Edit Statistical MappingEdit Statistical Mapping (ESM) is a statistical technique used mainly in data validation, error detection, and imputation. It’s often applied in official statistics and large surveys. The method works by:
Defining a set of edits (logical or mathematical rules) that data records must satisfy.
Example: Income ≥ 0, Age ≥ 15 if Employment Status = “Employed”.
Identifying inconsistencies in the data when these edits are violated.
Using statistical mapping to correct or impute missing/inconsistent values based on relationships in the dataset.
Ensuring coherence of microdata so that it aligns with macro-level aggregates.
Supporting survey data cleaning, census editing, and economic statistics preparation.
It’s particularly important for official statistics agencies because data collected from respondents often contains errors, missing entries, or contradictions. ESM ensures that the final dataset is internally consistent, reliable, and ready for analysis.
Indicatori e strategie
MACD Momentum Slowdown Alert (Bullish + Bearish)little arrows showing on chart when MACD histogram has a slowdown (change of color) in momentum
VWAP with period (rajib127)VWAP with Adjustable Period (rajib127)
This advanced VWAP (Volume Weighted Average Price) indicator offers enhanced functionality with customizable anchor periods and multiple standard deviation bands.
Key Features:
Adjustable Anchor Period: Unlike standard VWAP that resets daily, this indicator allows you to set custom anchor timeframes (Daily, Weekly, Monthly) to match your trading strategy
Multiple Deviation Bands: Display up to 3 sets of bands with customizable multipliers for better support/resistance identification
Dual Calculation Modes: Choose between Standard Deviation or Percentage-based band calculations
Flexible Price Sources: Select from 7 different price calculation methods (Typical, Close, High, Low, Median, Weighted, Open)
Timeframe Visibility Control: Option to hide VWAP on higher timeframes (Daily and above) for cleaner charts
Visual Enhancements: Color-coded bands with fill areas and real-time value display table
Trading Applications:
Identify dynamic support and resistance levels
Spot mean reversion opportunities when price deviates from bands
Use different anchor periods for swing trading vs day trading strategies
Combine with other indicators for confluence-based entries
Unique Advantage:
The ability to adjust the VWAP reset period makes this indicator versatile for various trading styles - from intraday scalping with hourly resets to swing trading with weekly anchors.
Perfect for traders who want more control over their VWAP analysis beyond the standard daily reset limitation.
Señal V1 9:30 NY [Smart Money Pro+]9:30 NY Signal Strategy with Recovery Logic
A precision-based strategy that triggers one trade daily at 9:30 AM NY. Combines trend, volume, RSI, fractals, VWAP, and emotional bias to generate high-probability BUY/SELL signals. Includes smart recovery mode to manage losses and maintain risk/reward integrity.
Author: Nelson Joaquin Contact: nelsonadames10@gmail.com
PSP Universal First Hour Trading SystemPSP Universal First Hour Trading System
Type: Indicator (Pine v5)
Works on: Any symbol & intraday timeframe
Idea: Trade the breakout of the first-hour range with auto Targets/SL, clean signals, and a full P&L dashboard.
What it does
Automatically detects the first-hour session (fully configurable start time & timezone) and draws:
First Hour High / Low
Projected Target and Stop-Loss for both directions
Triggers one signal per day on breakout:
🟢 BUY when price breaks above the First Hour High
🔴 SELL when price breaks below the First Hour Low
Lets you choose Signal timing:
Close = confirms at candle close (more reliable)
Touch = triggers intra-bar (more responsive)
Tracks and displays a comprehensive P&L table: trades, win rates, avg P/L, R:R, today’s stats, and ₹ results based on your lot-size.
P&L Dashboard (auto-updating)
Totals: Trades, Win Rate, Target Hits vs Misses
Breakdown: Buy vs Sell counts & win%
Averages: Avg Profit, Avg Loss, R:R
Today’s Section: Trades, Win%, Targets, Misses, Today P&L (Pts & ₹)
Overall: Total Profit/Loss (Pts & ₹), Net P&L, est. ROI (base ₹1L)
Context: Timeframe, Session time, Target mode/values, Candles, Status
How to use
Add the indicator to your chart.
Set your session start time, timezone, and first-hour length to match the market.
Choose Points or Percentage for Target/SL and set values.
Decide whether signals should confirm on Close (recommended) or on Touch.
(Optional) Set From Date and Lot Size to compute accurate ₹ stats.
Enable alerts for automation or notifications.
Good to know
Designed to avoid multiple trades per day—first valid breakout only.
Lines and labels are non-repainting when using Signal on Close.
Works across indices, stocks, futures, and crypto; adjust Target/SL to instrument volatility.
Best-practice presets (suggestions)
Indices (5-min): Target 40–80 pts, SL 25–40 pts
Large-cap stocks (5–10 min): Target 0.5–1.0%, SL 0.3–0.6%
Crypto (5–15 min): Start with % mode (e.g., TGT 0.5–1.0%, SL 0.3–0.7%)
RSI-MACD-trade"Strategic trading strategy using RSI and MASCD
Highest returns when applied to weekly charts"
Abu Muhammad 111 liquidity analysisA script that appears on the chart, enabling us to monitor trading by observing the internal table using colors for buying or selling across different time frames from minute to week.
VIP SHORT CRIPTO 1HThis strategy is designed to trade Bitcoin on the 1H timeframe, focusing exclusively on SHORT positions. It uses an advanced system adapted to price action, combined with automated risk management through stop loss and take profit.
It is optimized to adapt to the high volatility and speculative nature of BTC, seeking out trend-driven momentum opportunities and avoiding low-probability periods detected through historical analysis.
Important: This strategy does not guarantee future profits and should be used after testing and analyzing in a simulated environment. A disciplined approach and appropriate risk management are recommended for the cryptocurrency market.
Advanced Trend Momentum [Alpha Extract]The Advanced Trend Momentum indicator provides traders with deep insights into market dynamics by combining exponential moving average analysis with RSI momentum assessment and dynamic support/resistance detection. This sophisticated multi-dimensional tool helps identify trend changes, momentum divergences, and key structural levels, offering actionable buy and sell signals based on trend strength and momentum convergence.
🔶 CALCULATION
The indicator processes market data through multiple analytical methods:
Dual EMA Analysis: Calculates fast and slow exponential moving averages with dynamic trend direction assessment and ATR-normalized strength measurement.
RSI Momentum Engine: Implements RSI-based momentum analysis with enhanced overbought/oversold detection and momentum velocity calculations.
Pivot-Based Structure: Identifies and tracks dynamic support and resistance levels using pivot point analysis with configurable level management.
Signal Integration: Combines trend direction, momentum characteristics, and structural proximity to generate high-probability trading signals.
Formula:
Fast EMA = EMA(Close, Fast Length)
Slow EMA = EMA(Close, Slow Length)
Trend Direction = Fast EMA > Slow EMA ? 1 : -1
Trend Strength = |Fast EMA - Slow EMA| / ATR(Period) × 100
RSI Momentum = RSI(Close, RSI Length)
Momentum Value = Change(Close, 5) / ATR(10) × 100
Pivot Support/Resistance = Dynamic pivot arrays with configurable lookback periods
Bullish Signal = Trend Change + Momentum Confirmation + Strength > 1%
Bearish Signal = Trend Change + Momentum Confirmation + Strength > 1%
🔶 DETAILS
Visual Features:
Trend EMAs: Fast and slow exponential moving averages with dynamic color coding (bullish/bearish)
Enhanced RSI: RSI oscillator with color-coded zones, gradient fills, and reference bands at overbought/oversold levels
Trend Fill: Dynamic gradient between EMAs indicating trend strength and direction
Support/Resistance Lines: Horizontal levels extending from pivot-based calculations with configurable maximum levels
Momentum Candles: Color-coded candlestick overlay reflecting combined trend and momentum conditions
Divergence Markers: Diamond-shaped signals highlighting bullish and bearish momentum divergences
Analysis Table: Real-time summary of trend direction, strength percentage, RSI value, and momentum reading
Interpretation:
Trend Direction: Bullish when Fast EMA crosses above Slow EMA with strength confirmation
Trend Strength > 1%: Strong trending conditions with institutional participation
RSI > 70: Overbought conditions, potential selling opportunity
RSI < 30: Oversold conditions, potential buying opportunity
Momentum Divergence: Price and momentum moving opposite directions signal potential reversals
Support/Resistance Proximity: Dynamic levels provide optimal entry/exit zones
Combined Signals: Trend changes with momentum confirmation generate high-probability opportunities
🔶 EXAMPLES
Trend Confirmation: Fast EMA crossing above Slow EMA with trend strength exceeding 1% and positive momentum confirms strong bullish conditions.
Example: During institutional accumulation phases, EMA crossovers with momentum confirmation have historically preceded significant upward moves, providing optimal long entry points.
15min
4H
Momentum Divergence Detection: RSI reaching overbought levels while momentum decreases despite rising prices signals potential trend exhaustion.
Example: Bearish divergence signals appearing at resistance levels have marked major market tops, allowing traders to secure profits before corrections.
Support/Resistance Integration: Dynamic pivot-based levels combined with trend and momentum signals create high-probability trading zones.
Example: Bullish trend changes occurring near established support levels offer optimal risk-reward entries with clearly defined stop-loss levels.
Multi-Dimensional Confirmation: The indicator's combination of trend, momentum, and structural analysis provides comprehensive market validation.
Example: When trend direction aligns with momentum characteristics near key structural levels, the confluence creates institutional-grade trading opportunities with enhanced probability of success.
🔶 SETTINGS
Customization Options:
Trend Analysis: Fast EMA Length (default: 12), Slow EMA Length (default: 26), Trend Strength Period (default: 14)
Support & Resistance: Pivot Length for level detection (default: 10), Maximum S/R Levels displayed (default: 3), Toggle S/R visibility
Momentum Settings: RSI Length (default: 14), Oversold Level (default: 30), Overbought Level (default: 70)
Visual Configuration: Color schemes for bullish/bearish/neutral conditions, transparency settings for fills, momentum candle overlay toggle
Display Options: Analysis table visibility, divergence marker size, alert system configuration
The Advanced Trend Momentum indicator provides traders with comprehensive insights into market dynamics through its sophisticated integration of trend analysis, momentum assessment, and structural level detection. By combining multiple analytical dimensions into a unified framework, this tool helps identify high-probability opportunities while filtering out market noise through its multi-confirmation approach, enabling traders to make informed decisions across various market cycles and timeframes.
Size & LeverageSize and Leverage calculator for trading, using market orders. It will calculate maximum possible leverage by default in order to prioritize capital efficiency. If you wish to use manual leverage you need to manually enter it in the settings. The script rounds both auto leverage and size to your liking. Entry price is always last price. Size is the actual size you need to input, adjusted to your leverage, cost means the margin required to open the trade. I made this indicator as a binance futures user.
BB KC Triangle SignalsBased on Trader Oracle's engulfing candle off Bolinger Band.
I added keltner channels as well. So this prints a symbol ( I use triangles) over the engulfing candle at or near the bolinger band/ keltner channel. Don't have to have the bands printed on the screen for them to work. Seems to work on renko too.
Price Linearity (R²) — Multi Lookback AverageMulti R^2 Linearity. Price change filter is based off the longest lookback
US100 Liquidity Precision StrategyScalping strategy 5-10 point sl / 17 points tp
Automatic BE
Consistent money over time
Shooting Star & Hammer mod.Indicator for identifying hammer and shooting stars in a modified version;
The body is larger than the classic version.
You can modify the size of the drill bits if you're looking for a specific pattern.
Use in conjunction with your analysis and/or other charting tools.
Triple EMA Trend TP Strategy (Filtered Entries + Dynamic Exit)Overview
The Triple EMA Trend TP Strategy is a robust trend-following approach designed for clear, disciplined entries and exits. It leverages a triple EMA crossover for entry signals, combined with a long‑term SMA trend filter, a fixed take‑profit percentage, and a dynamic dual‑EMA exit mechanism to optimize performance and risk management.
Key Features
Triple EMA Crossover Entry
Detects momentum shifts by waiting for the fast EMA to cross above the slow EMA, signaling bullish momentum buildup.
Trend Filter (SMA)
Ensures trades are only taken when price is above the long-term trend (SMA), filtering out low-probability setups.
Take Profit (TP)
Applies a customizable fixed TP, e.g., defaulting to 9.8%, allowing disciplined profit-taking.
Dual EMA Exit
Uses two EMAs on a separate exit logic—if the short exit EMA undercuts the mid exit EMA, the strategy closes the position.
Adjustable Parameters
All key lengths—including fast, mid, slow entry EMAs, trend SMA, exit EMAs, and TP percentage—are user-configurable to suit different assets and timeframes.
Date Range Control
Users can define a backtest window with start and end dates, preventing misleading performance outside intended periods.
Flexible Position Management
Supports full‑equity position sizing, pyramiding up to 10 entries, and runs every tick for high precision.
Setup & Inputs
fastLen: Entry Fast EMA
midLen: Entry Mid EMA
slowLen: Entry Slow EMA
trendLen: Trend Filter SMA
tpPercent: Take Profit Percentage
exitFastLen: Exit Fast EMA
exitMidLen: Exit Mid EMA
startDate / endDate: Backtest time range
Why This Strategy Stands Out
This strategy marries classic trend-following principles with modern risk-control tactics, making it both intuitive and advanced. It balances aggressive entry signals with safety checks via trend validation and layered exit logic. The inclusion of a TP ensures profits are locked in, while the dual EMA exit adds adaptive flexibility to close positions when momentum fades.
How to Use & Customize
Configure Inputs
Adjust EMAs, trend length, and TP percentage to fit your asset and timeframe. For example, shorter EMAs suit intraday trading; longer ones work well for swing strategies.
Set Backtest Range
Use the start/end date fields to limit your testing to the most relevant data, reducing noise from irrelevant market periods.
Backtest & Optimize
Review the Strategy Tester’s performance metrics—Equity curve, drawdown, profit factor, trade list—to assess effectiveness.
Fine‑Tune
Tweak TP, EMAs, or trend length to optimize drawdowns, win rate, or return profile.
Filter EMA200 (HTF) + Trigger HMA (with HTF)Trend Filter: EMA200 calculated on the 5-minute timeframe, plotted on the current chart. It acts as the main directional filter.
Trigger: Hull Moving Average (HMA) with adjustable length and selectable source timeframe (default HMA24 on 1-minute). It provides faster entries and exits.
Trading logic is simple:
Only take long signals when price closes above both the filter EMA and the trigger HMA.
Only take short signals when price closes below both lines.
This combination helps reduce false breakouts while keeping entries fast and responsive.
Target12Target candle tracker for areas on interest. Highlights areas in colour of interest stratgy users are looking for
AndrologQuartileAndrologQuartile
This indicator is based on the assumption that if a candle closes in the upper or lower quartile of its range, the next candle often tends to take out the high or low of that candle.
The script does two things:
It calculates and displays live statistics on how often this condition occurs and how often it is successful.
It highlights candles that meet the quartile condition so you can track them in real time.
It is most meaningful to use this indicator on higher timeframes (from 1h upwards).
You can also set an alert: once configured, the alert will always trigger for the timeframe that was active at the moment of setup.
Usage tip:
Click the statistics panel in the top right corner to adjust settings and alerts.
Adjustable parameters:
Quartiles: Default values are 25% and 75%.
Min Distance: Defines how far the high/low must be from the candle’s close (in %) to be considered relevant. A smaller value is applied automatically on intraday timeframes under 5 minutes.
Indexed Gann Fan“This indicator automatically builds an unique trend-based Gann fan by selecting swing high/swing low ubased on price fluctuation index over time for each segment of the chart.
It helps traders identify the true market trend and pinpoint key support and resistance levels at precise angles.
Designed for traders familiar with Gann’s methodology who want a clearer understanding of market structure and greater confidence in their trading decisions.”
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Индикатор автоматически по выбору экстремума строит уникальный трендовый веер Ганна, используя индекс колебаний цены во времени для каждого участка графика.
Помогает видеть направление тренда и определять ключевые углы поддержки и сопротивления.
Инструмент создан для трейдеров знакомых с методологией Ганна, которые хотят получать более ясное понимание рыночной структуры и принимать решения с максимальной уверенностью.
RSI Divergence IndicatorRSI indicator i built to identify divergances quickly with bolling bands... strategy should not be used alone...
USE WITH VWAP, AND GEX LEVELS FOR HIGH SUCCESS RATES.
RSI MTF HWThis Pine Script indicator is designed to provide a comprehensive view of market momentum by plotting the Relative Strength Index (RSI) from four different time frames simultaneously on a single chart. This allows traders to quickly identify alignment or divergence in momentum across various time horizons, which can be a powerful tool for confirming trade setups or spotting potential trend reversals.
Key Features:
Customizable Inputs: The indicator provides a flexible set of user inputs, including a dropdown menu to select the data source for the RSI calculation (e.g., close, open, high, low). You can also define four separate RSI lengths to analyze different periods.
Multi-Time Frame Analysis: A key feature is the ability to choose a time frame for each of the four RSI lines from a predefined list (Chart, 1 day, 1 week, 1 month). The script uses the request.security() function with lookahead enabled to ensure the most accurate, real-time data is used for each calculation, eliminating look-ahead bias and calculation errors.
Visual Levels: The indicator plots standard RSI levels at 30, 50, and 70, with a shaded background between the oversold (30) and overbought (70) zones to provide a clear visual reference.
Momentum Alignment Signals: The script includes an optional feature that highlights the chart's background with a red or green color when all four RSIs simultaneously enter an overbought or oversold state. This serves as an immediate visual alert for a strong, multi-time frame momentum condition.
This indicator is a robust tool for technical analysis, suitable for traders who use a top-down approach to their market analysis.