win Rate 100.0%

Max Drawdown -19.76%

Fees $23.06

DCA (Weekly)

+22.98%

Initial $10,000

Final $12,298.29

Trades 50

Win Rate 2.0%

Max Drawdown -19.12%

Fees $22.31

Grid Trading

+15.26%

Initial $10,000

Final $11,526.24

Trades 30

Win Rate 100.0%

Max Drawdown -4.13%

Fees $61.56

Bollinger Band

+10.48%

Initial $10,000

Final $11,047.88

Trades 3

Win Rate 66.7%

Max Drawdown -8.39%

Fees $61.65

Walk-Forward Validation

Data split: first 67% for training (find best params) → last 33% for testing (unseen data).

PASS = positive return + Sharpe > 0.5 on test  |  WEAK PASS = positive return but low Sharpe  |  FAIL = negative return on unseen data

Global Leaderboard — All Coins x All Timeframes

Top 10 best performing EMA parameter combinations ranked by Sharpe Ratio across all symbols and timeframes.

EMA Parameter Optimization

Scanned EMA fast (5-50) x slow (20-200) combinations. Green = profit, Red = loss.

BTC/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(50/125)	+19.72%	0.38	37.5%	8	-18.81%	$181.16
EMA(45/130)	+19.17%	0.37	37.5%	8	-19.41%	$180.67
EMA(40/175)	+17.75%	0.35	37.5%	8	-18.82%	$180.09
EMA(50/130)	+17.91%	0.35	37.5%	8	-19.69%	$179.53
EMA(45/135)	+16.95%	0.33	33.3%	9	-20.70%	$201.77
EMA(40/170)	+16.29%	0.33	33.3%	9	-19.72%	$200.39
EMA(35/180)	+16.11%	0.33	37.5%	8	-20.32%	$178.73
EMA(50/140)	+16.46%	0.33	37.5%	8	-21.35%	$180.11
EMA(30/190)	+15.91%	0.32	37.5%	8	-20.16%	$177.86
EMA(30/195)	+15.67%	0.32	37.5%	8	-20.29%	$177.65

ETH/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(25/160)	+96.90%	0.71	42.9%	7	-37.97%	$250.77
EMA(25/165)	+95.08%	0.70	42.9%	7	-38.06%	$248.93
EMA(20/170)	+93.86%	0.70	33.3%	9	-37.68%	$317.41
EMA(20/165)	+92.24%	0.69	37.5%	8	-38.94%	$289.30
EMA(30/155)	+93.29%	0.69	42.9%	7	-38.50%	$247.32
EMA(30/170)	+92.97%	0.69	42.9%	7	-36.36%	$241.18
EMA(25/175)	+92.63%	0.69	42.9%	7	-36.92%	$241.62
EMA(20/180)	+91.63%	0.69	37.5%	8	-37.24%	$282.45
EMA(20/175)	+91.49%	0.69	37.5%	8	-37.28%	$282.52
EMA(30/160)	+92.70%	0.69	42.9%	7	-37.11%	$242.89

SOL/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(5/160)	+13.01%	0.21	33.3%	18	-29.97%	$416.38
EMA(10/180)	+12.80%	0.20	41.7%	12	-26.86%	$259.91
EMA(5/200)	+11.08%	0.19	37.5%	16	-28.11%	$345.00
EMA(5/195)	+10.44%	0.18	37.5%	16	-28.41%	$344.34
EMA(5/150)	+10.35%	0.18	41.2%	17	-32.51%	$395.21
EMA(5/165)	+10.16%	0.18	38.9%	18	-31.30%	$411.86
EMA(5/155)	+9.69%	0.18	35.3%	17	-31.94%	$387.26
EMA(10/125)	+9.60%	0.18	26.7%	15	-32.04%	$339.06
EMA(5/190)	+9.34%	0.17	35.3%	17	-30.40%	$374.33
EMA(10/170)	+8.93%	0.17	33.3%	15	-32.10%	$333.05

BNB/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(45/110)	+58.93%	0.61	40.0%	10	-20.40%	$241.69
EMA(25/145)	+58.75%	0.61	40.0%	10	-21.95%	$239.39
EMA(35/130)	+57.42%	0.60	40.0%	10	-20.41%	$239.25
EMA(20/150)	+57.26%	0.60	40.0%	10	-21.84%	$238.95
EMA(50/115)	+56.90%	0.60	33.3%	9	-20.89%	$210.02
EMA(45/120)	+56.49%	0.59	33.3%	9	-20.40%	$209.65
EMA(25/140)	+56.66%	0.59	40.0%	10	-22.65%	$238.92
EMA(20/145)	+56.61%	0.59	36.4%	11	-21.80%	$268.87
EMA(45/115)	+56.27%	0.59	33.3%	9	-20.40%	$210.39
EMA(50/160)	+57.96%	0.59	28.6%	7	-24.44%	$177.04

PAXG/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(20/35)	+39.03%	0.79	47.1%	17	-12.82%	$344.73
EMA(25/30)	+38.93%	0.79	47.1%	17	-13.03%	$346.84
EMA(15/40)	+38.31%	0.78	45.0%	20	-11.88%	$418.67
EMA(15/45)	+36.76%	0.76	42.1%	19	-12.71%	$383.61
EMA(20/30)	+36.47%	0.75	45.5%	22	-11.88%	$466.38
EMA(15/35)	+36.17%	0.75	45.5%	22	-12.42%	$469.56
EMA(20/25)	+34.49%	0.72	45.8%	24	-13.81%	$519.26
EMA(5/30)	+34.65%	0.71	41.0%	39	-14.64%	$857.06
EMA(20/40)	+33.40%	0.69	47.1%	17	-13.03%	$341.64
EMA(15/50)	+32.90%	0.69	47.1%	17	-12.92%	$340.88

BTC/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(50/160)	+26.02%	0.80	100.0%	1	-14.68%	$21.61
EMA(45/170)	+26.02%	0.80	100.0%	1	-14.68%	$21.61
EMA(40/185)	+26.02%	0.80	100.0%	1	-14.68%	$21.61
EMA(35/200)	+26.02%	0.80	100.0%	1	-14.68%	$21.61
EMA(40/190)	+25.49%	0.78	100.0%	1	-14.68%	$21.56
EMA(50/165)	+25.49%	0.78	100.0%	1	-14.68%	$21.56
EMA(45/175)	+25.49%	0.78	100.0%	1	-14.68%	$21.56
EMA(50/150)	+23.43%	0.74	100.0%	1	-14.68%	$21.36
EMA(45/165)	+23.43%	0.74	100.0%	1	-14.68%	$21.36
EMA(35/195)	+23.43%	0.74	100.0%	1	-14.68%	$21.36

ETH/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(25/165)	+123.68%	1.35	33.3%	3	-22.07%	$67.89
EMA(45/130)	+123.68%	1.35	33.3%	3	-22.07%	$67.89
EMA(35/145)	+123.68%	1.35	33.3%	3	-22.07%	$67.89
EMA(30/155)	+123.68%	1.35	33.3%	3	-22.07%	$67.89
EMA(40/140)	+123.50%	1.35	33.3%	3	-22.07%	$67.87
EMA(50/125)	+123.50%	1.35	33.3%	3	-22.07%	$67.87
EMA(45/155)	+121.70%	1.33	33.3%	3	-22.07%	$67.69
EMA(40/135)	+120.45%	1.33	33.3%	3	-22.07%	$67.57
EMA(20/175)	+120.45%	1.33	33.3%	3	-22.07%	$67.57
EMA(50/120)	+120.45%	1.33	33.3%	3	-22.07%	$67.57

SOL/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(45/90)	+15.60%	0.39	33.3%	3	-27.30%	$57.24
EMA(40/100)	+14.96%	0.38	33.3%	3	-27.30%	$57.17
EMA(35/105)	+14.43%	0.37	33.3%	3	-27.29%	$57.44
EMA(35/110)	+14.07%	0.37	33.3%	3	-27.29%	$57.08
EMA(30/115)	+13.80%	0.36	33.3%	3	-27.28%	$57.38
EMA(25/130)	+13.80%	0.36	33.3%	3	-27.28%	$57.38
EMA(50/85)	+13.75%	0.36	33.3%	3	-27.29%	$56.91
EMA(30/125)	+13.45%	0.36	33.3%	3	-27.28%	$57.02
EMA(25/135)	+13.45%	0.36	33.3%	3	-27.28%	$57.02
EMA(25/140)	+13.45%	0.36	33.3%	3	-27.28%	$57.02

BNB/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(20/35)	+61.55%	1.07	50.0%	8	-19.31%	$196.00
EMA(25/30)	+60.08%	1.05	50.0%	8	-20.15%	$195.58
EMA(15/60)	+60.93%	1.04	33.3%	6	-23.52%	$161.91
EMA(25/55)	+60.12%	1.04	40.0%	5	-23.50%	$129.09
EMA(25/45)	+59.43%	1.03	33.3%	6	-24.62%	$160.79
EMA(5/55)	+58.10%	1.02	44.4%	9	-21.52%	$223.42
EMA(20/30)	+57.63%	1.02	33.3%	9	-20.75%	$227.40
EMA(10/90)	+59.42%	1.02	50.0%	4	-25.42%	$95.44
EMA(10/85)	+58.89%	1.01	50.0%	4	-25.42%	$95.22
EMA(15/65)	+58.12%	1.01	33.3%	6	-24.52%	$159.74

PAXG/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(25/70)	+38.07%	1.14	20.0%	5	-14.96%	$96.40
EMA(25/65)	+36.88%	1.12	16.7%	6	-14.96%	$121.96
EMA(20/80)	+37.01%	1.11	20.0%	5	-14.96%	$96.02
EMA(20/75)	+36.82%	1.11	16.7%	6	-14.96%	$122.14
EMA(20/70)	+36.48%	1.10	16.7%	6	-14.96%	$122.29
EMA(35/55)	+36.08%	1.09	20.0%	5	-14.96%	$95.74
EMA(15/90)	+35.60%	1.08	14.3%	7	-14.96%	$139.79
EMA(30/60)	+35.67%	1.08	20.0%	5	-14.96%	$95.53
EMA(5/90)	+35.35%	1.07	11.1%	9	-14.96%	$175.18
EMA(40/50)	+35.33%	1.07	20.0%	5	-14.96%	$95.66

BTC/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(50/70)	+28.56%	1.19	100.0%	1	-14.11%	$21.87
EMA(45/75)	+28.56%	1.19	100.0%	1	-14.11%	$21.87
EMA(35/65)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(45/55)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(20/95)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(25/85)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(15/115)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(40/60)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(30/75)	+28.03%	1.18	100.0%	1	-14.11%	$21.82
EMA(50/85)	+28.04%	1.16	100.0%	1	-14.11%	$21.82

ETH/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(25/60)	+119.58%	1.81	50.0%	2	-22.04%	$72.80
EMA(30/55)	+120.00%	1.81	100.0%	1	-22.04%	$31.02
EMA(15/80)	+119.81%	1.81	100.0%	1	-22.04%	$31.00
EMA(20/70)	+119.81%	1.81	100.0%	1	-22.04%	$31.00
EMA(40/45)	+119.81%	1.81	100.0%	1	-22.04%	$31.00
EMA(35/50)	+119.81%	1.81	100.0%	1	-22.04%	$31.00
EMA(30/70)	+119.81%	1.80	100.0%	1	-22.04%	$31.00
EMA(45/50)	+117.42%	1.78	100.0%	1	-22.04%	$30.76
EMA(25/75)	+117.42%	1.78	100.0%	1	-22.04%	$30.76
EMA(35/60)	+117.42%	1.78	100.0%	1	-22.04%	$30.76

SOL/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(15/60)	+17.43%	0.58	50.0%	2	-27.29%	$39.70
EMA(10/115)	+17.26%	0.57	50.0%	2	-27.32%	$39.56
EMA(10/110)	+17.09%	0.57	50.0%	2	-27.32%	$39.55
EMA(10/120)	+16.34%	0.56	50.0%	2	-27.32%	$39.32
EMA(25/70)	+15.41%	0.54	50.0%	2	-27.30%	$39.31
EMA(20/60)	+15.14%	0.54	100.0%	2	-27.30%	$40.00
EMA(30/60)	+15.09%	0.53	50.0%	2	-27.30%	$39.28
EMA(25/50)	+14.83%	0.53	100.0%	2	-27.30%	$39.97
EMA(40/45)	+14.37%	0.52	50.0%	2	-27.29%	$39.21
EMA(35/50)	+14.37%	0.52	50.0%	2	-27.29%	$39.21

BNB/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/30)	+57.76%	1.40	40.0%	5	-24.66%	$140.93
EMA(5/25)	+55.49%	1.37	37.5%	8	-20.11%	$204.98
EMA(15/25)	+55.09%	1.34	40.0%	5	-25.29%	$141.12
EMA(10/25)	+54.43%	1.34	40.0%	5	-26.33%	$140.14
EMA(15/20)	+53.44%	1.32	40.0%	5	-26.81%	$139.85
EMA(5/45)	+53.68%	1.31	50.0%	4	-25.69%	$93.25
EMA(15/65)	+54.75%	1.31	50.0%	2	-28.36%	$55.74
EMA(5/55)	+53.50%	1.30	66.7%	3	-26.26%	$74.60
EMA(5/50)	+53.26%	1.30	50.0%	4	-26.26%	$93.26
EMA(5/30)	+51.68%	1.30	37.5%	8	-23.45%	$201.48

PAXG/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/40)	+36.85%	1.45	16.7%	6	-14.71%	$121.97
EMA(20/25)	+33.04%	1.32	20.0%	5	-14.71%	$94.47
EMA(30/190)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(35/140)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(30/195)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(30/200)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(35/110)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(35/115)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(35/120)	+35.37%	1.31	50.0%	2	-19.75%	$41.19
EMA(35/125)	+35.37%	1.31	50.0%	2	-19.75%	$41.19

BTC/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(15/25)	+16.98%	1.41	100.0%	1	-13.48%	$20.71
EMA(10/40)	+16.52%	1.35	100.0%	1	-13.48%	$20.66
EMA(20/25)	+16.52%	1.35	100.0%	1	-13.48%	$20.66
EMA(15/20)	+14.25%	1.23	100.0%	1	-13.48%	$20.44
EMA(5/40)	+14.25%	1.23	100.0%	1	-13.48%	$20.44
EMA(10/25)	+14.25%	1.23	100.0%	1	-13.48%	$20.44
EMA(10/30)	+14.25%	1.23	100.0%	1	-13.48%	$20.44
EMA(5/50)	+14.28%	1.20	100.0%	1	-13.48%	$20.44
EMA(10/35)	+14.28%	1.20	100.0%	1	-13.48%	$20.44
EMA(15/30)	+14.28%	1.20	100.0%	1	-13.48%	$20.44

ETH/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(5/25)	+112.91%	2.92	50.0%	2	-19.32%	$70.87
EMA(10/20)	+112.50%	2.91	100.0%	1	-19.55%	$30.27
EMA(15/20)	+108.86%	2.83	100.0%	1	-20.93%	$29.91
EMA(10/25)	+108.86%	2.83	100.0%	1	-20.93%	$29.91
EMA(5/30)	+99.76%	2.69	50.0%	2	-24.37%	$70.02
EMA(5/20)	+94.42%	2.60	33.3%	3	-26.32%	$107.36
EMA(5/35)	+88.46%	2.45	100.0%	1	-28.65%	$27.86
EMA(10/30)	+88.46%	2.45	100.0%	1	-28.65%	$27.86
EMA(15/25)	+88.46%	2.45	100.0%	1	-28.65%	$27.86
EMA(5/45)	+88.46%	2.45	100.0%	1	-28.65%	$27.86

SOL/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(5/30)	-4.67%	0.19	33.3%	3	-22.93%	$52.34
EMA(10/20)	-6.12%	0.13	33.3%	3	-22.92%	$52.26
EMA(5/35)	-8.06%	0.05	33.3%	3	-24.89%	$52.06
EMA(5/40)	-8.06%	0.05	33.3%	3	-24.89%	$52.06
EMA(5/45)	-8.50%	0.04	33.3%	3	-24.82%	$51.38
EMA(10/30)	-10.25%	-0.03	33.3%	3	-24.80%	$51.20
EMA(15/20)	-13.58%	-0.17	33.3%	3	-28.72%	$49.81
EMA(10/25)	-13.50%	-0.19	33.3%	3	-24.87%	$50.88
EMA(5/25)	-13.65%	-0.23	25.0%	4	-25.36%	$65.39
EMA(5/70)	-16.59%	-0.28	33.3%	3	-30.51%	$50.57

BNB/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/20)	+49.25%	2.22	100.0%	1	-29.10%	$23.94
EMA(5/20)	+48.31%	2.20	50.0%	2	-29.55%	$54.49
EMA(10/25)	+48.01%	2.18	100.0%	1	-29.69%	$23.82
EMA(15/40)	+46.39%	2.10	100.0%	1	-34.40%	$23.65
EMA(10/40)	+45.55%	2.07	100.0%	1	-34.40%	$23.57
EMA(5/25)	+43.53%	2.03	50.0%	2	-31.82%	$53.02
EMA(20/30)	+44.26%	2.03	100.0%	1	-34.40%	$23.44
EMA(20/35)	+43.27%	1.99	100.0%	1	-34.40%	$23.34
EMA(15/35)	+43.16%	1.99	100.0%	1	-34.40%	$23.33
EMA(10/45)	+42.58%	1.97	100.0%	1	-34.40%	$23.27

PAXG/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(15/25)	+36.00%	2.38	50.0%	2	-19.75%	$41.43
EMA(20/30)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(5/85)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(20/25)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(10/55)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(10/50)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(10/45)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(10/40)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(15/30)	+36.05%	2.36	100.0%	1	-19.74%	$22.62
EMA(15/35)	+36.05%	2.36	100.0%	1	-19.74%	$22.62