data

Unverified ML strategy on Multi by ml4t. BotFinder score 18 out of 100.

Market data acquisition, storage, and update workflows for machine learning for trading.

Source: github

Explorer/Multi/data
18
Data index
MultiMLMedium risk⚠ UnverifiedNEW

data

ml4tGitHub
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Net return
—
Max drawdown
—
Sharpe
—
Profit factor
—
Win rate
—
Track record
0.9y
BotFinder Analysis

BotFinder analysis pending.

About

data

ml4t-data Market data acquisition, storage, and update workflows for machine learning for trading. Use ml4t-data to fetch and validate market data, keep local datasets current, and provide repeatable inputs to research and trading workflows. It includes adapters for equities, futures, foreign exchange, crypto assets, macroeconomic series, factors, and prediction markets. Installation ml4t-data supports CPython 3.12, 3.13, and 3.14 on Linux, macOS, and Windows. Python 3.15 is temporarily excluded while upstream dependencies complete their compatibility work. Provider-specific integrations are optional. Install ml4t-data[yahoo], ml4t-data[databento], ml4t-data[oanda], or ml4t-data[cot] when those adapters are needed. Some providers require network access, an account, credentials, or metered data. The provider guide records each boundary. Quick start The synthetic provider exercises the public OHLCV interface without network access or credentials. Set ML4TDATAPATH to choose the root directory for local datasets. Without an explicit path, the library uses ./data in the current working di

PythonMITOpen-sourcealgorithmic-tradingdata-engineeringfinancefinancial-datamachine-learning-for-tradingmarket-dataml4tparquet
Track record

⚠ No verified equity curve — no track-record source connected.

Risk

Drawdown profile

Data unavailable — contact the owner.

Evidence

Verification ledger

Live-audited
Broker-verified
Capital-backed
Tamper-proof
Historical evolution

How the score has moved

Recalculated at each data collection. Transparency means showing the bad weeks too.

No score history is stored yet — only the current score is shown.

Reviews

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Live monitoring

⚠ No live verification account connected — ask for proof before buying.

Alerts on changes: coming soon

Prop-firm compatibility

Prop-firm compatibility not provided.

Source
ml4t
Since 2014 · 7 bots

Open-source maintainer on GitHub.

Trust 0Profile
Score & reliability18/100
Perf data0/35
Community0/25
Evidence8/20
Recency10/10
Verification0/10

Data-completeness & trust index (not a profitability rating)

Source facts
Stars50
Forks25
Open issues2
LanguagePython
LicenseMIT
Last update2026-09-28
Created2025-11-04
Website
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