Finance

Unverified ML strategy on Indices by shashankvemuri. BotFinder score 18 out of 100.

Python toolkit for quantitative finance: stock analysis, technical indicators, strategy backtesting, portfolio optimization, and financial modeling.

Source: github

Explorer/Indices/Finance
18
Data index
IndicesMLMedium risk⚠ Unverified

Finance

shashankvemuriGitHub
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Free
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Net return
—
Max drawdown
—
Sharpe
—
Profit factor
—
Win rate
—
Track record
6.7y
BotFinder Analysis

BotFinder analysis pending.

About

Finance

Finance Finance is a Python toolkit for market data, technical indicators, financial analysis, stock screening, strategy research, backtesting, portfolios and statistical models. Calculations use explicit inputs, a small dependency set and tested execution conventions. Models and trading rules are research tools; runnable examples are the starting point. Install Python 3.12 or newer: Core dependencies are NumPy and pandas. Add only the features you need: Use Download normalized, consistently adjusted OHLCV with the data extra: Calculate indicators without any network access: Generate close-time signals and execute them at the next open: Returns and rates are fractions; RSI is 0–100. Warm-up values remain missing. The modest backtester tracks cash, fractional shares, long/short fills, commission, slippage and borrow costs. Read the calculation and execution conventions before interpreting results. Explore | Area | Capabilities | | --- | --- | | data | OHLCV/intraday, Finviz discovery, statements, calendars, analysts, news, transcripts, insiders and universes | | indicators | Moving av

PythonMITOpen-sourcealgorithmic-tradingdata-sciencefinancemachine-learningpandaspythonquantitative-financestock
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.

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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
shashankvemuri
Since 2015 · 1 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
Stars4,301
Forks374
Open issues4
LanguagePython
LicenseMIT
Last update2026-09-12
Created2020-02-09
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Finance by shashankvemuri — Unverified | BotFinder