diff --git a/src/helpers/candles.ts b/src/helpers/candles.ts
new file mode 100644
index 0000000..f6b1dbd
--- /dev/null
+++ b/src/helpers/candles.ts
@@ -0,0 +1,649 @@
+interface Candle {
+  open: number;
+  close: number;
+  low: number;
+  high: number;
+}
+
+type PatternType =
+  | "Doji"
+  | "Hammer"
+  | "Dragon Doji"
+  | "Shooting Star"
+  | "Inverse Hammer"
+  | "Hanging Man" // Thêm Hanging Man
+  | "Bullish Engulfing"
+  | "Bearish Engulfing"
+  | "Piercing Pattern"
+  | "Dark Cloud Cover"
+  | "Morning Star"
+  | "Evening Star"
+  | "Three White Soldiers"
+  | "Three Black Crows"
+  | "None";
+
+type ReversalDirection =
+  | "Bullish Reversal"
+  | "Bearish Reversal"
+  | "Potential Reversal"
+  | "None";
+
+interface CandleAnalysis {
+  pattern: PatternType;
+  reversalDirection: ReversalDirection;
+  isReversal: boolean;
+}
+
+// Global parameters for pattern detection
+const BODY_TOLERANCE_PERCENT = 0.05; // For Doji: body size relative to total range
+const WICK_FACTOR = 2; // For Hammer/Shooting Star: wick size relative to body size
+const SMALL_BODY_MAX_PERCENT = 0.3; // Max body size for patterns like Hammer/Shooting Star (30% of total range)
+const BODY_POSITION_THRESHOLD = 0.7; // For Hammer: body in upper 30%
+const INVERSE_BODY_POSITION_THRESHOLD = 0.3; // For Inverse Hammer: body in lower 30%
+const WICK_MIN_PERCENT_OF_RANGE = 0.6; // For Dragon Doji: lower wick is at least 60% of total range
+const PIERCING_DARKCLOUD_THRESHOLD = 0.5; // For Piercing/Dark Cloud: close must be above/below midpoint of previous body
+
+// --- Helper Functions ---
+function isBullish(candle: Candle): boolean {
+  return candle.close > candle.open;
+}
+
+function isBearish(candle: Candle): boolean {
+  return candle.close < candle.open;
+}
+
+function getBodySize(candle: Candle): number {
+  return Math.abs(candle.open - candle.close);
+}
+
+function getTotalRange(candle: Candle): number {
+  return candle.high - candle.low;
+}
+
+function getUpperWick(candle: Candle): number {
+  return candle.high - Math.max(candle.open, candle.close);
+}
+
+function getLowerWick(candle: Candle): number {
+  return Math.min(candle.open, candle.close) - candle.low;
+}
+
+// --- Single-Candle Patterns ---
+
+/**
+ * Doji: open and close are virtually the same.
+ */
+function isDoji(candle: Candle): boolean {
+  const range = getTotalRange(candle);
+  if (range === 0) return true;
+  const bodySize = getBodySize(candle);
+  return bodySize <= range * BODY_TOLERANCE_PERCENT;
+}
+
+/**
+ * Hammer: Small body at the top, long lower wick, little/no upper wick. Bullish reversal.
+ */
+function isHammer(candle: Candle): boolean {
+  const bodySize = getBodySize(candle);
+  const totalRange = getTotalRange(candle);
+  if (totalRange === 0) return false;
+
+  const lowerWick = getLowerWick(candle);
+  const upperWick = getUpperWick(candle);
+
+  // Small body
+  const hasSmallBody = bodySize <= totalRange * SMALL_BODY_MAX_PERCENT;
+  // Long lower wick (at least WICK_FACTOR times body size)
+  const hasLongLowerWick = lowerWick >= WICK_FACTOR * bodySize && lowerWick > 0;
+  // Little/no upper wick
+  const hasSmallUpperWick =
+    upperWick < totalRange * 0.1 || upperWick < bodySize * 0.5;
+  // Body in the upper part (at least 70% from the low)
+  const isBodyInUpperPart =
+    (Math.max(candle.open, candle.close) - candle.low) / totalRange >=
+    BODY_POSITION_THRESHOLD;
+
+  return (
+    hasSmallBody && hasLongLowerWick && hasSmallUpperWick && isBodyInUpperPart
+  );
+}
+
+/**
+ * Inverse Hammer: Small body at the bottom, long upper wick, little/no lower wick. Bullish reversal.
+ */
+function isInverseHammer(candle: Candle): boolean {
+  const bodySize = getBodySize(candle);
+  const totalRange = getTotalRange(candle);
+  if (totalRange === 0) return false;
+
+  const lowerWick = getLowerWick(candle);
+  const upperWick = getUpperWick(candle);
+
+  // Small body
+  const hasSmallBody = bodySize <= totalRange * SMALL_BODY_MAX_PERCENT;
+  // Long upper wick (at least WICK_FACTOR times body size)
+  const hasLongUpperWick = upperWick >= WICK_FACTOR * bodySize && upperWick > 0;
+  // Little/no lower wick
+  const hasSmallLowerWick =
+    lowerWick < totalRange * 0.1 || lowerWick < bodySize * 0.5;
+  // Body in the lower part (at most 30% from the low)
+  const isBodyInLowerPart =
+    (Math.max(candle.open, candle.close) - candle.low) / totalRange <=
+    INVERSE_BODY_POSITION_THRESHOLD;
+
+  return (
+    hasSmallBody && hasLongUpperWick && hasSmallLowerWick && isBodyInLowerPart
+  );
+}
+
+/**
+ * Dragon Doji: Open, close, high are virtually the same, long lower wick. Bullish reversal.
+ */
+function isDragonDoji(candle: Candle): boolean {
+  const range = getTotalRange(candle);
+  if (range === 0) return false;
+
+  // Open, close, high are virtually the same (Doji-like body at the high)
+  const upperBodySimilarity =
+    Math.abs(candle.open - candle.high) <= range * BODY_TOLERANCE_PERCENT &&
+    Math.abs(candle.close - candle.high) <= range * BODY_TOLERANCE_PERCENT &&
+    Math.abs(candle.open - candle.close) <= range * BODY_TOLERANCE_PERCENT;
+
+  if (!upperBodySimilarity) return false;
+
+  const lowerWick = getLowerWick(candle);
+  // Long lower wick (significant portion of the candle's total range)
+  const hasLongLowerWick = lowerWick > range * WICK_MIN_PERCENT_OF_RANGE; // e.g., > 60%
+
+  return hasLongLowerWick && lowerWick > 0.001; // Ensure a distinct lower wick exists
+}
+
+/**
+ * Shooting Star: Small body at the bottom, long upper wick, little/no lower wick. Bearish reversal.
+ */
+function isShootingStar(candle: Candle): boolean {
+  const bodySize = getBodySize(candle);
+  const totalRange = getTotalRange(candle);
+  if (totalRange === 0) return false;
+
+  const lowerWick = getLowerWick(candle);
+  const upperWick = getUpperWick(candle);
+
+  // Small body
+  const hasSmallBody = bodySize <= totalRange * SMALL_BODY_MAX_PERCENT;
+  // Long upper wick (at least WICK_FACTOR times body size)
+  const hasLongUpperWick = upperWick >= WICK_FACTOR * bodySize && upperWick > 0;
+  // Little/no lower wick
+  const hasSmallLowerWick =
+    lowerWick < totalRange * 0.1 || lowerWick < bodySize * 0.5;
+  // Body in the lower part (at most 30% from the high, or 70% from the low)
+  const isBodyInLowerPart =
+    (Math.max(candle.open, candle.close) - candle.low) / totalRange <=
+    INVERSE_BODY_POSITION_THRESHOLD;
+
+  return (
+    hasSmallBody && hasLongUpperWick && hasSmallLowerWick && isBodyInLowerPart
+  );
+}
+
+/**
+ * Hanging Man: Small body at the top, long lower wick, little/no upper wick. Bearish reversal.
+ * Similar to Hammer, but appears in an uptrend. The pattern itself is the same, context defines its name/implication.
+ */
+function isHangingMan(candle: Candle): boolean {
+  // Hanging Man has the exact same visual characteristics as a Hammer.
+  // The distinction is the preceding trend (uptrend for Hanging Man, downtrend for Hammer).
+  // For this function, we only check the candle's shape.
+  // The `analyzeCandleSequence` will infer the context if you pass previous candles.
+  return isHammer(candle);
+}
+
+// --- Two-Candle Patterns ---
+
+/**
+ * Bullish Engulfing: A small bearish candle followed by a large bullish candle that completely engulfs the previous body.
+ */
+function isBullishEngulfing(candles: Candle[]): boolean {
+  if (candles.length < 2) return false;
+  const prevCandle = candles[candles.length - 2];
+  const currentCandle = candles[candles.length - 1];
+
+  // Previous candle must be bearish, current must be bullish
+  if (!isBearish(prevCandle) || !isBullish(currentCandle)) return false;
+
+  // Current candle body must engulf previous candle body
+  const prevBodyMin = Math.min(prevCandle.open, prevCandle.close);
+  const prevBodyMax = Math.max(prevCandle.open, prevCandle.close);
+
+  const currBodyMin = Math.min(currentCandle.open, currentCandle.close);
+  const currBodyMax = Math.max(currentCandle.open, currentCandle.close);
+
+  return currBodyMin <= prevBodyMin && currBodyMax >= prevBodyMax;
+}
+
+/**
+ * Bearish Engulfing: A small bullish candle followed by a large bearish candle that completely engulfs the previous body.
+ */
+function isBearishEngulfing(candles: Candle[]): boolean {
+  if (candles.length < 2) return false;
+  const prevCandle = candles[candles.length - 2];
+  const currentCandle = candles[candles.length - 1];
+
+  // Previous candle must be bullish, current must be bearish
+  if (!isBullish(prevCandle) || !isBearish(currentCandle)) return false;
+
+  // Current candle body must engulf previous candle body
+  const prevBodyMin = Math.min(prevCandle.open, prevCandle.close);
+  const prevBodyMax = Math.max(prevCandle.open, prevCandle.close);
+
+  const currBodyMin = Math.min(currentCandle.open, currentCandle.close);
+  const currBodyMax = Math.max(currentCandle.open, currentCandle.close);
+
+  return currBodyMin <= prevBodyMin && currBodyMax >= prevBodyMax;
+}
+
+/**
+ * Piercing Pattern: A long bearish candle followed by a bullish candle that opens below the low of the previous and closes above its midpoint.
+ */
+function isPiercingPattern(candles: Candle[]): boolean {
+  if (candles.length < 2) return false;
+  const prevCandle = candles[candles.length - 2];
+  const currentCandle = candles[candles.length - 1];
+
+  // Previous candle must be long and bearish
+  if (
+    !isBearish(prevCandle) ||
+    getBodySize(prevCandle) < getTotalRange(prevCandle) * 0.6
+  )
+    return false; // Long body
+  // Current candle must be bullish
+  if (!isBullish(currentCandle)) return false;
+
+  // Current candle opens below previous candle's low
+  if (currentCandle.open >= prevCandle.low) return false;
+
+  // Current candle closes above the midpoint of the previous candle's body
+  const prevMidpoint =
+    prevCandle.close + getBodySize(prevCandle) * PIERCING_DARKCLOUD_THRESHOLD;
+  return currentCandle.close > prevMidpoint;
+}
+
+/**
+ * Dark Cloud Cover: A long bullish candle followed by a bearish candle that opens above the high of the previous and closes below its midpoint.
+ */
+function isDarkCloudCover(candles: Candle[]): boolean {
+  if (candles.length < 2) return false;
+  const prevCandle = candles[candles.length - 2];
+  const currentCandle = candles[candles.length - 1];
+
+  // Previous candle must be long and bullish
+  if (
+    !isBullish(prevCandle) ||
+    getBodySize(prevCandle) < getTotalRange(prevCandle) * 0.6
+  )
+    return false; // Long body
+  // Current candle must be bearish
+  if (!isBearish(currentCandle)) return false;
+
+  // Current candle opens above previous candle's high
+  if (currentCandle.open <= prevCandle.high) return false;
+
+  // Current candle closes below the midpoint of the previous candle's body
+  const prevMidpoint =
+    prevCandle.open - getBodySize(prevCandle) * PIERCING_DARKCLOUD_THRESHOLD;
+  return currentCandle.close < prevMidpoint;
+}
+
+// --- Three-Candle Patterns ---
+
+/**
+ * Morning Star: Long bearish, small body (gap down), long bullish. Bullish reversal.
+ */
+function isMorningStar(candles: Candle[]): boolean {
+  if (candles.length < 3) return false;
+  const candle1 = candles[candles.length - 3];
+  const candle2 = candles[candles.length - 2];
+  const candle3 = candles[candles.length - 1];
+
+  // Candle 1: Long bearish candle
+  if (
+    !isBearish(candle1) ||
+    getBodySize(candle1) < getTotalRange(candle1) * 0.6
+  )
+    return false;
+
+  // Candle 2: Small body (could be Doji or Spinning Top) and gaps down
+  if (getBodySize(candle2) > getTotalRange(candle2) * 0.3) return false; // Small body
+  if (candle2.high >= candle1.close) return false; // Gap down (high of candle2 must be below close of candle1)
+
+  // Candle 3: Long bullish candle, closes above midpoint of candle 1
+  if (
+    !isBullish(candle3) ||
+    getBodySize(candle3) < getTotalRange(candle3) * 0.6
+  )
+    return false;
+  const candle1Midpoint =
+    candle1.close + getBodySize(candle1) * PIERCING_DARKCLOUD_THRESHOLD;
+  if (candle3.close <= candle1Midpoint) return false;
+
+  return true;
+}
+
+/**
+ * Evening Star: Long bullish, small body (gap up), long bearish. Bearish reversal.
+ */
+function isEveningStar(candles: Candle[]): boolean {
+  if (candles.length < 3) return false;
+  const candle1 = candles[candles.length - 3];
+  const candle2 = candles[candles.length - 2];
+  const candle3 = candles[candles.length - 1];
+
+  // Candle 1: Long bullish candle
+  if (
+    !isBullish(candle1) ||
+    getBodySize(candle1) < getTotalRange(candle1) * 0.6
+  )
+    return false;
+
+  // Candle 2: Small body (could be Doji or Spinning Top) and gaps up
+  if (getBodySize(candle2) > getTotalRange(candle2) * 0.3) return false; // Small body
+  if (candle2.low <= candle1.close) return false; // Gap up (low of candle2 must be above close of candle1)
+
+  // Candle 3: Long bearish candle, closes below midpoint of candle 1
+  if (
+    !isBearish(candle3) ||
+    getBodySize(candle3) < getTotalRange(candle3) * 0.6
+  )
+    return false;
+  const candle1Midpoint =
+    candle1.open - getBodySize(candle1) * PIERCING_DARKCLOUD_THRESHOLD;
+  if (candle3.close >= candle1Midpoint) return false;
+
+  return true;
+}
+
+/**
+ * Three White Soldiers: Three consecutive long bullish candles. Bullish reversal.
+ */
+function isThreeWhiteSoldiers(candles: Candle[]): boolean {
+  if (candles.length < 3) return false;
+  const c1 = candles[candles.length - 3];
+  const c2 = candles[candles.length - 2];
+  const c3 = candles[candles.length - 1];
+
+  // All three must be bullish candles with relatively long bodies
+  if (!isBullish(c1) || !isBullish(c2) || !isBullish(c3)) return false;
+  if (
+    getBodySize(c1) < getTotalRange(c1) * 0.4 ||
+    getBodySize(c2) < getTotalRange(c2) * 0.4 ||
+    getBodySize(c3) < getTotalRange(c3) * 0.4
+  )
+    return false; // At least 40% of range
+
+  // Each opens within previous body and closes higher than previous close
+  if (c2.open <= c1.open || c2.open >= c1.close) return false; // Open within body of previous
+  if (c2.close <= c1.close) return false; // Close higher than previous
+
+  if (c3.open <= c2.open || c3.open >= c2.close) return false; // Open within body of previous
+  if (c3.close <= c2.close) return false; // Close higher than previous
+
+  // Little to no upper wicks
+  if (
+    getUpperWick(c1) > getBodySize(c1) * 0.5 ||
+    getUpperWick(c2) > getBodySize(c2) * 0.5 ||
+    getUpperWick(c3) > getBodySize(c3) * 0.5
+  )
+    return false;
+
+  return true;
+}
+
+/**
+ * Three Black Crows: Three consecutive long bearish candles. Bearish reversal.
+ */
+function isThreeBlackCrows(candles: Candle[]): boolean {
+  if (candles.length < 3) return false;
+  const c1 = candles[candles.length - 3];
+  const c2 = candles[candles.length - 2];
+  const c3 = candles[candles.length - 1];
+
+  // All three must be bearish candles with relatively long bodies
+  if (!isBearish(c1) || !isBearish(c2) || !isBearish(c3)) return false;
+  if (
+    getBodySize(c1) < getTotalRange(c1) * 0.4 ||
+    getBodySize(c2) < getTotalRange(c2) * 0.4 ||
+    getBodySize(c3) < getTotalRange(c3) * 0.4
+  )
+    return false; // At least 40% of range
+
+  // Each opens within previous body and closes lower than previous close
+  if (c2.open >= c1.open || c2.open <= c1.close) return false; // Open within body of previous
+  if (c2.close >= c1.close) return false; // Close lower than previous
+
+  if (c3.open >= c2.open || c3.open <= c2.close) return false; // Open within body of previous
+  if (c3.close >= c2.close) return false; // Close lower than previous
+
+  // Little to no lower wicks
+  if (
+    getLowerWick(c1) > getBodySize(c1) * 0.5 ||
+    getLowerWick(c2) > getBodySize(c2) * 0.5 ||
+    getLowerWick(c3) > getBodySize(c3) * 0.5
+  )
+    return false;
+
+  return true;
+}
+
+// --- Main Analysis Function ---
+
+/**
+ * Analyzes a sequence of candles to determine its pattern and reversal characteristics.
+ * IMPORTANT: Pass at least 3 candles for multi-candle patterns to be detected correctly.
+ * The most recent candle should be at the end of the array.
+ * @param candles An array of Candle objects.
+ * @returns An object containing the pattern type, reversal direction, and whether it's a reversal.
+ */
+export function analyzeCandleSequence(candles: Candle[]): CandleAnalysis {
+  if (candles.length === 0) {
+    return { pattern: "None", reversalDirection: "None", isReversal: false };
+  }
+
+  const currentCandle = candles[candles.length - 1]; // The latest candle
+
+  // Multi-candle patterns (check with more historical data first)
+  if (candles.length >= 3) {
+    if (isMorningStar(candles)) {
+      return {
+        pattern: "Morning Star",
+        reversalDirection: "Bullish Reversal",
+        isReversal: true,
+      };
+    }
+    if (isEveningStar(candles)) {
+      return {
+        pattern: "Evening Star",
+        reversalDirection: "Bearish Reversal",
+        isReversal: true,
+      };
+    }
+    if (isThreeWhiteSoldiers(candles)) {
+      return {
+        pattern: "Three White Soldiers",
+        reversalDirection: "Bullish Reversal",
+        isReversal: true,
+      };
+    }
+    if (isThreeBlackCrows(candles)) {
+      return {
+        pattern: "Three Black Crows",
+        reversalDirection: "Bearish Reversal",
+        isReversal: true,
+      };
+    }
+  }
+
+  if (candles.length >= 2) {
+    if (isBullishEngulfing(candles)) {
+      return {
+        pattern: "Bullish Engulfing",
+        reversalDirection: "Bullish Reversal",
+        isReversal: true,
+      };
+    }
+    if (isBearishEngulfing(candles)) {
+      return {
+        pattern: "Bearish Engulfing",
+        reversalDirection: "Bearish Reversal",
+        isReversal: true,
+      };
+    }
+    if (isPiercingPattern(candles)) {
+      return {
+        pattern: "Piercing Pattern",
+        reversalDirection: "Bullish Reversal",
+        isReversal: true,
+      };
+    }
+    if (isDarkCloudCover(candles)) {
+      return {
+        pattern: "Dark Cloud Cover",
+        reversalDirection: "Bearish Reversal",
+        isReversal: true,
+      };
+    }
+  }
+
+  // Single-candle patterns
+  // Order matters: More specific patterns should be checked before more general ones.
+  // For example, Dragon Doji is a type of Doji, so check it first.
+  // Hammer and Hanging Man have identical shapes, distinguish by context if needed elsewhere.
+  if (isHammer(currentCandle)) {
+    // If you had trend detection, you could differentiate Hammer (downtrend) vs Hanging Man (uptrend) here.
+    // For now, assuming shape check:
+    return {
+      pattern: "Hammer",
+      reversalDirection: "Bullish Reversal",
+      isReversal: true,
+    }; // Default to Hammer if no trend context
+  }
+  if (isShootingStar(currentCandle)) {
+    return {
+      pattern: "Shooting Star",
+      reversalDirection: "Bearish Reversal",
+      isReversal: true,
+    };
+  }
+  if (isDragonDoji(currentCandle)) {
+    return {
+      pattern: "Dragon Doji",
+      reversalDirection: "Bullish Reversal",
+      isReversal: true,
+    };
+  }
+  if (isInverseHammer(currentCandle)) {
+    return {
+      pattern: "Inverse Hammer",
+      reversalDirection: "Bullish Reversal",
+      isReversal: true,
+    };
+  }
+  // Doji is checked last among single-candle patterns because other patterns might be more specific forms of Doji (like Dragon Doji)
+  if (isDoji(currentCandle)) {
+    return {
+      pattern: "Doji",
+      reversalDirection: "Potential Reversal",
+      isReversal: true,
+    };
+  }
+
+  return { pattern: "None", reversalDirection: "None", isReversal: false };
+}
+
+// Global parameters (có thể điều chỉnh)
+const HIGH_VOLATILITY_RANGE_MULTIPLIER = 1.5; // Phạm vi nến phải lớn hơn 1.5 lần so với ATR hoặc trung bình
+const HIGH_VOLATILITY_BODY_MULTIPLIER = 1.5; // Thân nến phải lớn hơn 1.5 lần so với trung bình thân nến
+const MIN_CANDLES_FOR_AVERAGE = 10; // Số lượng nến tối thiểu để tính trung bình
+
+/**
+ * Calculates the Average True Range (ATR) for a given set of candles.
+ * ATR is a measure of market volatility.
+ * @param candles An array of Candle objects.
+ * @returns The ATR value.
+ */
+export function calculateATR(candles: Candle[]): number {
+  if (candles.length < 2) return 0; // Need at least 2 candles to calculate first TR
+
+  let trueRanges: number[] = [];
+  for (let i = 1; i < candles.length; i++) {
+    const prevClose = candles[i - 1].close;
+    const currentCandle = candles[i];
+
+    const tr1 = currentCandle.high - currentCandle.low;
+    const tr2 = Math.abs(currentCandle.high - prevClose);
+    const tr3 = Math.abs(currentCandle.low - prevClose);
+
+    trueRanges.push(Math.max(tr1, tr2, tr3));
+  }
+
+  // Simple Moving Average of True Range (can be replaced with Exponential Moving Average for more responsiveness)
+  const sumOfTrueRanges = trueRanges.reduce((sum, tr) => sum + tr, 0);
+  return sumOfTrueRanges / trueRanges.length;
+}
+
+/**
+ * Calculates the average body size for a given set of candles.
+ * @param candles An array of Candle objects.
+ * @returns The average body size.
+ */
+export function calculateAverageBodySize(candles: Candle[]): number {
+  if (candles.length === 0) return 0;
+  const totalBodySize = candles.reduce(
+    (sum, candle) => sum + getBodySize(candle),
+    0
+  );
+  return totalBodySize / candles.length;
+}
+
+/**
+ * Checks if the most recent candle in a sequence exhibits high volatility.
+ * This function considers both range and body size relative to historical data.
+ * @param candles An array of Candle objects, with the most recent candle at the end.
+ * @returns True if the latest candle shows high volatility, false otherwise.
+ */
+export function isHighVolatilityCandle(candles: Candle[]): boolean {
+  if (candles.length === 0) return false;
+
+  const currentCandle = candles[candles.length - 1];
+
+  // If not enough historical candles, we cannot compare against average
+  if (candles.length < MIN_CANDLES_FOR_AVERAGE) {
+    // For very few candles, we can define "high volatility" as simply a very large absolute range/body
+    // You might want to define absolute thresholds here for initial candles.
+    // E.g., return getTotalRange(currentCandle) > 5 || getBodySize(currentCandle) > 3;
+    // For now, return false if not enough history for comparative analysis.
+    return false;
+  }
+
+  // Take a look at historical data (e.g., the last MIN_CANDLES_FOR_AVERAGE candles)
+  const historicalCandles = candles.slice(-MIN_CANDLES_FOR_AVERAGE - 1, -1); // Exclude the current candle itself
+
+  // Calculate average true range (ATR) for volatility comparison
+  const averageTrueRange = calculateATR(historicalCandles);
+  // Calculate average body size for comparison
+  const averageBodySize = calculateAverageBodySize(historicalCandles);
+
+  const currentCandleRange = getTotalRange(currentCandle);
+  const currentCandleBodySize = getBodySize(currentCandle);
+
+  // Criteria for high volatility:
+  // 1. Current candle's total range is significantly larger than historical average range (e.g., ATR)
+  const isRangeHigh =
+    currentCandleRange > averageTrueRange * HIGH_VOLATILITY_RANGE_MULTIPLIER;
+
+  // 2. Current candle's body size is significantly larger than historical average body size
+  const isBodySizeHigh =
+    currentCandleBodySize > averageBodySize * HIGH_VOLATILITY_BODY_MULTIPLIER;
+
+  // A candle is considered high volatility if either its range or its body size (or both) are significantly larger
+  return isRangeHigh || isBodySizeHigh;
+}
diff --git a/src/services/indicatorService.ts b/src/services/indicatorService.ts
index 91a709d..4e3b926 100644
--- a/src/services/indicatorService.ts
+++ b/src/services/indicatorService.ts
@@ -1,27 +1,54 @@
-import { EMA, MACD } from 'technicalindicators';
-import { Candle } from '../dao/candles';
+import { EMA, MACD } from "technicalindicators";
+import { Candle } from "../dao/candles";
+import { analyzeCandleSequence } from "../helpers/candles";
 
-export function analyze(candles: Candle[]): { ema34: number; ema200: number; macd: any } {
-  let close = candles.map(c => c.close);
-  const ema34 = EMA.calculate({ period: 34, values: close, reversedInput: true });
-  const ema200 = EMA.calculate({ period: 200, values: close, reversedInput: true });
-  const macd = MACD.calculate({
-    values: close,
-    fastPeriod: 45,
-    slowPeriod: 90,
-    signalPeriod: 9,
-    SimpleMAOscillator: false,
-    SimpleMASignal: false,
-    reversedInput: true
-  });
-  const candle = candles[0];
-  if (candle.low < ema200[0] && candle.high > ema200[0] && candle.close > ema200[0]) {
-    console.log('Buy');
+export class IndicatorService {
+  constructor() {}
+
+  analyze(candles: Candle[]): { ema34: number; ema200: number; macd: any } {
+    let close = candles.map((c) => c.close);
+    const ema34 = EMA.calculate({
+      period: 34,
+      values: close,
+      reversedInput: true,
+    });
+    const ema200 = EMA.calculate({
+      period: 200,
+      values: close,
+      reversedInput: true,
+    });
+    const macd = MACD.calculate({
+      values: close,
+      fastPeriod: 45,
+      slowPeriod: 90,
+      signalPeriod: 9,
+      SimpleMAOscillator: false,
+      SimpleMASignal: false,
+      reversedInput: true,
+    });
+    const candle = candles[0];
+    if (
+      candle.low < ema200[0] &&
+      candle.high > ema200[0] &&
+      candle.close > ema200[0]
+    ) {
+      console.log("Buy");
+    }
+
+    if (
+      candle.high > ema200[0] &&
+      candle.low < ema200[0] &&
+      candle.close < ema200[0]
+    ) {
+      console.log("Sell");
+    }
+
+    const candleAnalysis = analyzeCandleSequence([
+      candles[2],
+      candles[1],
+      candles[0],
+    ]);
+
+    return { ema34: ema34[0], ema200: ema200[0], macd: macd[0] };
   }
-
-  if (candle.high > ema200[0] && candle.low < ema200[0] && candle.close < ema200[0]) {
-    console.log('Sell');
-  }
-
-  return { ema34: ema34[0], ema200: ema200[0], macd: macd[0] };
 }
diff --git a/test.ts b/test.ts
index 8cae5e2..7524268 100644
--- a/test.ts
+++ b/test.ts
@@ -1,14 +1,26 @@
-import 'dotenv/config';
-import { BybitService } from './src/services/bybitService';
-import * as indicatorService from './src/services/indicatorService';
-import { sendLarkMessage } from './src/services/messageService';
+import "dotenv/config";
+import { BybitService } from "./src/services/bybitService";
+import * as indicatorService from "./src/services/indicatorService";
+import {
+  analyzeCandleSequence,
+  isHighVolatilityCandle,
+} from "./src/helpers/candles";
 
-const bybitService = new BybitService(process.env.BYBIT_API_KEY!, process.env.BYBIT_API_SECRET!, false);
+const bybitService = new BybitService(
+  process.env.BYBIT_API_KEY!,
+  process.env.BYBIT_API_SECRET!,
+  false
+);
 (async () => {
-  const candles = await bybitService.getCandles({ symbol: 'BTCUSDT', interval: '15', category: 'linear', limit: 500 });
+  const candles = await bybitService.getCandles({
+    symbol: "BTCUSDT",
+    interval: "240",
+    category: "linear",
+    limit: 500,
+  });
   console.log(candles[0], candles[1]);
-  const analysis = indicatorService.analyze(candles);
-  console.log(analysis);
-  const message = JSON.stringify(analysis);
-  await sendLarkMessage('oc_f9b2e8f0309ecab0c94e3e134b0ddd29', message);
-})();
\ No newline at end of file
+  const cA = analyzeCandleSequence([candles[2], candles[1], candles[0]]);
+  const isH = isHighVolatilityCandle(candles.reverse());
+  console.log(cA);
+  console.log("isHighVolatilityCandle", isH);
+})();