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Quantitative Research & Algorithmic Trading 2025: Comprehensive trading systems including MQL5 Expert Advisors, TradingView Pine Script indicators, Python analytics tools, and self-reviewed research papers on strategy optimization, pattern recognition, orderflow, volume profile analysis, and high-frequency trading.

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Retard Retail | Wanna be Quant | Independent Low-tier Researcher | Algorithmic Trader
Wildmind Quasars LLC © 2025

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Whatever

I'm a person who values Psychology, but I put zer0% discretion when using automated Algorithmic Trading with philosophical trust. I hold no advantage over financial markets; I only risk what I can afford to lose.

I do not have all the knowledge. I'm willing to acknowledge, recognise my blind spot, and earnestly fill what I'm lacking.

Manual & Semi-Algorithmic Trading

Manual Methodologies:        390 pages 

It doesnt mean you can use it if it's free tho Reseatch Paper

Algorithmic Trading Projects Count (not number of files)

  Pinescript language:	      39
  MQL5 language:	           9
  Python language:	          31

  Simple Research papers:	   8  ~  (22, 12, 22, 9, 6, 8, 28, 25 pages)

Sample simple research paper Reseatch Paper

recent update: Dec 31th, 2025

Programable Forte

Pine Script Python Jupyter Notebook C++ MetaTrader 5 MQL5 Roblox Lua Overleaf LaTeX Exness GoCharting StrategyQuantAnalyzer Java Dukascopy Binance ftmo fundednext

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Overview of this Repository

QRAT2025 is a comprehensive repository dedicated to quantitative trading research and development. It integrates a wide array of market analysis and trading strategies, spanning multiple dimensions including: OCHL (Open, Close, High, Low) price-based, time-based, volume-based, news-based methodologies, and more. The repository encompasses both foundational and advanced concepts, ranging from simple technical strategies to sophisticated frameworks such as option flow, order flow, auction market theory, market profile, volume profile, orderbook, and more.

The repository supports both manual and algorithmic trading, with implementations primarily in Pine Script, Python, and MQL5, providing traders and researchers with the tools to design, test, and deploy strategies efficiently. QRAT2025 is structured to cater to diverse trading styles, including intraday, swing, and long-term approaches, and encourages the integration of multi-dimensional market insights for robust strategy development.

These are:

The repository reflects a full-stack trading workflow:
idea → hypothesis → indicator → strategy → automation → statistical validation → portfolio considerations


Open Source Significant Projects

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Files Architecture

QRAT2025/
│
├── MQL5 Folder/
│   ├── 1EATB - Expert Advisor Trading Bot for MT5/
│   ├── 0:00-3:00 Range/
│   ├── 89RS MT5 version/
│   ├── ADX Filter/
│   ├── Volume Profile-based breakout momentum strategy/
│   ├── 6-8 range/
│   ├── Developing POC/
│   ├── H3 0 bar redbear bluebull (indicator)/
│   └── Revised 0-3/
│
├── Pinescript Folder/
│   ├── 0SCT2025/
│   ├── 12pm Key Level/
│   ├── 1D Candle Preview/
│   ├── 3-Candle Pattern Highlighter (1-Minute Only)/
│   ├── General engulfing/
│   ├── 3-Minute Engulfing Pattern (3mEP) - 1m Visible/
│   ├── 30m high & low/
│   ├── 3am to close & 9am to 11am Candle/
│   ├── 4CCP + 4CRP Patterns/
│   ├── 4CCP + 6CBP Pattern Detector + 30minute bars (AsiaManila)/
│   ├── 4CCP Pattern detector/
│   ├── 4CEP + 10CRP Patterns/
│   ├── 4CEP-T1 & T2 Patterns - Tiny Circle Labels on 3rd Candle/
│   ├── 5 Candle Pattern Highlighter (1-Minute Only)/
│   ├── 6CBP Pattern Detector (Bearish & Bullish)/
│   ├── 89RS/
│   ├── AMDX/
│   ├── Buying at Mariana's Trench/
│   ├── Daily Candle in Lower Timeframes/
│   ├── Exact 30m Candles in any timeframe/
│   ├── Highlight Key Hourly Candles/
│   ├── Hourly Range Logic/
│   ├── Manual Key level/
│   ├── Market Profile (Volume based)/
│   ├── OB-OS Multi-Indicator Dashboard/OB/
│   ├── Relative Strength Index/
│   ├── Risk Manager and Position Sizing/
│   ├── Synthetic Gamma Exposure (GEX)/
│   ├── Table Statistics/
│   ├── Time Logic Reference/
│   ├── VROC buy&sell/
│   ├── VWAP with buy&sell spread/
│   ├── Vertical Lines at a Specific Time/
│   ├── Vision Market Profile v3 Simple/
│   ├── v4 Variant 1/
│   ├── v5 Cumulative Delta/
│   ├── v5 Variant 1/
│   ├── v5 Variant 2/
│   └── v6 Sunstoic/
│
├── Python Folder/
│   ├── 3 tick-volume pattern hedge/
│   ├── All country's Total Debt/
│   ├── Bubble Orders/
│   ├── COT Report Interpreter/
│   ├── Candlestick, Tick Volume, Range, Body, Wick/
│   ├── Cummulative Volume/
│   ├── Dec25.2025_Volume Profile based strategy visualization/
│   ├── Dec31_Newsfetching/
│   ├── Downslope Linear Regression/
│   ├── EBP One Candle Strategy/
│   ├── Equity Profile Clasification/
│   ├── Fetching Data from mplfinance/
│   ├── Fetching Portfolio/
│   ├── Law of Large Numbers/
│   ├── Market Profiles/
│   ├── OHRMRSHS (from 89RS)/
│   ├── Rem lookback Algorithm/
│   ├── Remscount Algorithm/
│   ├── The 0.25 precision footprint candles/
│   ├── Ticker Quotes Fetching/
│   ├── Time Alignment/
│   ├── Using Python to plot charts from MT5's data feed, mplfinance, matplotlib, and plotly charts/
│   ├── Variance and Standard Deviations/
│   ├── Volatility-Based Trading Strategy, VTR, ADX, DI, DMag/
│   ├── Volume Spread Analysis/
│   └── Worldmap imprvedversionof1bardelaySwing/
│
└── Research Papers/
    ├── The 1CPMOTS.rp1: Is Treating Trading Worse Than a Coin Flip, but with a Slight Edge, Profitable?/
    ├── The 1HRMRSS.rp1: Design and Optimization of the One Hour Range Median Reversion Stoporder Strategy/
    ├── The 1SSHSHFT.rp1: Is Simultaneous Stopout Hedging Strategy, a High Frequency Trading, an Edge in Retail Level Application?/
    ├── The 3HTMOSDSDT.rp1: Three-hour Timeframe Market Order Strategy with Defined Stoploss and Dynamic Takeprofit/
    ├── The 3HTMOSDSDT.rp2: Portfolio Diversification for 'Three-hour Timeframe Market Order Strategy with Defined Stoploss and Dynamic Takeprofit' Trading Model/
    ├── The 3mTSHSUHC.rp1: Design and Optimization of Three-minute Timeframe Stoporder Hedging Strategy Using Heatmap Candles/
    ├── The 3mTSHSUHC.rp2: Stress Test & Evaluating the Three-minute Timeframe Stoporder Hedging Strategy Using Heatmap Candles/
    └── The 3mTSHSUHC.rp3: Metric Threshold and Minimum Bars Apart Analysis of Three-minute Timeframe Stoporder Hedging Strategy Using Heatmap Candles/

What is it

The QRAT2025 repository serves as a comprehensive collection of trading tools, strategies, indicators, scripts, and research I made for the past few months, focused on algorithmic trading, market analysis, and quantitative strategies across multiple platforms. It organizes content into four main folders—MQL5, Pinescript, Python, and Research Papers, each targeting different aspects of trading development. This structure suggests a trader or developer iteratively building, testing, and refining systems for platforms like MetaTrader 5 (MQL5,C++), TradingView (Pinescript, Javascript), and custom Python environments like for Jupyter notebooks(Python). The naming conventions, such as time-specific ranges and pattern detectors, indicate a strong emphasis on intraday trading, volume analysis, candlestick patterns, and short-term momentum or reversion strategies.


Highlighted profitable MQL5 Expert Advisor (EA)

2026-01-02.17-03-34.mp4
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Citation

Here's the citation if you find these helpful for you. (tho isn't)

@misc{QRAT2025,
  author = {Albeos, Rembrant},
  title = {{QRAT2025}},
  year = {2025},
  url = {https://github.com/algorembrant/QRAT2025},
  note = {GitHub repository}
}
ssstik.io_1767341800245.mp4

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Quantitative Research & Algorithmic Trading 2025: Comprehensive trading systems including MQL5 Expert Advisors, TradingView Pine Script indicators, Python analytics tools, and self-reviewed research papers on strategy optimization, pattern recognition, orderflow, volume profile analysis, and high-frequency trading.

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