Crypto + Gold Backtest Report

BTC/USDT

EMA Crossover

-2.31%

Initial $10,000

Final $9,769.40

Trades 5

Win Rate 40.0%

Max Drawdown -29.99%

Fees $102.35

RSI

-30.74%

Initial $10,000

Final $6,926.29

Trades 9

Win Rate 66.7%

Max Drawdown -50.22%

Fees $168.59

EMA+RSI Combo

-36.08%

Initial $10,000

Final $6,391.79

Trades 16

Win Rate 50.0%

Max Drawdown -48.50%

Fees $256.73

Buy & Hold

-11.05%

Initial $10,000

Final $8,895.24

Trades 1

Win Rate 0.0%

Max Drawdown -47.81%

Fees $17.90

DCA (Weekly)

-20.46%

Initial $10,000

Final $7,954.04

Trades 50

Win Rate 0.0%

Max Drawdown -36.99%

Fees $17.96

Grid Trading

+8.39%

Initial $10,000

Final $10,838.91

Trades 42

Win Rate 81.0%

Max Drawdown -18.22%

Fees $84.88

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

+99.32%

Initial $10,000

Final $19,931.78

Trades 3

Win Rate 66.7%

Max Drawdown -26.31%

Fees $108.55

RSI

+17.38%

Initial $10,000

Final $11,738.25

Trades 10

Win Rate 80.0%

Max Drawdown -43.31%

Fees $238.66

EMA+RSI Combo

-53.04%

Initial $10,000

Final $4,696.17

Trades 20

Win Rate 45.0%

Max Drawdown -62.51%

Fees $284.99

Buy & Hold

+44.54%

Initial $10,000

Final $14,453.51

Trades 1

Win Rate 100.0%

Max Drawdown -61.14%

Fees $23.47

DCA (Weekly)

-16.73%

Initial $10,000

Final $8,327.29

Trades 50

Win Rate 0.0%

Max Drawdown -49.19%

Fees $18.34

Grid Trading

+27.66%

Initial $10,000

Final $12,766.29

Trades 25

Win Rate 100.0%

Max Drawdown -2.13%

Fees $52.79

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

+9.38%

Initial $10,000

Final $10,937.50

Trades 2

Win Rate 50.0%

Max Drawdown -27.29%

Fees $38.42

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

-57.59%

Initial $10,000

Final $4,241.33

Trades 25

Win Rate 44.0%

Max Drawdown -71.35%

Fees $344.76

Buy & Hold

-36.23%

Initial $10,000

Final $6,377.32

Trades 1

Win Rate 0.0%

Max Drawdown -66.57%

Fees $15.38

DCA (Weekly)

-38.73%

Initial $10,000

Final $6,127.35

Trades 50

Win Rate 0.0%

Max Drawdown -53.11%

Fees $16.13

Grid Trading

+4.76%

Initial $10,000

Final $10,476.07

Trades 71

Win Rate 85.9%

Max Drawdown -27.78%

Fees $142.55

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

+48.63%

Initial $10,000

Final $14,862.98

Trades 2

Win Rate 50.0%

Max Drawdown -30.13%

Fees $54.73

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

-28.43%

Initial $10,000

Final $7,156.74

Trades 18

Win Rate 55.6%

Max Drawdown -41.43%

Fees $324.28

Buy & Hold

+4.48%

Initial $10,000

Final $10,447.73

Trades 1

Win Rate 100.0%

Max Drawdown -54.08%

Fees $19.46

DCA (Weekly)

-19.40%

Initial $10,000

Final $8,060.16

Trades 50

Win Rate 0.0%

Max Drawdown -45.36%

Fees $18.07

Grid Trading

+13.48%

Initial $10,000

Final $11,348.10

Trades 32

Win Rate 87.5%

Max Drawdown -6.27%

Fees $65.38

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

+17.49%

Initial $10,000

Final $11,748.76

Trades 5

Win Rate 20.0%

Max Drawdown -18.12%

Fees $91.07

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

+5.82%

Initial $10,000

Final $10,581.92

Trades 16

Win Rate 62.5%

Max Drawdown -7.52%

Fees $308.36

Buy & Hold

+39.28%

Initial $10,000

Final $13,928.49

Trades 1

Win Rate 100.0%

Max Drawdown -19.76%

Fees $22.94

DCA (Weekly)

+22.76%

Initial $10,000

Final $12,275.60

Trades 50

Win Rate 2.0%

Max Drawdown -19.10%

Fees $22.29

Grid Trading

+15.68%

Initial $10,000

Final $11,568.09

Trades 24

Win Rate 100.0%

Max Drawdown -4.11%

Fees $49.59

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.

Grid Trading Parameter Optimization

Scanned grid levels (5-30) x range (10%-60%) x order size (5%-20%). Heatmap shows best order_pct slice.

BTC/USDT

Top 10 Grid Parameters (by Sharpe Ratio)

Params (levels/range/order)	Return	Sharpe	Win Rate	Trades	Max DD	Fees
10 grids / 40% / 10%	+8.39%	0.52	81.0%	42	-18.22%	$84.88
5 grids / 40% / 20%	+8.89%	0.52	80.0%	25	-19.07%	$100.94
10 grids / 40% / 8%	+6.71%	0.50	81.0%	42	-14.99%	$67.91
5 grids / 25% / 15%	+7.61%	0.50	81.8%	22	-15.93%	$66.80
8 grids / 30% / 10%	+7.19%	0.49	84.2%	38	-15.71%	$76.76
5 grids / 40% / 15%	+6.66%	0.49	80.0%	25	-14.85%	$75.70
8 grids / 30% / 8%	+5.75%	0.48	84.2%	38	-12.83%	$61.41
10 grids / 40% / 5%	+4.19%	0.47	81.0%	42	-9.79%	$42.44
5 grids / 25% / 10%	+5.08%	0.47	81.8%	22	-11.00%	$44.53
5 grids / 30% / 20%	+8.24%	0.47	83.3%	24	-20.50%	$96.87

ETH/USDT

Top 10 Grid Parameters (by Sharpe Ratio)

Params (levels/range/order)	Return	Sharpe	Win Rate	Trades	Max DD	Fees
15 grids / 30% / 5%	+16.34%	2.11	100.0%	29	-0.69%	$30.65
10 grids / 30% / 5%	+12.16%	2.10	100.0%	23	-0.58%	$24.23
10 grids / 30% / 8%	+19.45%	2.09	100.0%	23	-0.88%	$38.77
8 grids / 25% / 5%	+8.71%	2.08	100.0%	15	-0.30%	$15.88
10 grids / 30% / 10%	+24.32%	2.08	100.0%	23	-1.07%	$48.46
5 grids / 30% / 5%	+7.38%	2.08	100.0%	12	-0.37%	$12.74
5 grids / 30% / 8%	+11.81%	2.07	100.0%	12	-0.57%	$20.39
8 grids / 25% / 8%	+13.93%	2.07	100.0%	15	-0.47%	$25.41
5 grids / 30% / 10%	+14.76%	2.07	100.0%	12	-0.69%	$25.49
15 grids / 40% / 5%	+19.30%	2.07	100.0%	33	-1.46%	$34.95

SOL/USDT

Top 10 Grid Parameters (by Sharpe Ratio)

Params (levels/range/order)	Return	Sharpe	Win Rate	Trades	Max DD	Fees
5 grids / 60% / 20%	+10.09%	0.47	83.3%	30	-27.49%	$121.07
5 grids / 60% / 15%	+7.57%	0.43	83.3%	30	-22.14%	$90.80
5 grids / 60% / 10%	+5.05%	0.39	83.3%	30	-15.93%	$60.54
5 grids / 40% / 20%	+7.31%	0.38	87.5%	40	-30.03%	$160.81
5 grids / 60% / 8%	+4.04%	0.37	83.3%	30	-13.17%	$48.43
10 grids / 50% / 10%	+5.82%	0.34	85.9%	64	-26.97%	$128.65
10 grids / 60% / 10%	+5.73%	0.34	83.9%	56	-26.58%	$112.63
5 grids / 40% / 15%	+5.48%	0.34	87.5%	40	-23.93%	$120.61
5 grids / 60% / 5%	+2.52%	0.34	83.3%	30	-8.66%	$30.27
15 grids / 60% / 5%	+4.71%	0.33	83.1%	77	-20.05%	$77.51

BNB/USDT

Top 10 Grid Parameters (by Sharpe Ratio)

Params (levels/range/order)	Return	Sharpe	Win Rate	Trades	Max DD	Fees
10 grids / 10% / 10%	+17.10%	2.06	94.7%	57	-2.48%	$115.77
10 grids / 10% / 8%	+13.68%	2.06	94.7%	57	-2.02%	$92.61
20 grids / 10% / 5%	+16.37%	2.05	94.3%	105	-2.30%	$106.69
10 grids / 10% / 5%	+8.55%	2.04	94.7%	57	-1.30%	$57.88
15 grids / 10% / 5%	+11.98%	1.97	94.7%	76	-1.80%	$77.24
5 grids / 10% / 20%	+17.23%	1.94	92.9%	28	-2.87%	$113.78
5 grids / 10% / 15%	+12.93%	1.93	92.9%	28	-2.21%	$85.34
5 grids / 10% / 10%	+8.62%	1.92	92.9%	28	-1.51%	$56.89
8 grids / 10% / 10%	+13.05%	1.92	93.0%	43	-1.99%	$87.35
5 grids / 10% / 8%	+6.89%	1.91	92.9%	28	-1.23%	$45.51

PAXG/USDT

Top 10 Grid Parameters (by Sharpe Ratio)

Params (levels/range/order)	Return	Sharpe	Win Rate	Trades	Max DD	Fees
8 grids / 60% / 5%	+9.03%	2.40	90.5%	21	-1.77%	$21.91
8 grids / 60% / 8%	+14.45%	2.40	90.5%	21	-2.74%	$35.06
8 grids / 60% / 10%	+18.06%	2.39	90.5%	21	-3.35%	$43.83
10 grids / 60% / 5%	+10.67%	2.35	90.9%	22	-2.30%	$23.08
10 grids / 60% / 8%	+17.06%	2.34	90.9%	22	-3.55%	$36.93
10 grids / 60% / 10%	+21.33%	2.34	90.9%	22	-4.32%	$46.16
20 grids / 60% / 5%	+19.31%	2.31	90.5%	42	-4.00%	$43.95
10 grids / 50% / 5%	+9.54%	2.30	96.0%	25	-2.07%	$25.97
15 grids / 60% / 5%	+14.75%	2.30	87.5%	24	-3.13%	$25.49
10 grids / 50% / 8%	+15.26%	2.29	96.0%	25	-3.30%	$41.55

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)	+15.84%	0.32	33.3%	9	-18.81%	$194.92
EMA(45/130)	+15.30%	0.31	33.3%	9	-19.41%	$194.44
EMA(50/130)	+14.80%	0.30	33.3%	9	-19.69%	$194.37
EMA(40/175)	+13.93%	0.29	33.3%	9	-18.82%	$193.88
EMA(45/135)	+13.16%	0.27	30.0%	10	-20.70%	$214.91
EMA(40/170)	+12.52%	0.27	30.0%	10	-19.72%	$213.57
EMA(50/140)	+12.69%	0.27	33.3%	9	-21.35%	$193.90
EMA(30/190)	+12.15%	0.26	33.3%	9	-20.16%	$191.72
EMA(30/195)	+11.92%	0.26	33.3%	9	-20.29%	$191.52
EMA(35/180)	+11.83%	0.26	33.3%	9	-20.32%	$191.92

ETH/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(5/165)	+86.54%	0.67	35.3%	17	-33.00%	$554.66
EMA(5/170)	+86.39%	0.67	26.3%	19	-32.06%	$620.91
EMA(5/160)	+85.85%	0.66	30.0%	20	-32.43%	$656.56
EMA(5/155)	+84.95%	0.66	28.6%	21	-33.01%	$693.34
EMA(5/180)	+82.58%	0.65	27.8%	18	-31.96%	$572.75
EMA(5/175)	+81.72%	0.64	22.2%	18	-33.52%	$585.21
EMA(25/160)	+81.32%	0.64	33.3%	9	-37.97%	$269.24
EMA(25/165)	+79.65%	0.63	33.3%	9	-38.06%	$267.54
EMA(20/170)	+78.52%	0.63	27.3%	11	-37.68%	$330.97
EMA(30/155)	+78.00%	0.62	33.3%	9	-38.50%	$266.05

SOL/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/180)	+8.40%	0.16	38.5%	13	-26.86%	$270.38
EMA(15/160)	+7.25%	0.15	35.7%	14	-31.10%	$299.83
EMA(5/195)	+5.95%	0.14	36.8%	19	-28.41%	$388.54
EMA(15/165)	+5.37%	0.14	30.8%	13	-30.34%	$271.40
EMA(5/200)	+4.79%	0.13	36.8%	19	-28.11%	$383.89
EMA(10/170)	+4.68%	0.13	31.2%	16	-32.10%	$341.18
EMA(5/160)	+4.23%	0.13	28.6%	21	-29.97%	$443.15
EMA(10/185)	+4.04%	0.12	35.7%	14	-27.56%	$282.82
EMA(5/190)	+3.15%	0.12	35.0%	20	-30.40%	$411.74
EMA(10/175)	+2.62%	0.11	35.7%	14	-30.44%	$289.26

BNB/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(45/110)	+61.02%	0.63	37.5%	8	-20.40%	$209.06
EMA(25/145)	+59.33%	0.61	37.5%	8	-21.95%	$205.06
EMA(35/130)	+58.45%	0.61	37.5%	8	-20.41%	$205.46
EMA(20/145)	+58.17%	0.60	33.3%	9	-21.80%	$236.47
EMA(20/150)	+57.61%	0.60	37.5%	8	-21.84%	$204.33
EMA(40/115)	+57.32%	0.60	50.0%	8	-22.02%	$206.19
EMA(25/140)	+57.04%	0.60	37.5%	8	-22.65%	$204.33
EMA(45/115)	+56.31%	0.59	42.9%	7	-20.84%	$174.93
EMA(50/115)	+56.36%	0.59	42.9%	7	-21.52%	$173.96
EMA(50/100)	+56.37%	0.59	37.5%	8	-21.77%	$206.30

PAXG/USDT [4h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(15/40)	+38.04%	0.78	45.0%	20	-11.88%	$418.65
EMA(20/35)	+37.37%	0.77	47.1%	17	-12.82%	$341.33
EMA(25/30)	+37.27%	0.76	47.1%	17	-13.03%	$343.42
EMA(15/45)	+36.49%	0.75	42.1%	19	-12.71%	$383.59
EMA(15/35)	+35.90%	0.74	45.5%	22	-12.42%	$469.53
EMA(20/30)	+34.84%	0.72	45.5%	22	-11.88%	$461.77
EMA(5/30)	+34.87%	0.71	42.1%	38	-14.64%	$841.08
EMA(20/25)	+33.77%	0.71	45.8%	24	-13.81%	$517.48
EMA(15/30)	+32.68%	0.68	48.0%	25	-15.64%	$543.49
EMA(5/25)	+33.04%	0.68	43.5%	46	-12.43%	$1009.68

BTC/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(40/185)	+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(50/160)	+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(45/175)	+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(35/190)	+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
EMA(40/180)	+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(30/155)	+120.00%	1.34	100.0%	1	-22.04%	$31.02
EMA(25/165)	+120.00%	1.34	100.0%	1	-22.04%	$31.02
EMA(35/145)	+120.00%	1.34	100.0%	1	-22.04%	$31.02
EMA(45/130)	+120.00%	1.34	100.0%	1	-22.04%	$31.02
EMA(50/125)	+119.81%	1.34	100.0%	1	-22.04%	$31.00
EMA(40/140)	+119.81%	1.34	100.0%	1	-22.04%	$31.00
EMA(45/155)	+118.05%	1.32	100.0%	1	-22.04%	$30.83
EMA(40/135)	+116.82%	1.32	100.0%	1	-22.04%	$30.70
EMA(50/120)	+116.82%	1.32	100.0%	1	-22.04%	$30.70
EMA(20/175)	+116.82%	1.32	100.0%	1	-22.04%	$30.70

SOL/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(45/90)	+18.63%	0.43	50.0%	2	-27.30%	$39.49
EMA(25/135)	+18.50%	0.42	50.0%	2	-27.28%	$39.81
EMA(40/100)	+17.98%	0.42	50.0%	2	-27.30%	$39.43
EMA(35/110)	+17.98%	0.42	50.0%	2	-27.30%	$39.43
EMA(50/85)	+17.67%	0.41	50.0%	2	-27.29%	$39.40
EMA(30/120)	+17.43%	0.41	50.0%	2	-27.29%	$39.70
EMA(30/115)	+17.43%	0.41	50.0%	2	-27.29%	$39.70
EMA(35/105)	+17.43%	0.41	50.0%	2	-27.29%	$39.70
EMA(30/125)	+17.07%	0.41	50.0%	2	-27.29%	$39.34
EMA(25/140)	+16.42%	0.40	50.0%	2	-27.28%	$39.27

BNB/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(20/35)	+58.26%	1.03	42.9%	7	-19.64%	$175.53
EMA(25/55)	+58.82%	1.02	50.0%	4	-23.50%	$109.35
EMA(25/30)	+55.65%	1.00	42.9%	7	-20.40%	$173.99
EMA(25/45)	+56.18%	0.99	40.0%	5	-25.56%	$140.59
EMA(35/45)	+56.22%	0.98	50.0%	4	-24.50%	$108.37
EMA(5/55)	+54.88%	0.98	25.0%	8	-21.52%	$202.73
EMA(20/30)	+54.42%	0.98	37.5%	8	-21.73%	$206.68
EMA(15/80)	+56.05%	0.98	66.7%	3	-25.64%	$75.68
EMA(15/75)	+55.99%	0.98	66.7%	3	-25.42%	$75.50
EMA(15/60)	+55.32%	0.98	33.3%	6	-24.47%	$158.52

PAXG/USDT [12h]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(25/70)	+37.68%	1.13	20.0%	5	-14.96%	$96.16
EMA(20/80)	+36.70%	1.11	20.0%	5	-14.96%	$95.82
EMA(25/65)	+36.49%	1.10	16.7%	6	-14.96%	$121.70
EMA(20/75)	+36.22%	1.10	16.7%	6	-14.96%	$121.85
EMA(20/70)	+35.83%	1.09	16.7%	6	-14.96%	$121.97
EMA(35/55)	+35.70%	1.08	20.0%	5	-14.96%	$95.49
EMA(30/60)	+35.28%	1.07	20.0%	5	-14.96%	$95.28
EMA(15/80)	+34.85%	1.06	14.3%	7	-14.96%	$139.37
EMA(15/90)	+34.81%	1.06	14.3%	7	-14.96%	$139.31
EMA(20/85)	+34.92%	1.06	20.0%	5	-14.96%	$95.65

BTC/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(45/75)	+25.26%	1.08	100.0%	1	-14.10%	$21.54
EMA(50/70)	+25.26%	1.08	100.0%	1	-14.10%	$21.54
EMA(15/115)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(20/95)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(35/65)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(40/60)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(45/55)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(25/85)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(30/75)	+24.74%	1.07	100.0%	1	-14.10%	$21.49
EMA(35/105)	+24.75%	1.05	100.0%	1	-14.10%	$21.49

ETH/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(30/55)	+119.58%	1.81	50.0%	2	-22.04%	$72.80
EMA(20/70)	+119.40%	1.81	50.0%	2	-22.04%	$72.75
EMA(35/50)	+119.81%	1.81	100.0%	1	-22.04%	$31.00
EMA(15/80)	+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(25/60)	+118.47%	1.80	50.0%	2	-22.04%	$72.69
EMA(30/70)	+119.81%	1.80	100.0%	1	-22.04%	$31.00
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
EMA(40/55)	+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(30/40)	+16.57%	0.56	100.0%	2	-27.30%	$40.15
EMA(10/120)	+16.34%	0.56	50.0%	2	-27.32%	$39.32
EMA(10/115)	+16.34%	0.56	50.0%	2	-27.32%	$39.32
EMA(10/110)	+16.16%	0.55	50.0%	2	-27.32%	$39.30
EMA(10/95)	+16.04%	0.55	100.0%	2	-27.32%	$39.82
EMA(15/60)	+14.46%	0.52	50.0%	2	-27.29%	$38.93
EMA(10/90)	+14.40%	0.52	100.0%	2	-27.28%	$39.93
EMA(15/70)	+14.40%	0.52	100.0%	2	-27.28%	$39.93
EMA(25/65)	+14.33%	0.52	50.0%	2	-27.30%	$39.21
EMA(30/55)	+14.02%	0.51	50.0%	2	-27.30%	$39.17

BNB/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/30)	+54.89%	1.35	40.0%	5	-25.56%	$139.79
EMA(15/25)	+53.96%	1.33	40.0%	5	-25.29%	$140.15
EMA(5/25)	+52.56%	1.32	37.5%	8	-21.04%	$203.37
EMA(15/65)	+53.60%	1.29	50.0%	2	-28.36%	$55.40
EMA(10/25)	+51.52%	1.29	40.0%	5	-27.19%	$139.00
EMA(10/80)	+53.02%	1.28	50.0%	2	-28.36%	$55.34
EMA(25/70)	+52.97%	1.28	100.0%	1	-29.29%	$24.31
EMA(30/60)	+52.97%	1.28	100.0%	1	-29.29%	$24.31
EMA(40/45)	+52.97%	1.28	100.0%	1	-29.29%	$24.31
EMA(45/50)	+53.05%	1.28	100.0%	1	-29.88%	$24.32

PAXG/USDT [1d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/40)	+31.58%	1.29	14.3%	7	-14.71%	$136.35
EMA(10/25)	+29.74%	1.24	28.6%	7	-14.61%	$139.86
EMA(15/20)	+29.44%	1.23	28.6%	7	-14.61%	$139.68
EMA(10/30)	+29.27%	1.22	28.6%	7	-14.61%	$139.61
EMA(10/20)	+29.12%	1.22	37.5%	8	-14.61%	$164.27
EMA(10/35)	+28.29%	1.19	25.0%	8	-14.61%	$157.19
EMA(5/35)	+27.65%	1.17	27.3%	11	-14.61%	$208.72
EMA(5/30)	+26.85%	1.14	27.3%	11	-14.61%	$208.04
EMA(5/25)	+26.18%	1.12	36.4%	11	-14.58%	$216.49
EMA(10/45)	+26.34%	1.11	16.7%	6	-14.71%	$110.03

BTC/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(15/25)	+16.76%	1.40	100.0%	1	-13.48%	$20.69
EMA(5/40)	+14.03%	1.22	100.0%	1	-13.48%	$20.41
EMA(10/30)	+14.03%	1.22	100.0%	1	-13.48%	$20.41
EMA(10/25)	+14.03%	1.22	100.0%	1	-13.48%	$20.41
EMA(15/20)	+14.03%	1.22	100.0%	1	-13.48%	$20.41
EMA(10/40)	+14.06%	1.20	100.0%	1	-13.48%	$20.42
EMA(5/55)	+14.06%	1.20	100.0%	1	-13.48%	$20.42
EMA(20/25)	+14.06%	1.20	100.0%	1	-13.48%	$20.42
EMA(15/30)	+14.06%	1.20	100.0%	1	-13.48%	$20.42
EMA(5/35)	+12.91%	1.15	100.0%	1	-13.56%	$20.30

ETH/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(10/20)	+109.99%	2.88	100.0%	1	-19.55%	$30.02
EMA(5/35)	+111.77%	2.88	100.0%	1	-20.85%	$30.20
EMA(5/25)	+109.53%	2.88	50.0%	2	-19.65%	$70.06
EMA(10/25)	+106.40%	2.80	100.0%	1	-20.92%	$29.66
EMA(15/20)	+106.40%	2.80	100.0%	1	-20.92%	$29.66
EMA(5/30)	+94.37%	2.61	50.0%	2	-25.53%	$68.37
EMA(5/20)	+91.34%	2.56	33.3%	3	-26.62%	$106.12
EMA(10/30)	+86.24%	2.43	100.0%	1	-28.65%	$27.64
EMA(15/25)	+86.24%	2.43	100.0%	1	-28.65%	$27.64
EMA(5/45)	+86.24%	2.43	100.0%	1	-28.65%	$27.64

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)	+34.22%	1.77	50.0%	2	-29.03%	$41.30
EMA(5/20)	+33.33%	1.74	33.3%	3	-29.50%	$68.76
EMA(10/25)	+33.10%	1.73	50.0%	2	-29.62%	$41.19
EMA(15/40)	+31.66%	1.65	50.0%	2	-34.32%	$41.04
EMA(10/40)	+30.90%	1.62	50.0%	2	-34.32%	$40.97
EMA(20/30)	+29.74%	1.58	50.0%	2	-34.32%	$40.85
EMA(5/25)	+29.05%	1.57	33.3%	3	-31.76%	$67.45
EMA(15/45)	+28.85%	1.54	50.0%	2	-34.32%	$40.76
EMA(20/35)	+28.85%	1.54	50.0%	2	-34.32%	$40.76
EMA(15/35)	+28.76%	1.54	50.0%	2	-34.32%	$40.76

PAXG/USDT [3d]

Top 10 Parameter Combinations (by Sharpe Ratio)

Parameters	Return	Sharpe	Win Rate	Trades	Max DD	Fees
EMA(50/60)	+37.42%	2.44	100.0%	1	-19.75%	$22.76
EMA(35/90)	+36.06%	2.37	50.0%	2	-19.75%	$41.44
EMA(40/110)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/155)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/165)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/170)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/175)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/180)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/185)	+35.72%	2.35	100.0%	1	-19.74%	$22.58
EMA(35/190)	+35.72%	2.35	100.0%	1	-19.74%	$22.58