slope.ipynb

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      "name": "slope.ipynb",
      "provenance": [],
      "collapsed_sections": []
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    "kernelspec": {
      "name": "python3",
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      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "How to calculate slope ? \n",
        "\n",
        "https://www.archtoolbox.com/calculating-slope/\n",
        "\n",
        "library we use:\n",
        "\n",
        "https://scipy.org/\n",
        "\n",
        "pip install scipy\n",
        "\n"
      ],
      "metadata": {
        "id": "LPmE0RfhuNOu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# install lib we need\n",
        "! pip install scipy\n",
        "! pip install pandas \n",
        "! pip install plotly\n",
        "! pip install ccxt"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1276
        },
        "id": "ocUAtwf-0XkW",
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      "execution_count": 2,
      "metadata": {
        "id": "2-UJeqomtbAe"
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      "outputs": [],
      "source": [
        "# { import libraries\n",
        "import ccxt\n",
        "from datetime import datetime\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import plotly.graph_objects as go\n",
        "from plotly.subplots import make_subplots\n",
        "from scipy.stats import linregress\n",
        "# }"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# { load exchange to get data\n",
        "exchange = ccxt.binance({\n",
        "    'options': {\n",
        "        'adjustForTimeDifference': True,\n",
        "    },\n",
        "\n",
        "})\n",
        "# }"
      ],
      "metadata": {
        "id": "DEzfelLp1uTu"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# { load data as function\n",
        "def fetch(symbol: str, timeframe: str, limit: int):\n",
        "    print(f\"Fetching {symbol} new bars for {datetime.now().isoformat()}\")\n",
        "\n",
        "    bars = exchange.fetch_ohlcv(\n",
        "        symbol, timeframe=timeframe, limit=limit)  # fetch ohlcv\n",
        "    df = pd.DataFrame(bars[:-1], columns=['timestamp',\n",
        "                      'open', 'high', 'low', 'close', 'volume'])\n",
        "    df['timestamp'] = pd.to_datetime(df['timestamp'], unit='ms')\n",
        "    #df = df.set_index(pd.DatetimeIndex(df.timestamp))\n",
        "    return df\n",
        "# }"
      ],
      "metadata": {
        "id": "vjKC5PDL2BvG"
      },
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# { set symbol for data function\n",
        "BTC = fetch('BTC/USDT', '4h', 1000)\n",
        "# }\n",
        "\n",
        "# print data\n",
        "BTC"
      ],
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          "base_uri": "https://localhost:8080/",
          "height": 442
        },
        "id": "x6FPWY5o2Ju-",
        "outputId": "f5030a3e-8ea0-4023-ca78-f67ea1f90283"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Fetching BTC/USDT new bars for 2022-07-22T12:47:54.176766\n"
          ]
        },
        {
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          "data": {
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              "              timestamp      open      high       low     close       volume\n",
              "0   2022-02-06 00:00:00  41382.60  41640.00  41340.35  41444.04   2064.25705\n",
              "1   2022-02-06 04:00:00  41444.03  41714.18  41305.29  41612.33   2267.93171\n",
              "2   2022-02-06 08:00:00  41612.32  41700.01  41444.00  41522.00   2030.31116\n",
              "3   2022-02-06 12:00:00  41522.00  42168.00  41116.56  41519.49   7364.57563\n",
              "4   2022-02-06 16:00:00  41519.48  41747.40  41417.23  41717.94   2735.98951\n",
              "..                  ...       ...       ...       ...       ...          ...\n",
              "994 2022-07-21 16:00:00  22639.37  23207.94  22632.72  23194.40  35494.11017\n",
              "995 2022-07-21 20:00:00  23194.40  23308.80  22931.35  23152.19  23278.87786\n",
              "996 2022-07-22 00:00:00  23152.19  23352.53  22861.43  22909.90  18175.45307\n",
              "997 2022-07-22 04:00:00  22907.25  23320.00  22805.89  23118.79  23234.33239\n",
              "998 2022-07-22 08:00:00  23121.63  23634.40  23068.00  23610.58  34290.27360\n",
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              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# { function to calculate sma\n",
        "def SMA(data: str, length: int, column: str):\n",
        "    return data[column].rolling(window=length).mean()\n",
        "# }\n",
        "\n",
        "BTC['sma'] = SMA(BTC, 20, 'close')  # use function for  calculate sma\n",
        "\n",
        "BTC['sma'] #print sma"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "KUd-IXV62Z_X",
        "outputId": "12b4980f-1bbe-4650-8af0-043ece93637f"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0             NaN\n",
              "1             NaN\n",
              "2             NaN\n",
              "3             NaN\n",
              "4             NaN\n",
              "          ...    \n",
              "994    22902.9185\n",
              "995    22926.7365\n",
              "996    22991.3355\n",
              "997    23025.6460\n",
              "998    23110.9975\n",
              "Name: sma, Length: 999, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 31
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# { function to calculate EMA \n",
        "def EMA(data: str, src: str, Length: int, smoothing=2):\n",
        "    EMA = np.zeros(np.size(data[src]))\n",
        "    emasize = np.size(data[src])\n",
        "    EMA[:Length-1] = np.NaN\n",
        "    EMA[Length-1] = np.mean(data[src][:Length])\n",
        "    for i in range(Length, emasize):\n",
        "        EMA[i] = (((smoothing/(Length + 1)) * data[src][i]) +\n",
        "                  ((1-(smoothing/(Length + 1))) * EMA[i-1]))\n",
        "    return np.round(EMA, 2)\n",
        "# }"
      ],
      "metadata": {
        "id": "-1SgY_C13blv"
      },
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "BTC['ema'] = EMA(BTC, 'close', 20)  # use function to calculate ema \n",
        "\n",
        "BTC['ema'] #print ema"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "Fek0Nv013kBA",
        "outputId": "a6d13165-061c-41db-b2b4-7e4c16eaf394"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0           NaN\n",
              "1           NaN\n",
              "2           NaN\n",
              "3           NaN\n",
              "4           NaN\n",
              "         ...   \n",
              "994    22773.45\n",
              "995    22809.52\n",
              "996    22819.08\n",
              "997    22847.63\n",
              "998    22920.29\n",
              "Name: ema, Length: 999, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "Qg2pYDtNOoqf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# { plot data\n",
        "fig = go.Figure()\n",
        "\n",
        "fig.add_trace(go.Candlestick(x=BTC.index,\n",
        "                             open=BTC['open'],\n",
        "                             high=BTC['high'],\n",
        "                             low=BTC['low'],\n",
        "                             close=BTC['close'],\n",
        "                             showlegend=False))\n",
        "\n",
        "fig.add_trace(go.Scatter(x=BTC.index,\n",
        "                         y=BTC['sma'],\n",
        "                         opacity=1,\n",
        "                         line=dict(color='green', width=2),\n",
        "                         name='sma'))\n",
        "\n",
        "fig.add_trace(go.Scatter(x=BTC.index,\n",
        "                         y=BTC['ema'],\n",
        "                         opacity=1,\n",
        "                         line=dict(color='red', width=2),\n",
        "                         name='ema'),)\n",
        "\n",
        "\n",
        "# }"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "outputId": "a3d1bd73-e9bc-436b-e02c-7aad793faaa9",
        "id": "7CJOeS-2OugO"
      },
      "execution_count": 82,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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)"
      ],
      "metadata": {
        "id": "QGAoxyg9PFpq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# set src and len to calculate slpoe\n",
        "\n",
        "src = 'sma' # also use ema or ohlc \n",
        "len = 4 # back data to calculate slop"
      ],
      "metadata": {
        "id": "1_JybJwP35Vg"
      },
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#{ function to calculate slope\n",
        "def SLOPE(src:str = src , len:int =len ,data:str = BTC):\n",
        "  return data[src].rolling(len).apply(lambda s: linregress(s.reset_index())[0])"
      ],
      "metadata": {
        "id": "GCGwBPpR5u4n"
      },
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "BTC['slope'] = SLOPE() # use function to calculate slope \n",
        "\n",
        "BTC['slope'] #print slope"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "fZq1IN4s5nnX",
        "outputId": "da393675-1433-4baa-f617-b07882d6ed75"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0           NaN\n",
              "1           NaN\n",
              "2           NaN\n",
              "3           NaN\n",
              "4           NaN\n",
              "         ...   \n",
              "994    43.73485\n",
              "995    34.31335\n",
              "996    44.82325\n",
              "997    43.27815\n",
              "998    58.70935\n",
              "Name: slope, Length: 999, dtype: float64"
            ]
          },
          "metadata": {},
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# { plot data\n",
        "fig = make_subplots(rows=2, cols=1, shared_xaxes=True)\n",
        "\n",
        "fig.add_trace(go.Candlestick(x=BTC.index,\n",
        "                             open=BTC['open'],\n",
        "                             high=BTC['high'],\n",
        "                             low=BTC['low'],\n",
        "                             close=BTC['close'],\n",
        "                             showlegend=False))\n",
        "fig.add_trace(go.Scatter(x=BTC.index,\n",
        "                         y=BTC['slope'],\n",
        "                         opacity=0.7,\n",
        "                         line=dict(color='Gray', width=2),\n",
        "                         name='slope'), row=2, col=1)\n",
        "fig.show()\n",
        "# }"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "mVMAu_Hq7qwJ",
        "outputId": "2ece77bb-85d1-48a4-a806-11b40c909826"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
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)"
      ],
      "metadata": {
        "id": "HkhSoB_LOXBz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#change slope color whit condition for ploting\n",
        "BTC['slope_avg'] = BTC['slope'].rolling(window=len).mean()\n",
        "BTC['long']=np.where((BTC['slope'] > 0 ) & (BTC['slope'] > BTC['slope_avg'] ) ,BTC['slope'] , np.nan )\n",
        "BTC['short']=np.where((BTC['slope'] < 0 ) & (BTC['slope'] < BTC['slope_avg'] ) ,BTC['slope'] , np.nan )\n",
        "\n",
        "BTC\n"
      ],
      "metadata": {
        "id": "1qTp3H9y9FSx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# { plot data\n",
        "fig = make_subplots(rows=2, cols=1, shared_xaxes=True)\n",
        "\n",
        "fig.add_trace(go.Candlestick(x=BTC.index,\n",
        "                             open=BTC['open'],\n",
        "                             high=BTC['high'],\n",
        "                             low=BTC['low'],\n",
        "                             close=BTC['close'],\n",
        "                             showlegend=False))\n",
        "\n",
        "fig.add_trace(go.Scatter(x=BTC.index,\n",
        "                         y=BTC['long'],\n",
        "                         opacity=1,\n",
        "                         line=dict(color='green', width=2),\n",
        "                         name='slope'), row=2, col=1)\n",
        "\n",
        "fig.add_trace(go.Scatter(x=BTC.index,\n",
        "                         y=BTC['short'],\n",
        "                         opacity=1,\n",
        "                         line=dict(color='red', width=2),\n",
        "                         name='slopee'), row=2, col=1)\n",
        "\n",
        "fig.add_trace(go.Scatter(x=BTC.index,\n",
        "                         y=BTC['slope'],\n",
        "                         opacity=0.4,\n",
        "                         line=dict(color='Gray', width=2),\n",
        "                         name='slope'), row=2, col=1)\n",
        "\n",
        "# }"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "p5FzGko5_7t5",
        "outputId": "5f4dc18c-54e5-44d1-ced7-fcd6de99b520"
      },
      "execution_count": 80,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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)"
      ],
      "metadata": {
        "id": "ErbK0GVZOCLv"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        ""
      ],
      "metadata": {
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