MultiMA_TSL_618

Strategy: MultiMA_TSL_618
Downloaded: 20220115
Stoploss: -0.15

Strategy failed backtesting!
Reason: Fatal exception!

Backtests
Info
Description
Quantstats
Traceback

Comment

Strategy	Buys	Avg Prof%	Cum Prof%	Tot Prof%	Tot Profit%	Avg Duration	Win	Loss	Win%	DD Stake	DD%	Time	Stake	Exchange	Stoploss	Sharpe	Sortino	Calmar	Month
MultiMA_TSL_618	6	1.55	9.29	27.884	2.79	0:33:00	5	1	83.3	2.856	0.28	169.3	USDT	binance	3.07	3.07	11.69	63.27	202201
MultiMA_TSL_618	4	0.5	2.01	6.047	0.6	1:32:00	2	2	50	4.677	0.46	169.7	USDT	binance	-11.22	-11.22	-11.22	-176.34	202202
MultiMA_TSL_618	25	-0.19	-4.66	-13.998	-1.4	1:20:00	17	8	68	32.895	3.24	184	USDT	binance	-1.38	-1.38	-1.53	-6.26	202203
MultiMA_TSL_618	17	0.79	13.39	40.199	4.02	0:50:00	15	2	88.2	45.555	4.49	31.1	USDT	binance	8.82	8.82	116.03	2635.56	202204
MultiMA_TSL_618	62	0.53	32.59	97.878	9.79	1:06:00	48	14	77.4	55.908	4.89	34.8	USDT	binance	3.86	3.86	8.38	130.34	202205
MultiMA_TSL_618	27	-0.37	-9.86	-29.607	-2.96	1:24:00	19	8	70.4	72.863	7.08	31.5	USDT	binance	0.07	0.07	0.11	-0.33	202206
MultiMA_TSL_618	16	0.99	15.76	47.3275	4.73	1:20:00	13	3	81.2	21.615	2.15	26.9	USDT	binance	3.09	3.09	5.91	36.29	202207
MultiMA_TSL_618	11	0.27	2.95	8.85317	0.89	0:40:00	9	2	81.8	45.555	4.46	30.4	USDT	binance	0.89	0.89	1.71	24.12	202208
MultiMA_TSL_618	6	-1.1	-6.63	-19.9086	-1.99	2:07:00	4	2	66.7	46.926	4.57	27.6	USDT	binance	-11.22	-11.22	-11.22	-286.1	202209
MultiMA_TSL_618	13	1.3	16.9	50.745	5.07	1:13:00	9	4	69.2	8.477	0.8	31.8	USDT	binance	3.55	3.55	20.8	230.45	202210
MultiMA_TSL_618	52	-0.71	-36.82	-110.569	-11.06	1:08:00	36	16	69.2	164.667	15.62	40.5	USDT	binance	-3.12	-3.12	-3.41	-5.51	202211
MultiMA_TSL_618	1	-0.34	-0.34	-1.00999	-0.1	0:35:00	0	1	0	0	0	34.6	USDT	binance	0	0	0	0	202212
MultiMA_TSL_618	21	0.48	10.18	30.5598	3.06	1:30:00	14	7	66.7	18.17	1.75	36.9	USDT	binance	4.15	4.15	7.76	58.57	202301
MultiMA_TSL_618	14	0.4	5.62	16.8829	1.3	1:07:00	10	4	71.4	11.402	0.86	34	USDT	binance	2.27	2.27	2.69	106.37	202302
MultiMA_TSL_618	9	0.02	0.21	0.63935	0.05	1:34:00	7	2	77.8	22.137	1.69	37.6	USDT	binance	0.05	0.05	0.07	1.8	202303
MultiMA_TSL_618	4	0.56	2.26	6.77867	0.52	1:30:00	3	1	75	20.68	1.56	37.6	USDT	binance	0.3	0.3	-3.96	21.31	202304
MultiMA_TSL_618	2	1.82	3.64	10.9199	0.84	0:50:00	1	1	50	0	0	37.5	USDT	binance	1.05	1.05	0	0	202305
MultiMA_TSL_618	6	-2.49	-14.96	-44.9155	-3.46	2:05:00	3	3	50	53.84	4.11	32.4	USDT	binance	-1.43	-1.43	-1.69	-53.49	202306
MultiMA_TSL_618	9	1.62	14.55	43.6875	3.36	0:54:00	8	1	88.9	4.995	0.38	20.9	USDT	binance	6.67	6.67	0	564.69	202307
MultiMA_TSL_618	6	-1.69	-10.12	-30.3965	-2.34	2:47:00	5	1	83.3	45.474	3.46	25.9	USDT	binance	-1.03	-1.03	0	-41.67	202308
MultiMA_TSL_618	25	1.48	36.95	110.952	8.53	1:01:00	19	6	76	34.726	2.4	23.1	USDT	binance	6.52	6.52	8.82	234.07	202309
MultiMA_TSL_618	6	1.94	11.65	34.9698	2.69	1:00:00	5	1	83.3	0.273	0.02	24.4	USDT	binance	4.51	4.51	0	8379.1	202310
MultiMA_TSL_618	42	0.37	15.7	47.1524	3.63	1:13:00	30	12	71.4	60.008	4.37	28.7	USDT	binance	2.21	2.21	1.93	54.65	202311
MultiMA_TSL_618	68	1.1	74.56	223.882	17.22	1:19:00	47	21	69.1	68.105	4.95	30.8	USDT	binance	12.49	12.49	14.4	221.35	202312
MultiMA_TSL_618	12	1.04	12.47	37.4135	2.88	0:46:00	9	3	75	45.552	3.48	26.3	USDT	binance	1.22	1.22	1.15	52.71	202401
MultiMA_TSL_618	41	1.01	41.25	123.885	12.39	0:58:00	31	10	75.6	45.555	4.27	32.8	BUSD	binance	5.91	5.91	28.61	334.12	202201
MultiMA_TSL_618	49	0.31	15.07	45.243	4.52	1:20:00	34	15	69.4	45.555	4.47	42.1	BUSD	binance	3.18	3.18	6.91	38.18	202202
MultiMA_TSL_618	68	0.54	36.84	110.627	11.06	1:14:00	52	16	76.5	58.287	5.77	48.5	BUSD	binance	2.93	2.93	5.61	45.49	202203
MultiMA_TSL_618	32	0.07	2.39	7.171	0.72	1:15:00	25	7	78.1	54.342	5.25	33.5	BUSD	binance	0.84	0.84	1.14	4.65	202204
MultiMA_TSL_618	38	-5.88	-223.45	-671.018	-67.1	1:01:00	15	23	39.5	681.339	67.44	32	BUSD	binance	-6.4	-6.4	-6.24	-1.48	202205
MultiMA_TSL_618	30	-0.57	-17.25	-51.794	-5.18	1:28:00	19	11	63.3	94.923	9.49	31.6	BUSD	binance	-1.44	-1.44	-1.67	-4.13	202206
MultiMA_TSL_618	31	1.35	41.84	125.643	12.56	1:02:00	26	5	83.9	44.231	3.89	28.8	BUSD	binance	5.77	5.77	14.38	113.76	202207
MultiMA_TSL_618	17	0.45	7.61	22.8494	2.28	1:01:00	13	4	76.5	16.319	1.6	29.6	BUSD	binance	2.06	2.06	3.84	19.09	202208
MultiMA_TSL_618	51	0.75	38.48	115.545	11.55	1:22:00	37	14	72.5	45.555	3.98	32.4	BUSD	binance	3.56	3.56	11.09	122.81	202209
MultiMA_TSL_618	11	-0.44	-4.8	-14.4051	-1.44	1:38:00	6	5	54.5	38.9	3.88	31.7	BUSD	binance	-1.29	-1.29	-1.49	-5.48	202210
MultiMA_TSL_618	71	-0.29	-20.77	-62.3587	-6.24	1:14:00	50	21	70.4	211.319	18.39	39.9	BUSD	binance	-1.14	-1.14	-1.5	-3.42	202211
MultiMA_TSL_618	26	0.51	13.29	39.8988	3.99	0:59:00	20	6	76.9	45.555	4.39	36.7	BUSD	binance	3.07	3.07	5.15	30.4	202212
MultiMA_TSL_618	41	0.57	23.18	69.6175	6.96	0:56:00	33	8	80.5	45.555	4.09	37.7	BUSD	binance	4.04	4.04	8.69	101.73	202301
MultiMA_TSL_618	37	1.02	37.7	113.185	8.71	1:16:00	29	8	78.4	37.382	2.58	36.4	BUSD	binance	7.39	7.39	10.62	239.06	202302
MultiMA_TSL_618	7	2.18	15.24	45.7263	3.52	0:43:00	7	0	100	0	0	35.6	BUSD	binance	10.38	10.38	0	0	202303
MultiMA_TSL_618	12	0.59	7.03	21.1219	1.62	1:04:00	9	3	75	10.147	0.76	37.6	BUSD	binance	3.61	3.61	4.76	140.01	202304
MultiMA_TSL_618	5	1.23	6.15	18.4642	1.42	1:12:00	5	0	100	0	0	36.9	BUSD	binance	6.25	6.25	0	0	202305
MultiMA_TSL_618	7	1.29	9.06	27.2087	2.09	1:06:00	5	2	71.4	46.575	3.56	32.3	BUSD	binance	0.76	0.76	0.78	37.4	202306
MultiMA_TSL_618	7	0.7	4.88	14.6358	1.13	2:21:00	5	2	71.4	0.403	0.03	22.3	BUSD	binance	1.27	1.27	1.36	2219.59	202307
MultiMA_TSL_618	9	1.28	11.5	34.5351	2.66	1:03:00	8	1	88.9	3.67	0.28	20.8	BUSD	binance	5.82	5.82	0	608.89	202308
MultiMA_TSL_618	30	0.93	27.84	83.568	6.43	1:00:00	23	7	76.7	40.398	2.84	22.4	BUSD	binance	4.92	4.92	6.17	144.06	202309
MultiMA_TSL_618	5	-0.08	-0.42	-1.26249	-0.1	1:41:00	4	1	80	13.277	1.01	19.3	BUSD	binance	-0.12	-0.12	0	-5.91	202310
MultiMA_TSL_618	9	0.96	8.64	25.9263	1.99	1:58:00	7	2	77.8	45.441	3.33	19.6	BUSD	binance	0.78	0.78	1.11	39.43	202311
MultiMA_TSL_618	48	0.15	7.19	21.588	2.16	1:36:00	29	19	60.4	68.126	6.47	37.7	USDT	kucoin	1.37	1.37	1.78	10.67	202201
MultiMA_TSL_618	65	0.53	34.57	103.821	10.38	1:34:00	47	18	72.3	48.247	4.22	42.1	USDT	kucoin	3.44	3.44	6.78	115.72	202202
MultiMA_TSL_618	38	-0.88	-33.55	-100.75	-10.07	1:44:00	26	12	68.4	144.925	13.88	47.6	USDT	kucoin	-4.2	-4.2	-4.28	-6.04	202203
MultiMA_TSL_618	38	1.2	45.45	136.5	13.65	1:01:00	30	8	78.9	45.555	3.97	37.8	USDT	kucoin	3.94	3.94	11.76	60.97	202204
MultiMA_TSL_618	194	1.06	206.12	618.979	61.9	1:05:00	133	61	68.6	209.37	13.74	46.8	USDT	kucoin	5.18	5.18	16.14	9614.88	202205
MultiMA_TSL_618	35	0	-0.1	-0.302	-0.03	1:39:00	23	12	65.7	52.618	5	37.1	USDT	kucoin	0.17	0.17	0.24	0.5	202206
MultiMA_TSL_618	31	0.37	11.34	34.0657	3.41	0:49:00	22	9	71	136.665	13.69	30.4	USDT	kucoin	2.2	2.2	3.82	17.13	202207
MultiMA_TSL_618	9	0.19	1.75	5.26716	0.53	1:24:00	7	2	77.8	10.755	1.07	33.5	USDT	kucoin	2.74	2.74	4.22	27.28	202208
MultiMA_TSL_618	12	-0.77	-9.24	-27.7414	-2.77	2:04:00	7	5	58.3	47.497	4.7	30.2	USDT	kucoin	-3.76	-3.76	-3.92	-9.34	202209
MultiMA_TSL_618	8	0.27	2.15	6.45965	0.65	1:30:00	5	3	62.5	7.465	0.74	33.5	USDT	kucoin	1.16	1.16	2.14	10.39	202210
MultiMA_TSL_618	22	1.03	22.55	67.7225	6.77	1:35:00	15	7	68.2	48.652	4.38	38.1	USDT	kucoin	3.04	3.04	8.89	41.48	202211
MultiMA_TSL_618	16	-0.38	-6.03	-18.1151	-1.81	1:34:00	9	7	56.2	60.666	5.89	38.9	USDT	kucoin	-0.33	-0.33	-0.46	-1.83	202212
MultiMA_TSL_618	39	0.48	18.67	56.067	5.61	1:17:00	29	10	74.4	45.555	4.22	45.5	USDT	kucoin	4.07	4.07	6.84	57.48	202301
MultiMA_TSL_618	26	-0.21	-5.52	-16.5734	-1.27	1:58:00	16	10	61.5	62.275	4.65	37.5	USDT	kucoin	-1.12	-1.12	-1.35	-19.41	202302
MultiMA_TSL_618	8	0.76	6.06	18.1926	1.4	0:57:00	6	2	75	11.315	0.86	34.8	USDT	kucoin	1.6	1.6	15.22	100.43	202303
MultiMA_TSL_618	7	2.04	14.3	42.9576	3.3	1:04:00	7	0	100	0	0	34.7	USDT	kucoin	4.68	4.68	0	0	202304
MultiMA_TSL_618	6	-3.61	-21.66	-65.0498	-5	1:24:00	3	3	50	71.273	5.46	35.2	USDT	kucoin	-2.13	-2.13	-2.18	-56.44	202305
MultiMA_TSL_618	7	2.11	14.8	44.4345	3.42	0:45:00	7	0	100	0	0	29.7	USDT	kucoin	6.09	6.09	0	0	202306
MultiMA_TSL_618	8	1.26	10.09	30.2951	2.33	1:46:00	6	2	75	2.082	0.16	18.9	USDT	kucoin	5.17	5.17	30.76	919.23	202307
MultiMA_TSL_618	11	0.57	6.32	18.9699	1.46	1:27:00	9	2	81.8	35.821	2.69	18.7	USDT	kucoin	0.98	0.98	0.69	34.56	202308
MultiMA_TSL_618	28	0.33	9.1	27.3277	2.1	1:19:00	21	7	75	62.822	4.52	20.4	USDT	kucoin	1.51	1.51	1.96	29.62	202309
MultiMA_TSL_618	7	-3.58	-25.05	-75.2301	-5.79	2:44:00	3	4	42.9	75.556	5.83	22.2	USDT	kucoin	-2.74	-2.74	-3.39	-61.16	202310
MultiMA_TSL_618	47	1.06	49.74	149.381	11.49	1:09:00	34	13	72.3	46.49	3.27	31.3	USDT	kucoin	9.97	9.97	8.02	224.05	202311
MultiMA_TSL_618	58	1.03	59.89	179.862	13.84	1:14:00	41	17	70.7	45.554	3.32	30.8	USDT	kucoin	10.14	10.14	10.28	257.14	202312
MultiMA_TSL_618	23	1.05	24.11	72.3886	5.57	0:59:00	18	5	78.3	46.555	3.38	29.6	USDT	kucoin	3.33	3.33	2.93	101.45	202401
MultiMA_TSL_618	7	1.05	7.35	22.0781	1.7	1:31:00	5	2	71.4	4.068	0.31	20.6	USDT	kucoin	2.46	2.46	11.79	377.8	202402
MultiMA_TSL_618	32	-0.1	-3.28	-0.00032849	-0.41	1:09:00	23	9	71.9	0.00164221	2.03	44.9	BTC	binance	0.26	0.26	0.31	1.42	202201
MultiMA_TSL_618	65	0.22	14.19	0.00142011	1.78	1:16:00	45	20	69.2	0.00241773	2.9	34.8	BTC	binance	1.8	1.8	3	12.22	202202
MultiMA_TSL_618	15	0.31	4.6	0.00046061	0.58	1:09:00	12	3	80	0.00082074	1.02	54.8	BTC	binance	0.71	0.71	1.11	4.14	202203
MultiMA_TSL_618	24	-0.32	-7.57	-0.00075774	-0.95	1:34:00	18	6	75	0.0015185	1.89	32.5	BTC	binance	1.02	1.02	1.71	6.5	202204
MultiMA_TSL_618	79	0.97	76.76	0.00768345	9.6	1:08:00	63	16	79.7	0.00196581	2.2	36.6	BTC	binance	4.71	4.71	10.98	50.05	202205
MultiMA_TSL_618	40	1.29	51.56	0.00516096	6.45	1:16:00	29	11	72.5	0.00165091	2	33.8	BTC	binance	4.29	4.29	52.53	267.05	202206
MultiMA_TSL_618	64	0.86	55.34	0.00553965	6.92	1:13:00	47	17	73.4	0.00166151	1.98	32	BTC	binance	5.1	5.1	13.34	50.38	202207
MultiMA_TSL_618	28	1.75	48.99	0.00490373	6.13	0:49:00	23	5	82.1	0.00015197	0.18	30.8	BTC	binance	7.69	7.69	96.9	449.25	202208
MultiMA_TSL_618	24	1.26	30.24	0.00302734	3.78	1:02:00	20	4	83.3	0.0026726	3.12	30.8	BTC	binance	2.58	2.58	12.25	37.21	202209
MultiMA_TSL_618	13	0.79	10.28	0.00102903	1.29	1:10:00	8	5	61.5	0.00020529	0.26	32	BTC	binance	5.04	5.04	55.75	256.2	202210
MultiMA_TSL_618	40	0.2	7.94	0.00079438	0.99	1:21:00	28	12	70	0.00283211	3.44	39	BTC	binance	1.53	1.53	2.17	6.6	202211
MultiMA_TSL_618	17	0.53	9.06	0.0009074	1.13	1:16:00	13	4	76.5	0.0015185	1.88	45	BTC	binance	1.32	1.32	1.66	8.99	202212
MultiMA_TSL_618	27	1.18	31.9	0.00319357	3.99	1:09:00	20	7	74.1	0.00055642	0.69	39.7	BTC	binance	8.92	8.92	196.76	922.74	202301
MultiMA_TSL_618	14	-0.4	-5.56	-0.00055609	-0.62	2:00:00	8	6	57.1	0.00124315	1.37	35.7	BTC	binance	-0.94	-0.94	-1.11	-30.75	202302
MultiMA_TSL_618	15	-0.11	-1.59	-0.00015974	-0.18	1:25:00	11	4	73.3	0.00273798	3.01	38.7	BTC	binance	-0.17	-0.17	-0.18	-3.75	202303
MultiMA_TSL_618	18	1.65	29.7	0.0029707	3.3	1:08:00	14	4	77.8	0.00025574	0.28	39.4	BTC	binance	9.79	9.79	22.2	769.44	202304
MultiMA_TSL_618	21	-1.06	-22.33	-0.00223425	-2.48	1:27:00	14	7	66.7	0.00417447	4.56	40.3	BTC	binance	-2.14	-2.14	-2.17	-33.54	202305
MultiMA_TSL_618	10	-0.84	-8.39	-0.00083944	-0.93	1:01:00	8	2	80	0.00263445	2.9	32.9	BTC	binance	-0.74	-0.74	-196.9	-20.52	202306
MultiMA_TSL_618	17	-0.9	-15.3	-0.00153147	-1.7	1:20:00	11	6	64.7	0.00151801	1.69	22.6	BTC	binance	-1.67	-1.67	-1.52	-62.02	202307
MultiMA_TSL_618	16	1.32	21.1	0.00211097	2.35	1:02:00	14	2	87.5	0.00151721	1.66	22.3	BTC	binance	2.73	2.73	2.43	89.75	202308
MultiMA_TSL_618	24	0.53	12.75	0.00127531	1.42	0:59:00	20	4	83.3	0.00160265	1.73	23.6	BTC	binance	1.52	1.52	1.4	52.3	202309
MultiMA_TSL_618	15	1.75	26.24	0.00262535	2.92	1:01:00	11	4	73.3	0.00066312	0.71	23.2	BTC	binance	4.66	4.66	6.14	251.46	202310
MultiMA_TSL_618	18	0.12	2.08	0.00020807	0.23	1:54:00	11	7	61.1	0.0006227	0.69	26.8	BTC	binance	0.49	0.49	0.66	21.45	202311
MultiMA_TSL_618	23	0.39	8.97	0.00089794	1	1:02:00	15	8	65.2	0.00098187	1.07	26.6	BTC	binance	1.66	1.66	2.04	59.46	202312
MultiMA_TSL_618	32	-0.52	-16.71	-0.00167089	-1.86	1:25:00	19	13	59.4	0.00380299	4.19	31.7	BTC	binance	-2.17	-2.17	-2.1	-28.19	202401
MultiMA_TSL_618	15	0.32	4.77	0.0004781	0.53	1:30:00	11	4	73.3	0.00068694	0.76	18.1	BTC	binance	1.65	1.65	2.25	47.85	202402

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The MultiMA_TSL strategy is a trading strategy that uses multiple moving averages and other indicators to determine buy and sell signals. Here is a breakdown of what the strategy does: In the populate_indicators method: Calculates the EWO (Elder's Force Index) using the fast and slow EWO values. Calculates the RSI (Relative Strength Index) with a time period of 14.

Calculates a rolling 12-period rate of change (ROC) and stores it as "roc_max" in the dataframe.

Returns the updated dataframe.

In the populate_buy_trend method: Calculates various offset values based on different moving averages (EMA, ZEMA, TRIMA) and their corresponding candle periods. Initializes some columns in the dataframe for buy tagging and tracking. Defines conditions for buying based on the offset values, EWO values, and RSI values. Appends the conditions to a list. If any conditions are present: Updates the "buy_copy" and "buy" columns of the dataframe for the selected buy conditions. Returns the updated dataframe. In the populate_sell_trend method: Initializes a column in the dataframe for sell tracking. Calculates offset values for selling based on EMA and TRIMA moving averages. Initializes a list for sell conditions. Adds conditions for selling based on the offset values and volume. If any conditions are present: Updates the "sell_copy" and "sell" columns of the dataframe for the selected sell conditions. If the strategy is not in backtest or hyperopt mode: Sets all values in the "sell" column to 0. Returns the updated dataframe. The last part of the code outside the class definition appears to be a separate function that calculates the difference between two exponential moving averages (EMA) and returns it as "smadif". Overall, the strategy calculates various indicators, sets buy and sell conditions based on moving average offsets, EWO values, and RSI values, and updates corresponding columns in the dataframe to indicate buy and sell signals.

Traceback (most recent call last):
  File "/freqtrade/freqtrade/main.py", line 42, in main
    return_code = args['func'](args)
                  ^^^^^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/commands/optimize_commands.py", line 58, in start_backtesting
    backtesting.start()
  File "/freqtrade/freqtrade/optimize/backtesting.py", line 1401, in start
    min_date, max_date = self.backtest_one_strategy(strat, data, timerange)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/optimize/backtesting.py", line 1335, in backtest_one_strategy
    results = self.backtest(
              ^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/optimize/backtesting.py", line 1213, in backtest
    data: Dict = self._get_ohlcv_as_lists(processed)
                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/optimize/backtesting.py", line 381, in _get_ohlcv_as_lists
    df_analyzed = self.strategy.ft_advise_signals(pair_data, {'pair': pair})
                  ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/strategy/interface.py", line 1392, in ft_advise_signals
    dataframe = self.advise_exit(dataframe, metadata)
                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/strategy/interface.py", line 1443, in advise_exit
    df = self.populate_exit_trend(dataframe, metadata)
         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/freqtrade/freqtrade/strategy/interface.py", line 244, in populate_exit_trend
    return self.populate_sell_trend(dataframe, metadata)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/freqtrade/user_data/strategies/MultiMA_TSL_618.py", line 260, in populate_sell_trend
    dataframe.loc[
  File "/home/ftuser/.local/lib/python3.11/site-packages/pandas/core/indexing.py", line 881, in __setitem__
    indexer = self._get_setitem_indexer(key)
              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/ftuser/.local/lib/python3.11/site-packages/pandas/core/indexing.py", line 734, in _get_setitem_indexer
    self._ensure_listlike_indexer(key)
  File "/home/ftuser/.local/lib/python3.11/site-packages/pandas/core/indexing.py", line 865, in _ensure_listlike_indexer
    self.obj._mgr = self.obj._mgr.reindex_axis(keys, axis=0, only_slice=True)
                    ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/ftuser/.local/lib/python3.11/site-packages/pandas/core/internals/base.py", line 113, in reindex_axis
    new_index, indexer = self.axes[axis].reindex(new_index)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/ftuser/.local/lib/python3.11/site-packages/pandas/core/indexes/base.py", line 4434, in reindex
    raise ValueError("cannot reindex on an axis with duplicate labels")
ValueError: cannot reindex on an axis with duplicate labels

stoploss: -0.15
timeframe: 5m
hash(sha256): 0f11f2269d5577c05b4ca81b8fba1f2cdec44b0303b853cfad826ed517c9aefb
indicators:
volume sell_copy sell trima_offset_sell roc_max
close rsi buy_copy ema_offset_buy trima_offset_buy
runmode ema_offset_sell buy_copybuy ewo sell_copy
rsi_fast zema_offset_buy

No similar strategies found. (based on used indicators)

last change: 2024-03-16 15:02:55