Datasets:

AdityaaXD
/

Multi-Model-Trading-Data

Date string	open float64	high float64	low float64	close float64	volume int64	rsi float64	macd float64	macd_signal float64	bb_width float64	atr float64	dist_sma50 float64	obv_pct float64	adx float64	stoch_rsi_k float64	stoch_rsi_d float64	return float64	target int64
2015-02-19	236.410004	242.671997	235.591995	240.283005	18,270,500	52.001866	-0.513927	-3.333997	0.176524	15.888021	-0.005834	-0.138826	19.978925	0.564023	0.54165	0.01455	1
2015-02-20	240.251007	247.100998	239.298996	243.779007	23,876,700	53.464757	0.224147	-2.622368	0.176574	15.310448	0.014546	-0.210671	20.618414	0.55397	0.550588	0.003097	1
2015-02-21	243.751999	255.320007	243.184006	244.533997	12,284,200	53.792291	0.860083	-1.925878	0.182485	15.083702	0.023695	-0.137315	21.670558	0.604701	0.574231	-0.034993	0
2015-02-22	244.544006	246.391998	233.850998	235.977005	19,527,000	49.536646	0.665913	-1.40752	0.181564	14.902081	-0.008382	0.25302	21.686243	0.557999	0.572223	0.012353	1
2015-02-23	235.994995	240.108994	232.421005	238.891998	16,400,000	50.959949	0.738732	-0.97827	0.182263	14.386788	0.006007	-0.169592	21.560267	0.510547	0.557749	-0.000657	0
2015-02-24	238.998001	239.901001	236.401993	238.735001	14,200,400	50.876719	0.774841	-0.627648	0.182127	13.60909	0.008381	0.176836	21.443288	0.455313	0.507953	-0.005299	0
2015-02-25	238.889999	239.339996	235.529999	237.470001	11,496,200	50.165765	0.693389	-0.36344	0.171244	12.909155	0.007183	0.121649	21.237981	0.449902	0.471921	-0.004396	0
2015-02-26	237.337006	237.710007	234.257004	236.425995	13,619,400	49.550353	0.53839	-0.183074	0.164863	12.233715	0.007705	0.128486	20.89967	0.289053	0.398089	0.073604	1
2015-02-27	236.436005	256.653015	236.436005	253.828003	44,013,900	58.654992	1.799011	0.213343	0.176438	12.804666	0.084606	-0.367952	21.888057	0.418676	0.385877	0.001714	1
2015-02-28	253.520004	254.692001	249.479004	254.263	13,949,300	58.854884	2.800875	0.730849	0.180918	12.262404	0.089831	-0.184503	22.805846	0.623099	0.44361	0.023358	1
2015-03-01	254.283005	261.660004	245.932999	260.201996	25,213,700	61.585602	4.027659	1.390211	0.185032	12.509875	0.116684	-0.408945	24.055378	0.955998	0.665925	0.059446	1
2015-03-02	260.356995	276.300995	258.312988	275.670013	40,465,700	67.614237	6.176832	2.347535	0.210162	12.90117	0.182051	-1.110423	25.90509	1	0.859699	0.021881	1
2015-03-03	275.04599	285.79599	268.161011	281.701996	50,461,300	69.616724	8.271449	3.532318	0.233015	13.239299	0.206477	12.540097	27.985383	1	0.985333	-0.030564	0
2015-03-04	281.98999	284.225006	268.126007	273.09201	41,383,000	63.574135	9.131432	4.652141	0.2332	13.443564	0.164889	-0.759526	29.912626	0.899692	0.966564	0.0113	1
2015-03-05	272.739014	281.666992	264.769012	276.178009	41,302,400	64.75496	9.947323	5.711177	0.246541	13.690308	0.168278	3.152302	31.260278	0.818986	0.906226	-0.01251	0
2015-03-06	275.600006	277.608002	270.015015	272.722992	28,918,900	62.319189	10.19758	6.608458	0.257317	13.254785	0.147558	-0.531552	32.511669	0.697845	0.805507	0.012973	1
2015-03-07	272.294006	277.854004	270.132996	276.260986	17,825,900	63.819992	10.559672	7.398701	0.263	12.859515	0.155815	0.699445	33.686047	0.701926	0.739586	-0.006903	0
2015-03-08	276.433014	277.858002	272.565002	274.354004	22,067,900	62.37785	10.5709	8.033141	0.261666	12.31905	0.140669	-0.509514	34.776757	0.662384	0.687385	0.055596	1
2015-03-09	274.812012	292.700989	273.893005	289.606995	59,178,200	68.507687	11.675994	8.761711	0.281458	12.782545	0.196201	2.78567	36.487206	0.765101	0.709804	0.007434	1
2015-03-10	289.862	300.044006	289.743011	291.76001	67,770,800	69.268822	12.580499	9.525469	0.291465	12.615007	0.197487	0.84269	38.348237	0.855549	0.761011	0.015831	1
2015-03-11	291.524994	297.390991	290.507996	296.378998	33,963,900	70.894081	13.514255	10.323226	0.304044	12.205577	0.20801	0.229187	40.076338	0.975798	0.865483	-0.006832	0
2015-03-12	296.127014	297.088013	292.412994	294.354004	32,585,200	69.167034	13.930284	11.044638	0.310944	11.66768	0.193195	-0.178886	41.681002	0.947184	0.926177	-0.030633	0
2015-03-13	294.118011	294.497986	285.337006	285.337006	31,421,500	61.932126	13.378178	11.511346	0.306779	11.48863	0.151794	-0.210077	42.007853	0.704831	0.875938	-0.012098	0
2015-03-14	284.441986	286.34201	280.976013	281.88501	22,612,300	59.371733	12.517786	11.712634	0.288149	11.051299	0.133376	-0.191386	41.659988	0.371498	0.674504	0.015992	1
2015-03-15	281.424988	286.528992	280.996002	286.393005	11,970,100	61.604138	12.060649	11.782237	0.270843	10.657134	0.147943	0.125292	41.34986	0.149783	0.408704	0.014665	1
2015-03-16	285.684998	294.112	285.684998	290.592987	21,516,100	63.610325	11.900091	11.805808	0.250303	10.497839	0.161345	0.200135	41.56069	0.187201	0.23616	-0.017509	0
2015-03-17	290.595001	292.36499	284.373993	285.505005	21,497,200	59.550956	11.232805	11.691207	0.217694	10.318779	0.139914	-0.166614	41.547006	0.192386	0.176457	-0.102296	0
2015-03-18	285.066986	285.335999	249.869995	256.299011	57,008,000	42.704302	8.252171	11.0034	0.185197	12.127081	0.023893	-0.530175	39.314866	0.127804	0.169131	0.018061	1
2015-03-19	255.880005	264.243988	248.636002	260.928009	52,732,000	45.343467	6.192139	10.041148	0.176589	12.375717	0.04014	1.043812	37.331103	0.036392	0.118861	0.003146	1
2015-03-20	260.955994	264.847992	259.161987	261.748993	18,456,700	45.820134	4.57308	8.947534	0.167205	11.897881	0.041069	0.178756	35.431166	0.068051	0.077416	-0.006586	0
2015-03-21	261.644012	262.196014	255.649994	260.024994	17,130,100	44.933929	3.114945	7.781016	0.167412	11.515605	0.031455	-0.140748	33.944337	0.094415	0.066286	0.030516	1
2015-03-22	259.916992	269.747009	259.589996	267.959991	18,438,100	49.75117	2.570024	6.738818	0.170722	11.418563	0.05869	0.176311	31.814498	0.146535	0.103	-0.004553	0
2015-03-23	267.894989	277.296997	261.744995	266.73999	22,811,900	49.040824	2.016482	5.794351	0.174386	11.713808	0.050569	-0.185439	29.914443	0.184618	0.141856	-0.079272	0
2015-03-24	266.576996	267.002991	244.154999	245.595001	40,073,700	38.721506	-0.126964	4.610088	0.201859	12.509107	-0.033273	-0.399923	28.785959	0.158253	0.163135	0.002451	1
2015-03-25	247.472	249.190002	236.514999	246.197006	35,866,900	39.114318	-1.756833	3.336704	0.223972	12.520957	-0.032345	0.596491	28.223526	0.079228	0.1407	0.009484	1
2015-03-26	246.276001	254.354004	244.904999	248.531998	25,730,000	40.702086	-2.827507	2.103862	0.23979	12.301532	-0.024829	0.26803	27.230884	0.030826	0.089436	-0.006047	0
2015-03-27	248.565994	256.811005	245.212997	247.029007	17,274,900	39.979377	-3.754029	0.932283	0.255043	12.25128	-0.032997	-0.141915	26.087439	0.047673	0.052576	0.023354	1
2015-03-28	246.975006	254.205002	246.975006	252.798004	16,040,900	44.083457	-3.97695	-0.049563	0.263077	11.892617	-0.012774	0.153572	25.025667	0.115184	0.064561	-0.039894	0
2015-03-29	252.740005	253.139008	240.850006	242.712997	21,699,400	39.055843	-4.910785	-1.021808	0.27206	11.92093	-0.053264	-0.180089	24.501254	0.093136	0.085331	0.01983	1
2015-03-30	242.878998	249.242004	239.214005	247.526001	23,009,600	42.430308	-5.202514	-1.857949	0.270083	11.785721	-0.036303	0.232906	24.134867	0.135642	0.114654	-0.01334	0
2015-03-31	247.453995	248.729996	242.738998	244.223999	22,672,000	40.762746	-5.635197	-2.613399	0.260647	11.371812	-0.050941	-0.186137	23.794651	0.125519	0.118099	0.01248	1
2015-04-01	244.223007	247.541	241.160004	247.272003	22,877,200	42.990049	-5.666829	-3.224085	0.244802	11.015325	-0.041141	0.230778	23.607961	0.250043	0.170401	0.023185	1
2015-04-02	247.089005	254.460999	245.416	253.005005	26,272,600	47.024727	-5.1697	-3.613208	0.232358	10.874587	-0.021476	0.215335	22.605732	0.441627	0.272397	0.005205	1
2015-04-03	253.074005	256.042999	251.878998	254.322006	23,146,600	47.936281	-4.616237	-3.813814	0.220277	10.39526	-0.018853	0.1561	21.494815	0.658423	0.450031	-0.002458	0
2015-04-04	254.291	255.257996	251.100006	253.697006	12,493,500	47.518403	-4.179863	-3.887023	0.197839	9.949741	-0.022642	-0.072879	20.54336	0.795276	0.631775	0.027202	1
2015-04-05	253.761002	260.674988	251.942001	260.597992	19,649,200	52.44757	-3.239835	-3.757586	0.158336	9.86283	0.00369	0.123631	19.132443	0.877674	0.777124	-0.019593	0
2015-04-06	260.721008	261.798004	254.574997	255.492004	20,034,200	48.795809	-2.873739	-3.580816	0.115499	9.674271	-0.01754	-0.112184	17.951042	0.84384	0.83893	-0.009049	0
2015-04-07	255.274002	255.804993	252.205002	253.179993	18,467,400	47.193472	-2.738597	-3.412373	0.115172	9.240394	-0.027876	-0.116478	16.774185	0.780538	0.834018	-0.032222	0
2015-04-08	253.063995	253.847	244.214996	245.022003	30,086,400	41.957914	-3.252288	-3.380356	0.115718	9.268366	-0.059302	-0.214778	16.566999	0.51944	0.714606	-0.005493	0
2015-04-09	244.751007	246.117996	239.399994	243.675995	21,643,500	41.146828	-3.725062	-3.449297	0.115186	9.086197	-0.064997	-0.196768	16.839098	0.326836	0.542272	-0.031205	0
2015-04-10	243.694	243.694	232.770996	236.072006	28,882,000	36.81692	-4.659605	-3.691359	0.123721	9.217398	-0.093881	-0.326899	17.664335	0.124282	0.323519	0.002033	1
2015-04-11	236.016006	239.537003	234.175003	236.552002	16,365,200	37.265694	-5.300405	-4.013168	0.116224	8.942012	-0.091535	0.275186	18.430627	0.061617	0.170912	-0.001687	0
2015-04-12	236.535004	237.727997	233.494995	236.153	12,387,900	37.03024	-5.773883	-4.365311	0.105448	8.605654	-0.092483	-0.163354	19.202719	0.01412	0.066673	-0.048977	0
2015-04-13	235.949997	236.934998	221.996002	224.587006	31,181,800	30.929736	-7.001685	-4.892586	0.13335	9.058036	-0.136174	-0.491464	20.815864	0.01412	0.029952	-0.024169	0
2015-04-14	224.759003	224.975998	216.322998	219.158997	31,719,000	28.552382	-8.31685	-5.577439	0.165525	9.029104	-0.15577	-0.983078	22.671781	0.004549	0.010929	0.021327	1
2015-04-15	219.072998	223.832993	218.649002	223.832993	22,562,000	33.306129	-8.879617	-6.237874	0.182154	8.754453	-0.136774	41.322647	24.395133	0.066314	0.028328	0.021177	1
2015-04-16	223.917007	229.671997	223.917007	228.572998	24,805,400	37.82412	-8.841219	-6.758543	0.190333	8.546207	-0.117889	1.073455	25.018179	0.195653	0.088839	-0.024898	0
2015-04-17	228.574997	228.906006	221.942001	222.882004	20,429,800	34.777929	-9.164363	-7.239707	0.200591	8.433193	-0.138951	-0.42639	25.753574	0.282498	0.181488	0.002127	1
2015-04-18	222.852997	224.315994	220.876007	223.356003	12,939,000	35.245697	-9.27529	-7.646824	0.211654	8.076535	-0.135084	0.47079	26.522968	0.309555	0.262568	-0.003385	0
2015-04-19	223.455994	226.352997	222.373001	222.600006	15,021,500	34.816801	-9.316804	-7.98082	0.220435	7.783925	-0.135892	-0.371611	26.875535	0.283367	0.291807	0.009102	1
2015-04-20	222.612	226.350998	221.977005	224.626007	18,364,700	37.028346	-9.081537	-8.200963	0.226643	7.540359	-0.125613	0.722988	27.24066	0.348086	0.313669	0.047381	1
2015-04-21	224.619995	235.268997	224.300995	235.268997	24,978,000	47.168836	-7.944704	-8.149711	0.224703	7.78519	-0.081294	0.57072	26.094724	0.588049	0.406501	-0.004646	0
2015-04-22	235.602005	237.908997	233.475998	234.175995	23,847,900	46.343474	-7.050676	-7.929904	0.2178	7.545748	-0.082155	-0.34691	24.650866	0.803452	0.579863	0.009762	1
2015-04-23	234.052994	236.475006	233.199005	236.462006	17,036,000	48.378013	-6.087517	-7.561427	0.207595	7.240766	-0.070526	0.379456	23.346267	0.985222	0.792241	-0.021965	0
2015-04-24	235.970001	236.304993	229.932999	231.268005	21,448,700	44.27061	-5.677868	-7.184715	0.196946	7.189926	-0.087722	-0.346327	22.561969	0.916163	0.901612	-0.021092	0
2015-04-25	231.235001	232.561005	226.337006	226.389999	13,957,200	40.769693	-5.681342	-6.884041	0.172061	7.120931	-0.103687	-0.344765	22.274409	0.803021	0.901468	-0.030743	0
2015-04-26	226.410004	226.944	214.873993	219.429993	28,943,700	36.352444	-6.174533	-6.742139	0.155699	7.474437	-0.127316	-1.091145	23.140047	0.600832	0.773338	0.044916	1
2015-04-27	219.429001	233.304993	218.022995	229.285995	38,574,000	45.377713	-5.704338	-6.534579	0.129551	8.03212	-0.084838	-15.954807	22.943551	0.619446	0.674433	-0.014964	0
2015-04-28	228.968994	229.494995	223.069	225.854996	21,469,200	43.087208	-5.544642	-6.336592	0.115955	7.917396	-0.093921	-0.593789	22.761089	0.630354	0.616877	-0.000208	0
2015-04-29	225.591003	227.039993	223.429993	225.807999	18,936,500	43.055149	-5.360087	-6.141291	0.100781	7.609725	-0.08929	-1.289329	22.591661	0.702081	0.650627	0.045778	1
2015-04-30	225.692993	239.563004	224.992996	236.145004	33,818,600	51.587462	-4.329804	-5.778993	0.100868	8.106888	-0.04295	-7.958434	21.275537	0.752526	0.694987	-0.017218	0
2015-05-01	235.938995	238.966003	232.078995	232.078995	18,815,300	48.508606	-3.797614	-5.382718	0.096568	8.019754	-0.054657	-0.636314	20.053421	0.808343	0.754317	0.012285	1
2015-05-02	232.341003	235.727005	232.341003	234.929993	12,535,500	50.729096	-3.109949	-4.928164	0.095084	7.707487	-0.039098	1.165671	18.9186	0.921744	0.827538	0.023105	1
2015-05-03	234.880005	243.240005	234.082993	240.358002	18,494,100	54.731651	-2.102735	-4.363078	0.105009	7.811024	-0.013545	0.7941	18.772319	0.921744	0.883944	-0.005575	0
2015-05-04	240.356003	242.638	237.809998	239.018005	21,223,400	53.574598	-1.396538	-3.76977	0.104462	7.597951	-0.015215	-0.507937	18.636487	0.961954	0.935147	-0.01212	0
2015-05-05	238.852005	239.203995	232.054001	236.121002	23,929,100	51.06134	-1.058436	-3.227503	0.104277	7.565954	-0.022765	-1.163861	17.630649	0.912449	0.932049	-0.026846	0
2015-05-06	236.248993	236.453995	229.231003	229.781998	29,587,200	45.978675	-1.287154	-2.839433	0.104059	7.541457	-0.044593	8.78218	16.439733	0.753701	0.876035	0.032866	1
2015-05-07	229.662003	239.104996	228.572998	237.334	29,064,400	52.096439	-0.849242	-2.441395	0.102589	7.755067	-0.011634	-0.88191	15.562096	0.726892	0.797681	0.02751	1
2015-05-08	237.203995	246.274994	236.274002	243.863007	27,445,500	56.665539	0.024362	-1.948244	0.108169	7.91549	0.017001	-7.052128	15.626876	0.793459	0.758017	-0.008328	0
2015-05-09	243.768997	247.804001	239.639008	241.832001	19,790,500	54.910969	0.546514	-1.449292	0.106918	7.933312	0.010209	-0.840229	15.858054	0.923415	0.814589	-0.006351	0
2015-05-10	241.729004	244.067993	238.848999	240.296005	15,019,100	53.560272	0.82685	-0.994064	0.104533	7.739432	0.00545	-3.991049	15.93943	0.895157	0.870677	0.007749	1
2015-05-11	240.298996	244.270004	239.376007	242.158005	20,892,300	55.005166	1.185599	-0.558131	0.108864	7.536187	0.015434	-1.856119	16.040514	0.854492	0.891021	-0.00432	0
2015-05-12	242.145004	242.880997	240.098999	241.112	19,282,600	53.988941	1.369718	-0.172561	0.111762	7.196602	0.013225	-2.001018	16.134378	0.817731	0.855793	-0.019638	0
2015-05-13	241.397995	243.703995	235.044998	236.376999	27,180,100	49.528173	1.12064	0.086079	0.111743	7.301059	-0.005903	2.817699	15.290817	0.671162	0.781128	0.002335	1
2015-05-14	236.214005	237.798996	234.057007	236.929001	24,413,700	50.046349	0.956757	0.260214	0.111228	7.046839	-0.002804	-0.662942	14.337305	0.505367	0.664753	0.002853	1
2015-05-15	236.955002	238.753006	236.794998	237.604996	16,329,400	50.713682	0.871381	0.382448	0.106434	6.683351	0.000962	-1.31555	13.614404	0.385276	0.520602	-0.006111	0
2015-05-16	237.643997	237.697006	235.294998	236.153	11,089,700	49.193521	0.678732	0.441704	0.086241	6.377541	-0.004242	-2.831319	12.661753	0.374838	0.421827	0.002748	1
2015-05-17	236.009995	238.024994	236.009995	236.802002	11,134,300	49.91617	0.571833	0.46773	0.081886	6.065931	-0.000157	-1.552272	11.839992	0.370778	0.376964	-0.015515	0
2015-05-18	236.886993	237.210007	232.460007	233.128006	16,780,300	45.933157	0.188482	0.41188	0.072028	5.971936	-0.014872	-4.235956	11.58539	0.223088	0.322901	-0.005066	0
2015-05-19	233.037003	234.151001	231.817001	231.947006	14,241,900	44.698465	-0.208223	0.28786	0.061227	5.712083	-0.01857	1.111008	11.466015	0.122814	0.238893	0.008929	1
2015-05-20	231.889999	234.682999	231.841995	234.018005	15,499,400	47.370116	-0.351452	0.159997	0.062266	5.507006	-0.008952	-0.572762	11.23216	0.074417	0.140106	0.005666	1
2015-05-21	234.016006	236.242004	233.835007	235.343994	15,108,900	49.066751	-0.353885	0.057221	0.059585	5.285577	-0.002328	-1.30684	10.650898	0.196092	0.131108	0.021263	1
2015-05-22	235.320999	240.968994	235.059998	240.348007	27,003,000	54.966759	0.047421	0.055261	0.059837	5.330107	0.019979	7.611848	10.650939	0.528183	0.266231	-0.006141	0
2015-05-23	240.285995	241.024994	238.690994	238.871994	14,605,000	53.015953	0.24355	0.092919	0.059102	5.116099	0.015047	-0.478061	10.661815	0.722766	0.482347	0.008712	1
2015-05-24	238.975998	241.977997	238.811005	240.953003	11,508,000	55.418318	0.560444	0.186424	0.060221	4.976877	0.025	0.721709	10.86422	0.934424	0.728458	-0.015949	0
2015-05-25	240.927002	241.020996	236.636993	237.110001	14,423,900	50.303094	0.495771	0.248293	0.059985	4.934529	0.010671	-0.525394	10.492529	0.776608	0.811266	0.000025	1
2015-05-26	237.104004	238.242004	235.692001	237.115997	16,425,000	50.310801	0.43993	0.28662	0.051858	4.764206	0.012283	1.260592	9.911133	0.682124	0.797719	0.000704	1
2015-05-27	237.065002	238.636002	236.695007	237.283005	18,837,000	50.540852	0.404488	0.310194	0.051868	4.562548	0.014373	0.639527	9.46794	0.53046	0.663064	0.000527	1
2015-05-28	237.257004	237.824005	236.651993	237.408005	13,829,600	50.724739	0.382083	0.324572	0.046682	4.320367	0.015568	0.286377	9.044352	0.543571	0.585385	-0.001314	0
2015-05-29	237.376999	237.522003	235.731003	237.095993	14,805,000	50.222801	0.335285	0.326715	0.043845	4.139698	0.014805	-0.238324	8.413047	0.540834	0.538288	-0.015821	0

End of preview. Expand in Data Studio

📊 Multi-Model Trading Data

Bitcoin (BTC-USD) historical price data with technical indicators for ML/DL trading models.

📁 Dataset Files

File	Description	Rows	Columns
`btc_usd_historical.csv`	Raw OHLCV data	~3,653	5
`btc_usd_features.csv`	Processed with indicators	~3,603	17

📅 Date Range

Start: 2015-01-01
End: 2025-01-01
Frequency: Daily

📈 Features in `btc_usd_features.csv`

Raw OHLCV

open, high, low, close, volume

Technical Indicators

Feature	Description
`rsi`	Relative Strength Index (14-period)
`macd`	MACD Line
`macd_signal`	MACD Signal Line
`bb_width`	Bollinger Band Width
`atr`	Average True Range
`dist_sma50`	Distance from 50-day SMA
`obv_pct`	On-Balance Volume % Change
`adx`	Average Directional Index
`stoch_rsi_k`	Stochastic RSI %K
`stoch_rsi_d`	Stochastic RSI %D

Target Variables

return — Next-day return (%)
target — Binary label (1 = price up, 0 = price down)

🚀 Usage

from datasets import load_dataset

# Load dataset
dataset = load_dataset("AdityaaXD/Multi-Model-Trading-Data")

# Or with pandas
import pandas as pd
df = pd.read_csv("hf://datasets/AdityaaXD/Multi-Model-Trading-Data/btc_usd_features.csv")