{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c9d0bb40",
   "metadata": {
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "outputs": [],
   "source": [
    "//@version=5\n",
    "indicator(\"4CCP + 4CRP Patterns\", overlay=true, max_boxes_count=500, max_lines_count=500, max_labels_count=500)\n",
    "\n",
    "// === Restrict to 1-minute timeframe ===\n",
    "is_1m = timeframe.period == \"1\"\n",
    "\n",
    "// === Candle Data ===\n",
    "o = open\n",
    "c = close\n",
    "\n",
    "// === Helper: body top, bottom, mid ===\n",
    "getBodyCoords(_o, _c) =>\n",
    "    top = math.max(_o, _c)\n",
    "    bot = math.min(_o, _c)\n",
    "    mid = (top + bot) / 2\n",
    "    [top, bot, mid]\n",
    "\n",
    "// === Persistent arrays for drawing objects ===\n",
    "var box[] boxes = array.new_box()\n",
    "var line[] lines = array.new_line()\n",
    "var label[] labels = array.new_label()\n",
    "\n",
    "// === Draw helper function ===\n",
    "drawBoxAndLine(idx, top, bot, mid, colorFill, labelText) =>\n",
    "    x1 = idx\n",
    "    x2 = x1 + 5\n",
    "    bx = box.new(left=x1, right=x2, top=top, bottom=bot, bgcolor=color.new(colorFill, 70), border_color=colorFill)\n",
    "    ln = line.new(x1=x1, y1=mid, x2=x2, y2=mid, color=colorFill, width=1, style=line.style_dotted)\n",
    "    array.push(boxes, bx)\n",
    "    array.push(lines, ln)\n",
    "    txt = label.new(x=x1+2, y=mid+syminfo.mintick*20, text=labelText, style=label.style_none, textcolor=color.white, size=size.tiny)\n",
    "    array.push(labels, txt)\n",
    "\n",
    "// === === 4CCP Patterns ===\n",
    "// --- T1.1 ---\n",
    "t1_1 = c[3] > o[3] and c[2] < o[3] and c[1] > o[2] and c[1] < c[3] and c > c[1] and c > o[2] and c > c[3]\n",
    "if is_1m and t1_1\n",
    "    [top, bot, mid] = getBodyCoords(o[2], c[2])\n",
    "    drawBoxAndLine(bar_index-2, top, bot, mid, color.rgb(0,192,255), \"4CCP-T1.1\")\n",
    "\n",
    "// --- T1.2 ---\n",
    "t1_2 = c[3] > o[3] and c[2] < o[3] and c[1] > c[2] and c[1] < o[2] and c > c[1] and c > o[2] and c > c[3]\n",
    "if is_1m and t1_2\n",
    "    [top, bot, mid] = getBodyCoords(o[2], c[2])\n",
    "    drawBoxAndLine(bar_index-2, top, bot, mid, color.rgb(255,192,0), \"4CCP-T1.2\")\n",
    "\n",
    "// --- T2.1 ---\n",
    "t2_1 = c[3] < o[3] and c[2] > o[3] and c[1] < o[2] and c[1] < c[3] and c < c[1] and c < o[2] and c < c[3]\n",
    "if is_1m and t2_1\n",
    "    [top, bot, mid] = getBodyCoords(o[2], c[2])\n",
    "    drawBoxAndLine(bar_index-2, top, bot, mid, color.rgb(255,64,64), \"4CCP-T2.1\")\n",
    "\n",
    "// --- T2.2 ---\n",
    "t2_2 = c[3] < o[3] and c[2] > o[3] and c[1] < c[2] and c[1] > o[2] and c < c[1] and c < o[2] and c < c[3]\n",
    "if is_1m and t2_2\n",
    "    [top, bot, mid] = getBodyCoords(o[2], c[2])\n",
    "    drawBoxAndLine(bar_index-2, top, bot, mid, color.rgb(255,128,0), \"4CCP-T2.2\")\n",
    "\n",
    "// === === 4CRP Patterns (rectangle/line from 1st candle) ===\n",
    "// --- 4CRP-T1.1 (bearish first candle) ---\n",
    "c1_bear = c[3] < o[3]\n",
    "in_range2 = math.max(o[2], c[2]) <= math.max(o[3], c[3]) and math.min(o[2], c[2]) >= math.min(o[3], c[3])\n",
    "in_range3 = math.max(o[1], c[1]) <= math.max(o[3], c[3]) and math.min(o[1], c[1]) >= math.min(o[3], c[3])\n",
    "in_range4 = math.max(o, c) <= math.max(o[3], c[3]) and math.min(o, c) >= math.min(o[3], c[3])\n",
    "cond_4CRP_T1_1 = c1_bear and in_range2 and in_range3 and in_range4\n",
    "\n",
    "if is_1m and cond_4CRP_T1_1\n",
    "    [top, bot, mid] = getBodyCoords(o[3], c[3])  // 1st candle range\n",
    "    drawBoxAndLine(bar_index-3, top, bot, mid, color.purple, \"4CRP-T1.1\")\n",
    "\n",
    "// --- 4CRP-T2.1 (bullish first candle) ---\n",
    "c1_bull = c[3] > o[3]\n",
    "in_range2b = math.max(o[2], c[2]) <= math.max(o[3], c[3]) and math.min(o[2], c[2]) >= math.min(o[3], c[3])\n",
    "in_range3b = math.max(o[1], c[1]) <= math.max(o[3], c[3]) and math.min(o[1], c[1]) >= math.min(o[3], c[3])\n",
    "in_range4b = math.max(o, c) <= math.max(o[3], c[3]) and math.min(o, c) >= math.min(o[3], c[3])\n",
    "cond_4CRP_T2_1 = c1_bull and in_range2b and in_range3b and in_range4b\n",
    "\n",
    "if is_1m and cond_4CRP_T2_1\n",
    "    [top, bot, mid] = getBodyCoords(o[3], c[3])  // 1st candle range\n",
    "    drawBoxAndLine(bar_index-3, top, bot, mid, color.green, \"4CRP-T2.1\")\n",
    "\n",
    "// === Optional plotshapes for reference ===\n",
    "plotshape(is_1m and t1_1, text=\"↑T1.1\", style=shape.triangleup, location=location.belowbar, color=color.rgb(0,192,255), size=size.tiny)\n",
    "plotshape(is_1m and t1_2, text=\"↑T1.2\", style=shape.triangleup, location=location.belowbar, color=color.rgb(255,192,0), size=size.tiny)\n",
    "plotshape(is_1m and t2_1, text=\"↓T2.1\", style=shape.triangledown, location=location.abovebar, color=color.rgb(255,64,64), size=size.tiny)\n",
    "plotshape(is_1m and t2_2, text=\"↓T2.2\", style=shape.triangledown, location=location.abovebar, color=color.rgb(255,128,0), size=size.tiny)\n",
    "plotshape(is_1m and cond_4CRP_T1_1, text=\"4CRP-T1\", style=shape.triangleup, location=location.belowbar, color=color.purple, size=size.tiny)\n",
    "plotshape(is_1m and cond_4CRP_T2_1, text=\"4CRP-T2\", style=shape.triangleup, location=location.belowbar, color=color.green, size=size.tiny)\n"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "b5980db4",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4eabbd09",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "language_info": {
   "name": "python"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}