Datasets:

lukealvess
/

forex-algotrading-m15-1000-columns

DATE stringdate 2025-08-19 19:15:00 2025-09-03 05:15:00	open float64 0.58 149	high float64 0.58 149	low float64 0.58 149	close float64 0.58 149	tick_volume int64 13 2.57k	spread int64 0 184
2025-08-19 19:30:00	0.64574	0.64582	0.64554	0.64559	520	18
2025-08-19 19:45:00	0.64559	0.6458	0.64549	0.64559	454	18
2025-08-19 20:00:00	0.64559	0.64566	0.64546	0.64555	477	18
2025-08-19 20:15:00	0.64555	0.64562	0.64544	0.64556	421	18
2025-08-19 20:30:00	0.64555	0.64591	0.64554	0.6458	400	18
2025-08-19 20:45:00	0.6458	0.64581	0.64564	0.64574	391	18
2025-08-19 21:00:00	0.64573	0.64573	0.64529	0.64529	437	18
2025-08-19 21:15:00	0.64529	0.64533	0.64521	0.64527	380	18
2025-08-19 21:30:00	0.64526	0.64534	0.64495	0.64496	358	18
2025-08-19 21:45:00	0.64495	0.6452	0.64492	0.64511	522	18
2025-08-19 22:00:00	0.64511	0.64513	0.64489	0.64501	451	18
2025-08-19 22:15:00	0.64501	0.64532	0.645	0.64531	392	18
2025-08-19 22:30:00	0.64532	0.64535	0.64512	0.64516	312	18
2025-08-19 22:45:00	0.64516	0.64524	0.64506	0.64522	309	18
2025-08-19 23:00:00	0.64523	0.64528	0.64517	0.64522	339	18
2025-08-19 23:15:00	0.64522	0.64535	0.64522	0.64532	193	18
2025-08-19 23:30:00	0.64532	0.64535	0.64525	0.64526	251	18
2025-08-19 23:45:00	0.64525	0.64532	0.64513	0.64531	240	18
2025-08-20 00:00:00	0.6448	0.64552	0.6448	0.64521	50	76
2025-08-20 00:15:00	0.64521	0.64538	0.6452	0.64537	122	51
2025-08-20 00:30:00	0.64537	0.64537	0.64523	0.64524	97	42
2025-08-20 00:45:00	0.64523	0.64534	0.6452	0.64524	95	33
2025-08-20 01:00:00	0.6453	0.64543	0.64516	0.64543	170	18
2025-08-20 01:15:00	0.64543	0.64543	0.64534	0.64536	88	18
2025-08-20 01:30:00	0.64536	0.64543	0.64534	0.64537	159	18
2025-08-20 01:45:00	0.64537	0.64547	0.64536	0.64537	152	18
2025-08-20 02:00:00	0.64537	0.64538	0.6452	0.64523	192	18
2025-08-20 02:15:00	0.64523	0.64524	0.64496	0.64512	138	18
2025-08-20 02:30:00	0.64512	0.64533	0.64502	0.64532	176	18
2025-08-20 02:45:00	0.64532	0.64539	0.64519	0.64527	305	18
2025-08-20 03:00:00	0.64527	0.64543	0.64473	0.64481	604	18
2025-08-20 03:15:00	0.6448	0.64505	0.64449	0.64482	387	18
2025-08-20 03:30:00	0.64482	0.64496	0.64473	0.64482	335	18
2025-08-20 03:45:00	0.64482	0.64515	0.6448	0.64503	508	18
2025-08-20 04:00:00	0.64503	0.64537	0.64494	0.64503	486	18
2025-08-20 04:15:00	0.64503	0.6451	0.64433	0.64439	432	18
2025-08-20 04:30:00	0.64439	0.64483	0.64427	0.64479	501	18
2025-08-20 04:45:00	0.6448	0.64483	0.64459	0.64471	471	18
2025-08-20 05:00:00	0.64471	0.64473	0.64336	0.64356	1,210	18
2025-08-20 05:15:00	0.64356	0.64359	0.64307	0.64334	708	18
2025-08-20 05:30:00	0.64334	0.64388	0.64304	0.64309	581	18
2025-08-20 05:45:00	0.64309	0.64366	0.64283	0.64344	571	18
2025-08-20 06:00:00	0.64343	0.6441	0.64341	0.64359	754	18
2025-08-20 06:15:00	0.64356	0.64402	0.64353	0.64377	466	18
2025-08-20 06:30:00	0.64378	0.64407	0.64356	0.64378	432	18
2025-08-20 06:45:00	0.64378	0.64381	0.64315	0.64321	458	18
2025-08-20 07:00:00	0.6432	0.64375	0.64318	0.64368	323	18
2025-08-20 07:15:00	0.64368	0.6441	0.64358	0.64405	333	18
2025-08-20 07:30:00	0.64405	0.64429	0.64396	0.64419	280	18
2025-08-20 07:45:00	0.64419	0.64443	0.6441	0.64429	317	18
2025-08-20 08:00:00	0.6443	0.64432	0.64399	0.64416	340	18
2025-08-20 08:15:00	0.64415	0.64446	0.64406	0.64445	290	18
2025-08-20 08:30:00	0.64445	0.6447	0.64433	0.64435	347	18
2025-08-20 08:45:00	0.64436	0.64478	0.64423	0.64476	348	18
2025-08-20 09:00:00	0.64474	0.64484	0.64378	0.64406	830	18
2025-08-20 09:15:00	0.64405	0.64443	0.64366	0.64394	698	18
2025-08-20 09:30:00	0.64393	0.64455	0.64393	0.64449	568	18
2025-08-20 09:45:00	0.64449	0.64458	0.64417	0.64423	480	18
2025-08-20 10:00:00	0.64422	0.64458	0.64422	0.64432	668	18
2025-08-20 10:15:00	0.64432	0.64434	0.64405	0.64428	472	18
2025-08-20 10:30:00	0.64428	0.64428	0.64375	0.64391	470	18
2025-08-20 10:45:00	0.64391	0.64408	0.64347	0.64406	525	18
2025-08-20 11:00:00	0.64406	0.64412	0.643	0.64303	528	18
2025-08-20 11:15:00	0.64303	0.64333	0.64262	0.64262	489	18
2025-08-20 11:30:00	0.64261	0.64338	0.64248	0.64314	499	18
2025-08-20 11:45:00	0.64313	0.64344	0.64306	0.6433	309	18
2025-08-20 12:00:00	0.6433	0.64362	0.64326	0.6435	442	18
2025-08-20 12:15:00	0.64347	0.64357	0.64309	0.64326	355	18
2025-08-20 12:30:00	0.64326	0.64355	0.64315	0.64348	363	18
2025-08-20 12:45:00	0.64348	0.64359	0.64339	0.64358	388	18
2025-08-20 13:00:00	0.64358	0.64366	0.64326	0.64361	332	18
2025-08-20 13:15:00	0.64361	0.64362	0.64325	0.64347	405	18
2025-08-20 13:30:00	0.64347	0.64353	0.64324	0.64333	335	18
2025-08-20 13:45:00	0.64333	0.64351	0.64315	0.64334	306	18
2025-08-20 14:00:00	0.64334	0.64353	0.64325	0.64342	294	18
2025-08-20 14:15:00	0.64342	0.64359	0.64329	0.64336	273	18
2025-08-20 14:30:00	0.64336	0.64346	0.64308	0.64309	291	18
2025-08-20 14:45:00	0.64309	0.64332	0.643	0.64302	426	18
2025-08-20 15:00:00	0.64302	0.64385	0.64302	0.64384	488	18
2025-08-20 15:15:00	0.64383	0.64425	0.64377	0.64421	427	18
2025-08-20 15:30:00	0.64421	0.64476	0.64408	0.64452	711	4
2025-08-20 15:45:00	0.64452	0.64453	0.64411	0.64428	562	18
2025-08-20 16:00:00	0.64428	0.64436	0.6439	0.64398	523	18
2025-08-20 16:15:00	0.64399	0.64416	0.64384	0.64401	404	18
2025-08-20 16:30:00	0.64402	0.64432	0.64383	0.64432	691	18
2025-08-20 16:45:00	0.64432	0.64432	0.64263	0.64274	1,020	18
2025-08-20 17:00:00	0.64275	0.64322	0.64253	0.64254	917	18
2025-08-20 17:15:00	0.64254	0.64297	0.64233	0.64238	817	18
2025-08-20 17:30:00	0.64239	0.64271	0.64228	0.64251	702	18
2025-08-20 17:45:00	0.64252	0.64304	0.64234	0.64293	953	18
2025-08-20 18:00:00	0.64293	0.6434	0.64284	0.64317	645	18
2025-08-20 18:15:00	0.6432	0.64383	0.64315	0.64383	611	18
2025-08-20 18:30:00	0.64383	0.64384	0.64329	0.64332	560	18
2025-08-20 18:45:00	0.64332	0.64338	0.64257	0.64263	655	18
2025-08-20 19:00:00	0.64263	0.64321	0.64263	0.64316	532	18
2025-08-20 19:15:00	0.64315	0.64354	0.64315	0.64335	482	18
2025-08-20 19:30:00	0.64335	0.64347	0.64326	0.64339	425	18
2025-08-20 19:45:00	0.64339	0.64349	0.64325	0.64341	426	18
2025-08-20 20:00:00	0.6434	0.64367	0.64336	0.64349	465	18
2025-08-20 20:15:00	0.64349	0.64368	0.64338	0.64353	483	18

End of preview. Expand in Data Studio

FOREX Algotrading M15 1000 Columns

Descrição

Este dataset contém dados históricos de Forex em intervalos de 15 minutos (M15), incluindo múltiplos pares de moedas. É voltado para análise de séries temporais e desenvolvimento de algoritmos de trading automatizados. Cada arquivo CSV contém 1000 colunas com dados de mercado, como preços de abertura, fechamento, máxima e mínima, volume e spread.

Estrutura do dataset

Cada arquivo CSV possui as seguintes colunas:

Coluna	Descrição
DATE	Data e hora do registro (timestamp)
open	Preço de abertura
high	Preço máximo
low	Preço mínimo
close	Preço de fechamento
tick_volume	Volume de ticks
spread	Diferença entre compra e venda

Observação: para análise e modelagem, você pode descartar a coluna DATE se quiser apenas os valores numéricos.

Licença

Este dataset está disponível sob a licença CC BY 4.0, permitindo uso, compartilhamento e adaptação com atribuição ao autor.

Exemplo de uso em Python

Você pode carregar o dataset usando o pacote datasets do Hugging Face:

from datasets import load_dataset
import pandas as pd

# Carregar o dataset do Hugging Face Hub
dataset = load_dataset("lukealvess/FOREX_ALGOTRADING_M15_1000_COLUMNS")

# Converter para pandas DataFrame
df = pd.DataFrame(dataset['train'])

print(df.head())

Downloads last month: 90

Size of downloaded dataset files:

431 kB

Size of the auto-converted Parquet files:

261 kB

Number of rows:

7,000