stock_breakout_demo.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "stock-breakout-demo.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPb6yM7WZVZklXLxS2XINbG",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/yongghongg/stock-screener/blob/main/stock_breakout_demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GSsUMWfRbVIo"
      },
      "source": [
        "!pip install yfinance\n",
        "!pip install mplfinance\n",
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "import pandas as pd\n",
        "import yfinance as yf\n",
        "import numpy as np\n",
        "import math\n",
        "from mplfinance.original_flavor import candlestick_ohlc\n",
        "import matplotlib.dates as mpl_dates\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 768
        },
        "id": "y3LBv6t6k3YT",
        "outputId": "e026ca61-0599-44ce-9ba7-3a4a99dc70d8"
      },
      "source": [
        "# method 1: fractal candlestick pattern\n",
        "\n",
        "def get_stock_price(symbol):\n",
        "  df = yf.download(symbol, start='2021-02-01', threads= False)\n",
        "  df['Date'] = pd.to_datetime(df.index)\n",
        "  df['Date'] = df['Date'].apply(mpl_dates.date2num)\n",
        "  df = df.loc[:,['Date', 'Open', 'High', 'Low', 'Close']]\n",
        "  return df\n",
        "\n",
        "def is_support(df,i):\n",
        "  cond1 = df['Low'][i] < df['Low'][i-1] \n",
        "  cond2 = df['Low'][i] < df['Low'][i+1] \n",
        "  cond3 = df['Low'][i+1] < df['Low'][i+2] \n",
        "  cond4 = df['Low'][i-1] < df['Low'][i-2]\n",
        "  return (cond1 and cond2 and cond3 and cond4)\n",
        "\n",
        "def is_resistance(df,i):\n",
        "  cond1 = df['High'][i] > df['High'][i-1] \n",
        "  cond2 = df['High'][i] > df['High'][i+1] \n",
        "  cond3 = df['High'][i+1] > df['High'][i+2] \n",
        "  cond4 = df['High'][i-1] > df['High'][i-2]\n",
        "  return (cond1 and cond2 and cond3 and cond4)\n",
        "\n",
        "def is_far_from_level(value, levels, df):\n",
        "    ave =  np.mean(df['High'] - df['Low'])\n",
        "    return np.sum([abs(value - level) < ave for _, level in levels]) == 0\n",
        "\n",
        "def plot_all(levels, df):\n",
        "    fig, ax = plt.subplots(figsize=(16, 9), dpi=300)\n",
        "    candlestick_ohlc(ax,df.values,width=0.6, colorup='green', colordown='red', alpha=0.8)\n",
        "    date_format = mpl_dates.DateFormatter('%d %b %Y')\n",
        "    ax.xaxis.set_major_formatter(date_format)\n",
        "    for level in levels:\n",
        "        plt.hlines(level[1], xmin=df['Date'][level[0]], xmax=max(df['Date']), colors='blue', linestyle='--')\n",
        "    fig.show()\n",
        "\n",
        "stock_code = 'COO'\n",
        "df = get_stock_price(stock_code)\n",
        "levels = []\n",
        "for i in range(2,len(df)-2):\n",
        "  if is_support(df,i):\n",
        "    l = df['Low'][i]\n",
        "    if is_far_from_level(l, levels, df):\n",
        "      levels.append((i,l))\n",
        "  elif is_resistance(df,i):\n",
        "    l = df['High'][i]\n",
        "    if is_far_from_level(l, levels, df):\n",
        "      levels.append((i,l))\n",
        "\n",
        "plot_all(levels, df)"
      ],
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[*********************100%***********************]  1 of 1 completed\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 4800x2700 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 768
        },
        "id": "_e72AMBMmFCk",
        "outputId": "c485ecdd-a695-4848-827b-70b0c0c38ff9"
      },
      "source": [
        "#method 2: window shifting method\n",
        "symbol = 'COO'\n",
        "df = get_stock_price(symbol)\n",
        "\n",
        "pivots = []\n",
        "max_list = []\n",
        "min_list = []\n",
        "for i in range(5, len(df)-5):\n",
        "    high_range = df['High'][i-5:i+4]\n",
        "    current_max = high_range.max()\n",
        "\n",
        "    if current_max not in max_list:\n",
        "        max_list = []\n",
        "    max_list.append(current_max)\n",
        "    if len(max_list) == 5 and is_far_from_level(current_max, pivots, df):\n",
        "        pivots.append((high_range.idxmax(), current_max))\n",
        "    \n",
        "    low_range = df['Low'][i-5:i+5]\n",
        "    current_min = low_range.min()\n",
        "    if current_min not in min_list:\n",
        "        min_list = []\n",
        "    min_list.append(current_min)\n",
        "    if len(min_list) == 5 and is_far_from_level(current_min, pivots, df):\n",
        "        pivots.append((low_range.idxmin(), current_min))\n",
        "\n",
        "plot_all(pivots, df)     "
      ],
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[*********************100%***********************]  1 of 1 completed\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 4800x2700 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nfwDlfy1bk0V"
      },
      "source": [
        "# screening\n",
        "def has_breakout(levels, previous, last):\n",
        "  for _, level in levels:\n",
        "    cond1 = (previous['Open'] < level) # to make sure previous candle is below the level\n",
        "    cond2 = (last['Open'] > level) and (last['Low'] > level)\n",
        "  return (cond1 and cond2)\n",
        "\n",
        "def detect_level_method_1(df):\n",
        "  levels = []\n",
        "  for i in range(2,df.shape[0]-2):\n",
        "    if is_support(df,i):\n",
        "      l = df['Low'][i]\n",
        "      if is_far_from_level(l, levels, df):\n",
        "        levels.append((i,l))\n",
        "    elif is_resistance(df,i):\n",
        "      l = df['High'][i]\n",
        "      if is_far_from_level(l, levels, df):\n",
        "        levels.append((i,l))\n",
        "  return levels\n",
        "\n",
        "def detect_level_method_2(df):\n",
        "  levels = []\n",
        "  max_list = []\n",
        "  min_list = []\n",
        "  for i in range(5, len(df)-5):\n",
        "      high_range = df['High'][i-5:i+4]\n",
        "      current_max = high_range.max()\n",
        "\n",
        "      if current_max not in max_list:\n",
        "          max_list = []\n",
        "      max_list.append(current_max)\n",
        "      if len(max_list) == 5 and is_far_from_level(current_max, levels, df):\n",
        "          levels.append((high_range.idxmax(), current_max))\n",
        "      \n",
        "      low_range = df['Low'][i-5:i+5]\n",
        "      current_min = low_range.min()\n",
        "      if current_min not in min_list:\n",
        "          min_list = []\n",
        "      min_list.append(current_min)\n",
        "      if len(min_list) == 5 and is_far_from_level(current_min, levels, df):\n",
        "          levels.append((low_range.idxmin(), current_min))\n",
        "  return levels\n",
        "\n",
        "# lists to store the screened results\n",
        "screened_list_1 = [] \n",
        "screened_list_2 = []\n",
        "\n",
        "# get the full stock list of S&P 500 \n",
        "payload=pd.read_html('https://en.wikipedia.org/wiki/List_of_S%26P_500_companies')\n",
        "stock_list = payload[0]['Symbol'].values.tolist()\n",
        "\n",
        "for symbol in stock_list:\n",
        "  try: \n",
        "    df = get_stock_price(symbol)\n",
        "    \n",
        "    levels_1 = detect_level_method_1(df)\n",
        "    if (has_breakout(levels_1[-5:], df.iloc[-2], df.iloc[-1])):\n",
        "      screened_list_1.append(symbol)\n",
        "\n",
        "    levels_2 = detect_level_method_2(df)\n",
        "    if (has_breakout(levels_2[-5:], df.iloc[-2], df.iloc[-1])):\n",
        "      screened_list_2.append(symbol)\n",
        "\n",
        "  except Exception as e:\n",
        "    print(e)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T-Wr1hlWAbF9",
        "outputId": "14870ee7-cf5b-49ef-f204-bb045e52c2d8"
      },
      "source": [
        "screened_list_1"
      ],
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['ADBE', 'COO', 'COST', 'FE']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "b1yMuWocAcTw",
        "outputId": "96030b77-bbaf-4e99-dc45-8a03d147b0d7"
      },
      "source": [
        "screened_list_2"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['ACN', 'BDX', 'COO', 'DRI', 'IT', 'INTU', 'MDT', 'CRM']"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 42
        }
      ]
    }
  ]
}