portfolio_opt.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WGov6o8ryOBi"
      },
      "source": [
        "# $\\textbf{PORTFOLIO OPTIMIZATION} $"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install pandas_ta\n",
        "!pip install yfinance"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i0lnOfmd_25T",
        "outputId": "57b5d7c9-9806-440e-ec2d-c8ac30775b3e"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting pandas_ta\n",
            "  Downloading pandas_ta-0.3.14b.tar.gz (115 kB)\n",
            "\u001b[?25l     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/115.1 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.1/115.1 kB\u001b[0m \u001b[31m10.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "Requirement already satisfied: pandas in /usr/local/lib/python3.10/dist-packages (from pandas_ta) (2.1.4)\n",
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            "Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas->pandas_ta) (2024.1)\n",
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            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.8.2->pandas->pandas_ta) (1.16.0)\n",
            "Building wheels for collected packages: pandas_ta\n",
            "  Building wheel for pandas_ta (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for pandas_ta: filename=pandas_ta-0.3.14b0-py3-none-any.whl size=218909 sha256=2591f54e3c7c5c3aa0e7734967f6377de0a21d90cd52c6450b0b644fb5d6b2f5\n",
            "  Stored in directory: /root/.cache/pip/wheels/69/00/ac/f7fa862c34b0e2ef320175100c233377b4c558944f12474cf0\n",
            "Successfully built pandas_ta\n",
            "Installing collected packages: pandas_ta\n",
            "Successfully installed pandas_ta-0.3.14b0\n",
            "Requirement already satisfied: yfinance in /usr/local/lib/python3.10/dist-packages (0.2.41)\n",
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            "Requirement already satisfied: multitasking>=0.0.7 in /usr/local/lib/python3.10/dist-packages (from yfinance) (0.0.11)\n",
            "Requirement already satisfied: lxml>=4.9.1 in /usr/local/lib/python3.10/dist-packages (from yfinance) (4.9.4)\n",
            "Requirement already satisfied: platformdirs>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from yfinance) (4.2.2)\n",
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            "Requirement already satisfied: frozendict>=2.3.4 in /usr/local/lib/python3.10/dist-packages (from yfinance) (2.4.4)\n",
            "Requirement already satisfied: peewee>=3.16.2 in /usr/local/lib/python3.10/dist-packages (from yfinance) (3.17.6)\n",
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            "Requirement already satisfied: webencodings in /usr/local/lib/python3.10/dist-packages (from html5lib>=1.1->yfinance) (0.5.1)\n",
            "Requirement already satisfied: python-dateutil>=2.8.2 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.3.0->yfinance) (2.8.2)\n",
            "Requirement already satisfied: tzdata>=2022.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.3.0->yfinance) (2024.1)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests>=2.31->yfinance) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests>=2.31->yfinance) (3.7)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.31->yfinance) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests>=2.31->yfinance) (2024.7.4)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "s8DmflqKyOBl"
      },
      "outputs": [],
      "source": [
        "from importlib import reload\n",
        "from utilities import *\n",
        "import agent\n",
        "reload(agent)\n",
        "\n",
        "import csv\n",
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RRpN7gUmyOBn"
      },
      "source": [
        "## $\\textbf{Data \\& Parameters}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "oAqUxgVTyOBn"
      },
      "outputs": [],
      "source": [
        "stocks = ['AAPL', 'ABNB', 'AMZN', 'ADBE']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Xr5Dg-tPyOBo",
        "outputId": "87a1cdba-1e12-468a-fc0c-301a572d8a93"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Creating model for  AAPL\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer (\u001b[38;5;33mInputLayer\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m9\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm (\u001b[38;5;33mLSTM\u001b[0m)                          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m)                 │          \u001b[38;5;34m96,000\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense (\u001b[38;5;33mDense\u001b[0m)                        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)                   │             \u001b[38;5;34m151\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>)                 │          <span style=\"color: #00af00; text-decoration-color: #00af00\">96,000</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">151</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------------------------------------------------------Model Created----------------------------------------------------------------\n",
            "Epoch 1/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 8ms/step - loss: 5.7925e-04 - val_loss: 0.0012\n",
            "Epoch 2/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 6.5737e-05 - val_loss: 4.5699e-04\n",
            "Epoch 3/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.8967e-05 - val_loss: 4.7345e-04\n",
            "Epoch 4/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0562e-05 - val_loss: 3.4728e-04\n",
            "Epoch 5/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0429e-05 - val_loss: 4.5305e-04\n",
            "Epoch 6/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.1132e-05 - val_loss: 8.5048e-04\n",
            "Epoch 7/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - loss: 2.8985e-05 - val_loss: 5.6520e-04\n",
            "Epoch 8/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 1.7191e-05 - val_loss: 3.3208e-04\n",
            "Epoch 9/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.2248e-05 - val_loss: 4.6028e-04\n",
            "Epoch 10/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0439e-05 - val_loss: 3.5717e-04\n",
            "Epoch 11/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.6656e-05 - val_loss: 3.7393e-04\n",
            "Epoch 12/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.9219e-05 - val_loss: 3.5725e-04\n",
            "Epoch 13/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0871e-05 - val_loss: 3.3876e-04\n",
            "Epoch 14/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.8704e-05 - val_loss: 2.8417e-04\n",
            "Epoch 15/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.7126e-05 - val_loss: 2.8708e-04\n",
            "Epoch 16/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.5152e-05 - val_loss: 0.0011\n",
            "Epoch 17/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step - loss: 2.1335e-05 - val_loss: 3.1773e-04\n",
            "Epoch 18/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - loss: 1.7274e-05 - val_loss: 0.0011\n",
            "Epoch 19/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.8869e-05 - val_loss: 2.9963e-04\n",
            "Epoch 20/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.5841e-05 - val_loss: 4.0759e-04\n",
            "Epoch 21/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.9073e-05 - val_loss: 2.8641e-04\n",
            "Epoch 22/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 1.4528e-05 - val_loss: 3.4897e-04\n",
            "Epoch 23/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.7627e-05 - val_loss: 4.5521e-04\n",
            "Epoch 24/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.4855e-05 - val_loss: 2.7904e-04\n",
            "Epoch 25/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.3718e-05 - val_loss: 2.8728e-04\n",
            "Epoch 26/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.4605e-05 - val_loss: 0.0013\n",
            "Epoch 27/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 2.3708e-05 - val_loss: 5.3810e-04\n",
            "Epoch 28/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - loss: 1.5950e-05 - val_loss: 3.8495e-04\n",
            "Epoch 29/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 1.4976e-05 - val_loss: 5.5097e-04\n",
            "Epoch 30/30\n",
            "\u001b[1m244/244\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 1.3028e-05 - val_loss: 4.4644e-04\n",
            "----------------------------------------------------------------Model Trained----------------------------------------------------------------\n",
            "Model saved successfully at models/model_AAPL_30lb.keras\n",
            "Creating model for  GOOGL\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional_1\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_1\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_1 (\u001b[38;5;33mInputLayer\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m9\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm_1 (\u001b[38;5;33mLSTM\u001b[0m)                        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m)                 │          \u001b[38;5;34m96,000\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)                   │             \u001b[38;5;34m151\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>)                 │          <span style=\"color: #00af00; text-decoration-color: #00af00\">96,000</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">151</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------------------------------------------------------Model Created----------------------------------------------------------------\n",
            "Epoch 1/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - loss: 0.0068 - val_loss: 0.0011\n",
            "Epoch 2/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 1.0963e-04 - val_loss: 8.0865e-04\n",
            "Epoch 3/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 1.0028e-04 - val_loss: 7.8988e-04\n",
            "Epoch 4/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 8.2743e-05 - val_loss: 6.9106e-04\n",
            "Epoch 5/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 8.2554e-05 - val_loss: 6.5656e-04\n",
            "Epoch 6/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.7622e-05 - val_loss: 7.3418e-04\n",
            "Epoch 7/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 8.6470e-05 - val_loss: 7.3345e-04\n",
            "Epoch 8/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 9.1005e-05 - val_loss: 7.0883e-04\n",
            "Epoch 9/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 6.9250e-05 - val_loss: 8.6964e-04\n",
            "Epoch 10/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - loss: 6.9717e-05 - val_loss: 8.1421e-04\n",
            "Epoch 11/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - loss: 8.7640e-05 - val_loss: 0.0011\n",
            "Epoch 12/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - loss: 8.6207e-05 - val_loss: 5.7736e-04\n",
            "Epoch 13/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step - loss: 6.8503e-05 - val_loss: 7.5494e-04\n",
            "Epoch 14/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.2297e-05 - val_loss: 7.9256e-04\n",
            "Epoch 15/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 7.4124e-05 - val_loss: 6.4113e-04\n",
            "Epoch 16/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 8.2532e-05 - val_loss: 7.1273e-04\n",
            "Epoch 17/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.6783e-05 - val_loss: 6.2919e-04\n",
            "Epoch 18/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 8.8945e-05 - val_loss: 7.1334e-04\n",
            "Epoch 19/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 8.8218e-05 - val_loss: 6.8261e-04\n",
            "Epoch 20/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.9075e-05 - val_loss: 6.2999e-04\n",
            "Epoch 21/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - loss: 7.9045e-05 - val_loss: 7.2960e-04\n",
            "Epoch 22/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.3438e-05 - val_loss: 7.3412e-04\n",
            "Epoch 23/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 6.6188e-05 - val_loss: 5.1467e-04\n",
            "Epoch 24/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 7.8825e-05 - val_loss: 5.2449e-04\n",
            "Epoch 25/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.4454e-05 - val_loss: 6.2231e-04\n",
            "Epoch 26/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.7296e-05 - val_loss: 7.1205e-04\n",
            "Epoch 27/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 6.6752e-05 - val_loss: 5.1214e-04\n",
            "Epoch 28/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 6.7609e-05 - val_loss: 5.1093e-04\n",
            "Epoch 29/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.4088e-05 - val_loss: 5.5286e-04\n",
            "Epoch 30/30\n",
            "\u001b[1m109/109\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 6.2364e-05 - val_loss: 4.9612e-04\n",
            "----------------------------------------------------------------Model Trained----------------------------------------------------------------\n",
            "Model saved successfully at models/model_GOOGL_30lb.keras\n",
            "Creating model for  AMZN\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional_2\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_2\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_2 (\u001b[38;5;33mInputLayer\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m9\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm_2 (\u001b[38;5;33mLSTM\u001b[0m)                        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m)                 │          \u001b[38;5;34m96,000\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)                   │             \u001b[38;5;34m151\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>)                 │          <span style=\"color: #00af00; text-decoration-color: #00af00\">96,000</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">151</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------------------------------------------------------Model Created----------------------------------------------------------------\n",
            "Epoch 1/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - loss: 9.0607e-04 - val_loss: 0.0016\n",
            "Epoch 2/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.2477e-05 - val_loss: 7.2703e-04\n",
            "Epoch 3/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 3.0329e-05 - val_loss: 8.7773e-04\n",
            "Epoch 4/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.1323e-05 - val_loss: 0.0011\n",
            "Epoch 5/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0999e-05 - val_loss: 0.0012\n",
            "Epoch 6/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.7069e-05 - val_loss: 0.0011\n",
            "Epoch 7/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.8195e-05 - val_loss: 0.0012\n",
            "Epoch 8/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0444e-05 - val_loss: 8.5806e-04\n",
            "Epoch 9/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.0126e-05 - val_loss: 6.0507e-04\n",
            "Epoch 10/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.7508e-05 - val_loss: 5.3809e-04\n",
            "Epoch 11/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 2.1238e-05 - val_loss: 8.0364e-04\n",
            "Epoch 12/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.9638e-05 - val_loss: 5.7693e-04\n",
            "Epoch 13/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.8695e-05 - val_loss: 5.0956e-04\n",
            "Epoch 14/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.8180e-05 - val_loss: 4.6549e-04\n",
            "Epoch 15/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.6707e-05 - val_loss: 4.6127e-04\n",
            "Epoch 16/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.7804e-05 - val_loss: 6.8925e-04\n",
            "Epoch 17/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 1.6664e-05 - val_loss: 4.5762e-04\n",
            "Epoch 18/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 2.2355e-05 - val_loss: 7.5046e-04\n",
            "Epoch 19/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step - loss: 1.8464e-05 - val_loss: 4.9544e-04\n",
            "Epoch 20/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.5780e-05 - val_loss: 4.8608e-04\n",
            "Epoch 21/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.4917e-05 - val_loss: 5.7604e-04\n",
            "Epoch 22/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.5107e-05 - val_loss: 4.8375e-04\n",
            "Epoch 23/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.4911e-05 - val_loss: 5.0366e-04\n",
            "Epoch 24/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.4327e-05 - val_loss: 4.5320e-04\n",
            "Epoch 25/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.6612e-05 - val_loss: 9.9540e-04\n",
            "Epoch 26/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.9444e-05 - val_loss: 4.1946e-04\n",
            "Epoch 27/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.3800e-05 - val_loss: 5.3742e-04\n",
            "Epoch 28/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.5172e-05 - val_loss: 4.4895e-04\n",
            "Epoch 29/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.6371e-05 - val_loss: 4.1420e-04\n",
            "Epoch 30/30\n",
            "\u001b[1m150/150\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 1.6776e-05 - val_loss: 5.1054e-04\n",
            "----------------------------------------------------------------Model Trained----------------------------------------------------------------\n",
            "Model saved successfully at models/model_AMZN_30lb.keras\n",
            "Creating model for  ADBE\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional_3\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_3\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_3 (\u001b[38;5;33mInputLayer\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m9\u001b[0m)               │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm_3 (\u001b[38;5;33mLSTM\u001b[0m)                        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m)                 │          \u001b[38;5;34m96,000\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)                   │             \u001b[38;5;34m151\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">9</span>)               │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ lstm_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">LSTM</span>)                        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>)                 │          <span style=\"color: #00af00; text-decoration-color: #00af00\">96,000</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">151</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m96,151\u001b[0m (375.59 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">96,151</span> (375.59 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "----------------------------------------------------------------Model Created----------------------------------------------------------------\n",
            "Epoch 1/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 7ms/step - loss: 0.0011 - val_loss: 6.7191e-04\n",
            "Epoch 2/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - loss: 9.1548e-05 - val_loss: 4.6873e-04\n",
            "Epoch 3/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step - loss: 8.4142e-05 - val_loss: 3.3978e-04\n",
            "Epoch 4/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 7.1567e-05 - val_loss: 3.2950e-04\n",
            "Epoch 5/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.1175e-05 - val_loss: 6.9749e-04\n",
            "Epoch 6/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 7.9184e-05 - val_loss: 6.0901e-04\n",
            "Epoch 7/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.0055e-05 - val_loss: 6.3599e-04\n",
            "Epoch 8/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 7.0510e-05 - val_loss: 5.8588e-04\n",
            "Epoch 9/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.6956e-05 - val_loss: 3.7566e-04\n",
            "Epoch 10/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.8167e-05 - val_loss: 2.7958e-04\n",
            "Epoch 11/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.3812e-05 - val_loss: 5.0257e-04\n",
            "Epoch 12/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 6ms/step - loss: 6.1514e-05 - val_loss: 7.7630e-04\n",
            "Epoch 13/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 5.8982e-05 - val_loss: 3.1456e-04\n",
            "Epoch 14/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.9225e-05 - val_loss: 4.3672e-04\n",
            "Epoch 15/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.7916e-05 - val_loss: 3.0059e-04\n",
            "Epoch 16/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.9362e-05 - val_loss: 3.2780e-04\n",
            "Epoch 17/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.3694e-05 - val_loss: 2.8963e-04\n",
            "Epoch 18/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.9204e-05 - val_loss: 3.9331e-04\n",
            "Epoch 19/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.6336e-05 - val_loss: 2.7721e-04\n",
            "Epoch 20/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.2832e-05 - val_loss: 0.0013\n",
            "Epoch 21/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 6ms/step - loss: 6.1116e-05 - val_loss: 2.7208e-04\n",
            "Epoch 22/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - loss: 5.3857e-05 - val_loss: 2.5979e-04\n",
            "Epoch 23/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 5.4371e-05 - val_loss: 3.9688e-04\n",
            "Epoch 24/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.0969e-05 - val_loss: 2.6335e-04\n",
            "Epoch 25/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.8060e-05 - val_loss: 3.6969e-04\n",
            "Epoch 26/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.4449e-05 - val_loss: 3.9200e-04\n",
            "Epoch 27/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.0400e-05 - val_loss: 5.5093e-04\n",
            "Epoch 28/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.9377e-05 - val_loss: 2.5956e-04\n",
            "Epoch 29/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 5.9749e-05 - val_loss: 4.2610e-04\n",
            "Epoch 30/30\n",
            "\u001b[1m212/212\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 4ms/step - loss: 6.3185e-05 - val_loss: 2.5703e-04\n",
            "----------------------------------------------------------------Model Trained----------------------------------------------------------------\n",
            "Model saved successfully at models/model_ADBE_30lb.keras\n",
            "\u001b[1m30/30\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step\n",
            "\u001b[1m30/30\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n",
            "\u001b[1m30/30\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n",
            "\u001b[1m30/30\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step\n"
          ]
        }
      ],
      "source": [
        "episode_count = 10\n",
        "true, diff = allStates(1000)\n",
        "split = int(0.9*len(true[0]))\n",
        "\n",
        "true_train, true_test = true[:split], true[:split]\n",
        "diff_train, diff_test = diff[:split], diff[:split]\n",
        "\n",
        "l = len(diff_train[0]) - 1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "id": "BJaS0Ka-yOBp",
        "outputId": "8a47ee1d-d140-4b53-fa50-ff822804860c"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional_4\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_4\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_4 (\u001b[38;5;33mInputLayer\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m1\u001b[0m)                │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m64\u001b[0m)               │             \u001b[38;5;34m128\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_5 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m32\u001b[0m)               │           \u001b[38;5;34m2,080\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_6 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m3\u001b[0m)                │              \u001b[38;5;34m99\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │             <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,080</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │              <span style=\"color: #00af00; text-decoration-color: #00af00\">99</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m2,307\u001b[0m (9.01 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,307</span> (9.01 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,307\u001b[0m (9.01 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,307</span> (9.01 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "p_agent = agent.DQNAgent(len(stocks))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "64Tov5ItyOBp"
      },
      "source": [
        "## $\\textbf{Training Agent}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DJJ1o6YDyOBq",
        "outputId": "713ab57d-7240-4592-e348-e0b7b2a974f6"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 1/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [02:33<00:00,  6.17it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 2/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [02:37<00:00,  6.00it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 3/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [02:41<00:00,  5.86it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 4/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [02:45<00:00,  5.70it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 5/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [02:52<00:00,  5.47it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 6/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [02:55<00:00,  5.37it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 7/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [03:02<00:00,  5.16it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 8/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [03:00<00:00,  5.24it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 9/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [03:04<00:00,  5.13it/s]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Episode 10/10\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 944/944 [03:04<00:00,  5.11it/s]\n"
          ]
        }
      ],
      "source": [
        "for e in range(1,episode_count + 1):\n",
        "\n",
        "    print(\"Episode \" + str(e) + \"/\" + str(episode_count))\n",
        "    state = getstate(diff_train, 0)\n",
        "    total_profit = 0\n",
        "    p_agent.inventory = OrderedDict()\n",
        "    p_agent.replay_buffer.clear()\n",
        "    for stock in stocks:\n",
        "        p_agent.inventory[stock] = []\n",
        "\n",
        "    for t in tqdm(range(l)):\n",
        "        actions = p_agent.epsilon_greedy(state)\n",
        "        # sit\n",
        "        next_state = getstate(diff_train, t+1)\n",
        "        reward = np.zeros((len(stocks),1))\n",
        "\n",
        "        for i in range(len(actions)):\n",
        "            action = actions[i]\n",
        "            stock = stocks[i]\n",
        "\n",
        "            if action == 1: # buy\n",
        "                p_agent.inventory[stock].append(true_train[i,t])\n",
        "\n",
        "            elif action == 2 and len(p_agent.inventory[stock]) > 0: # sell\n",
        "                bought_price = p_agent.inventory[stock].pop(0)\n",
        "                reward[i] = np.max(true_train[i,t] - bought_price, 0)\n",
        "\n",
        "                total_profit += true_train[i,t] - bought_price\n",
        "        # print(reward)\n",
        "        done = True if t == l - 1 else False\n",
        "        p_agent.store_transition(state, actions, reward, next_state, done)\n",
        "        state = next_state\n",
        "\n",
        "        if len(p_agent.replay_buffer) > 32:\n",
        "            p_agent.exp_replay(32)\n",
        "            p_agent.replay_buffer.clear()\n",
        "        # print(\"t:::\" , t)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "RMDL8M1ayOBq"
      },
      "outputs": [],
      "source": [
        "mdl_name = ''\n",
        "for stock in sorted(stocks):\n",
        "    mdl_name += stock+'_'\n",
        "if mdl_name not in os.listdir('models/dqn'):\n",
        "    p_agent.model.save('models/dqn/'+mdl_name+'.keras')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_pZnpgQjyOBr"
      },
      "source": [
        "## $\\textbf{Evaluating Agent}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IhyUH_oJyOBr",
        "outputId": "97981fa7-302e-4c2a-c012-0e28df7037be"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Day:  1\n",
            "Stock:  ABNB Action: Buy: $ 87.88563537597656\n",
            "Stock:  AMZN Action: Buy: $ 165.56849670410156\n",
            "Day:  2\n",
            "Stock:  ABNB Action: Sell: $ 87.97003936767578\n",
            "Stock:  AMZN Action: Hold: $ 157.18699645996094\n",
            "Day:  3\n",
            "Stock:  AMZN Action: Hold: $ 151.75100708007812\n",
            "Day:  4\n",
            "Stock:  AMZN Action: Sell: $ 156.8695068359375\n",
            "Stock:  ADBE Action: Buy: $ 467.75\n",
            "Day:  5\n",
            "Stock:  ADBE Action: Hold: $ 462.5799865722656\n",
            "Day:  6\n",
            "Stock:  ABNB Action: Buy: $ 88.51141357421875\n",
            "Stock:  ADBE Action: Sell: $ 469.3399963378906\n",
            "Day:  7\n",
            "Stock:  ABNB Action: Sell: $ 88.59981536865234\n",
            "Day:  8\n",
            "Day:  9\n",
            "Day:  10\n",
            "Day:  11\n",
            "Day:  12\n",
            "Day:  13\n",
            "Day:  14\n",
            "Stock:  AMZN Action: Buy: $ 159.2534942626953\n",
            "Stock:  ADBE Action: Buy: $ 470.0799865722656\n",
            "Day:  15\n",
            "Stock:  ABNB Action: Buy: $ 89.24856567382812\n",
            "Stock:  AMZN Action: Sell: $ 159.76699829101562\n",
            "Stock:  ADBE Action: Sell: $ 477.0299987792969\n",
            "Day:  16\n",
            "Stock:  ABNB Action: Hold: $ 87.61943817138672\n",
            "Day:  17\n",
            "Stock:  ABNB Action: Sell: $ 89.66509246826172\n",
            "Stock:  AMZN Action: Buy: $ 161.00399780273438\n",
            "Day:  18\n",
            "Stock:  ABNB Action: Buy: $ 91.14389038085938\n",
            "Stock:  AMZN Action: Sell: $ 160.17649841308594\n",
            "Day:  19\n",
            "Stock:  ABNB Action: Sell: $ 90.98757934570312\n",
            "Stock:  ADBE Action: Buy: $ 484.2799987792969\n",
            "Day:  20\n",
            "Stock:  ADBE Action: Sell: $ 486.0\n",
            "Day:  21\n",
            "Day:  22\n",
            "Day:  23\n",
            "Day:  24\n",
            "Day:  25\n",
            "Day:  26\n",
            "Stock:  AMZN Action: Buy: $ 157.84849548339844\n",
            "Stock:  ADBE Action: Buy: $ 486.4200134277344\n",
            "Day:  27\n",
            "Stock:  AMZN Action: Sell: $ 158.25599670410156\n",
            "Stock:  ADBE Action: Hold: $ 482.6400146484375\n",
            "Day:  28\n",
            "Stock:  AMZN Action: Buy: $ 162.04800415039062\n",
            "Stock:  ADBE Action: Sell: $ 489.8999938964844\n",
            "Day:  29\n",
            "Stock:  AMZN Action: Sell: $ 161.8040008544922\n",
            "Day:  30\n",
            "Stock:  ADBE Action: Buy: $ 502.95001220703125\n",
            "Day:  31\n",
            "Stock:  ADBE Action: Hold: $ 498.3900146484375\n",
            "Day:  32\n",
            "Stock:  ADBE Action: Sell: $ 504.1700134277344\n",
            "Day:  33\n",
            "Day:  34\n",
            "Day:  35\n",
            "Stock:  AMZN Action: Buy: $ 164.197998046875\n",
            "Day:  36\n",
            "Stock:  AMZN Action: Sell: $ 166.10000610351562\n",
            "Day:  37\n",
            "Day:  38\n",
            "Day:  39\n",
            "Day:  40\n",
            "Day:  41\n",
            "Day:  42\n",
            "Stock:  ABNB Action: Buy: $ 88.61530303955078\n",
            "Stock:  ADBE Action: Buy: $ 477.739990234375\n",
            "Day:  43\n",
            "Stock:  ABNB Action: Sell: $ 89.7884521484375\n",
            "Stock:  ADBE Action: Sell: $ 485.1000061035156\n",
            "Day:  44\n",
            "Day:  45\n",
            "Day:  46\n",
            "Stock:  AMZN Action: Buy: $ 158.29449462890625\n",
            "Day:  47\n",
            "Stock:  AMZN Action: Hold: $ 156.37350463867188\n",
            "Day:  48\n",
            "Stock:  AMZN Action: Hold: $ 155.21249389648438\n",
            "Day:  49\n",
            "Stock:  ABNB Action: Buy: $ 89.1212158203125\n",
            "Stock:  AMZN Action: Hold: $ 156.03799438476562\n",
            "Day:  50\n",
            "Stock:  ABNB Action: Sell: $ 93.89573669433594\n",
            "Stock:  AMZN Action: Sell: $ 163.16900634765625\n",
            "Stock:  ADBE Action: Buy: $ 469.7300109863281\n",
            "Day:  51\n",
            "Stock:  ABNB Action: Buy: $ 94.09950256347656\n",
            "Stock:  AMZN Action: Buy: $ 165.34950256347656\n",
            "Stock:  ADBE Action: Sell: $ 472.0199890136719\n",
            "Day:  52\n",
            "Stock:  ABNB Action: Sell: $ 94.51951599121094\n",
            "Stock:  AMZN Action: Sell: $ 164.6114959716797\n",
            "Day:  53\n",
            "Stock:  ABNB Action: Buy: $ 94.60541534423828\n",
            "Day:  54\n",
            "Stock:  ABNB Action: Sell: $ 95.28813934326172\n",
            "Stock:  AMZN Action: Buy: $ 166.30650329589844\n",
            "Day:  55\n",
            "Stock:  AMZN Action: Hold: $ 161.62899780273438\n",
            "Day:  56\n",
            "Stock:  AMZN Action: Hold: $ 161.88099670410156\n",
            "Day:  57\n",
            "Stock:  AMZN Action: Hold: $ 160.30999755859375\n",
            "Day:  58\n",
            "Stock:  ABNB Action: Buy: $ 94.54499816894531\n",
            "Stock:  AMZN Action: Sell: $ 167.1439971923828\n",
            "Stock:  ADBE Action: Buy: $ 470.0\n",
            "Day:  59\n",
            "Stock:  ABNB Action: Sell: $ 95.84600067138672\n",
            "Stock:  AMZN Action: Buy: $ 169.0\n",
            "Stock:  ADBE Action: Sell: $ 484.92999267578125\n",
            "Day:  60\n",
            "Stock:  ABNB Action: Buy: $ 102.82598876953125\n",
            "Stock:  AMZN Action: Hold: $ 165.62649536132812\n",
            "Day:  61\n",
            "Stock:  ABNB Action: Sell: $ 102.56378936767578\n",
            "Stock:  AMZN Action: Hold: $ 166.5500030517578\n",
            "Day:  62\n",
            "Stock:  ABNB Action: Buy: $ 104.32176971435547\n",
            "Stock:  AMZN Action: Sell: $ 167.6074981689453\n",
            "Day:  63\n",
            "Stock:  ABNB Action: Sell: $ 104.10651397705078\n",
            "Day:  64\n",
            "Stock:  ABNB Action: Buy: $ 103.65054321289062\n",
            "Day:  65\n",
            "Stock:  ABNB Action: Sell: $ 104.20440673828125\n",
            "Day:  66\n",
            "Stock:  ABNB Action: Buy: $ 104.3177719116211\n",
            "Day:  67\n",
            "Stock:  ABNB Action: Sell: $ 104.63141632080078\n",
            "Day:  68\n",
            "Stock:  ABNB Action: Buy: $ 105.41402435302734\n",
            "Day:  69\n",
            "Stock:  ABNB Action: Sell: $ 105.80956268310547\n",
            "Stock:  AMZN Action: Buy: $ 165.4320068359375\n",
            "Day:  70\n",
            "Stock:  ABNB Action: Buy: $ 105.16979217529297\n",
            "Stock:  AMZN Action: Sell: $ 166.4114990234375\n",
            "Day:  71\n",
            "Stock:  ABNB Action: Sell: $ 104.32077026367188\n",
            "Day:  72\n",
            "Day:  73\n",
            "Day:  74\n",
            "Stock:  ABNB Action: Buy: $ 104.07106018066406\n",
            "Stock:  ADBE Action: Buy: $ 476.6199951171875\n",
            "Day:  75\n",
            "Stock:  ABNB Action: Hold: $ 100.68194580078125\n",
            "Stock:  ADBE Action: Hold: $ 459.1600036621094\n",
            "Day:  76\n",
            "Stock:  ABNB Action: Hold: $ 100.97960662841797\n",
            "Stock:  ADBE Action: Sell: $ 459.6700134277344\n",
            "Day:  77\n",
            "Stock:  ABNB Action: Sell: $ 103.36437225341797\n",
            "Stock:  ADBE Action: Buy: $ 469.57000732421875\n",
            "Day:  78\n",
            "Stock:  ADBE Action: Hold: $ 466.5899963378906\n",
            "Day:  79\n",
            "Stock:  ADBE Action: Hold: $ 448.45001220703125\n",
            "Day:  80\n",
            "Stock:  ADBE Action: Hold: $ 439.05999755859375\n",
            "Day:  81\n",
            "Stock:  ABNB Action: Buy: $ 104.7332992553711\n",
            "Stock:  ADBE Action: Hold: $ 440.8299865722656\n",
            "Day:  82\n",
            "Stock:  ABNB Action: Hold: $ 100.25993347167969\n",
            "Stock:  ADBE Action: Hold: $ 421.20001220703125\n",
            "Day:  83\n",
            "Stock:  ABNB Action: Hold: $ 101.90104675292969\n",
            "Stock:  AMZN Action: Buy: $ 153.1425018310547\n",
            "Stock:  ADBE Action: Sell: $ 439.17999267578125\n",
            "Day:  84\n",
            "Stock:  ABNB Action: Hold: $ 101.69278717041016\n",
            "Stock:  AMZN Action: Hold: $ 152.8820037841797\n",
            "Day:  85\n",
            "Stock:  ABNB Action: Sell: $ 104.90660095214844\n",
            "Stock:  AMZN Action: Sell: $ 155.67950439453125\n",
            "Stock:  ADBE Action: Buy: $ 451.05999755859375\n",
            "Day:  86\n",
            "Stock:  ADBE Action: Hold: $ 444.29998779296875\n",
            "Day:  87\n",
            "Stock:  ADBE Action: Sell: $ 447.5899963378906\n",
            "Day:  88\n",
            "Day:  89\n",
            "Stock:  AMZN Action: Buy: $ 156.7864990234375\n",
            "Day:  90\n",
            "Stock:  AMZN Action: Hold: $ 151.39950561523438\n",
            "Day:  91\n",
            "Stock:  AMZN Action: Hold: $ 153.7480010986328\n",
            "Day:  92\n",
            "Stock:  AMZN Action: Sell: $ 155.5435028076172\n",
            "Stock:  ADBE Action: Buy: $ 452.4100036621094\n",
            "Day:  93\n",
            "Stock:  AMZN Action: Buy: $ 156.875\n",
            "Stock:  ADBE Action: Sell: $ 460.20001220703125\n",
            "Day:  94\n",
            "Stock:  AMZN Action: Hold: $ 154.35350036621094\n",
            "Day:  95\n",
            "Stock:  AMZN Action: Hold: $ 152.31300354003906\n",
            "Day:  96\n",
            "Stock:  AMZN Action: Hold: $ 152.60150146484375\n",
            "Stock:  ADBE Action: Buy: $ 469.0899963378906\n",
            "Day:  97\n",
            "Stock:  AMZN Action: Sell: $ 153.7864990234375\n",
            "Stock:  ADBE Action: Sell: $ 469.32000732421875\n",
            "Day:  98\n",
            "Day:  99\n",
            "Stock:  ADBE Action: Buy: $ 475.3699951171875\n",
            "Day:  100\n",
            "Stock:  ABNB Action: Buy: $ 106.3669204711914\n",
            "Stock:  AMZN Action: Buy: $ 158.0500030517578\n",
            "Stock:  ADBE Action: Sell: $ 483.3399963378906\n",
            "Day:  101\n",
            "Stock:  ABNB Action: Sell: $ 110.82080841064453\n",
            "Stock:  AMZN Action: Sell: $ 161.3365020751953\n",
            "Stock:  ADBE Action: Buy: $ 491.6199951171875\n",
            "Day:  102\n",
            "Stock:  ABNB Action: Buy: $ 110.33636474609375\n",
            "Stock:  AMZN Action: Buy: $ 161.1909942626953\n",
            "Stock:  ADBE Action: Sell: $ 491.3399963378906\n",
            "Day:  103\n",
            "Stock:  ABNB Action: Sell: $ 111.82315826416016\n",
            "Stock:  AMZN Action: Sell: $ 163.96949768066406\n",
            "Day:  104\n",
            "Stock:  ABNB Action: Buy: $ 112.39250946044922\n",
            "Stock:  AMZN Action: Buy: $ 164.96499633789062\n",
            "Stock:  ADBE Action: Buy: $ 499.8399963378906\n",
            "Day:  105\n",
            "Stock:  ABNB Action: Sell: $ 113.40335083007812\n",
            "Stock:  AMZN Action: Sell: $ 168.61000061035156\n",
            "Stock:  ADBE Action: Sell: $ 504.0400085449219\n",
            "Day:  106\n",
            "Stock:  AMZN Action: Buy: $ 168.96949768066406\n",
            "Stock:  ADBE Action: Buy: $ 506.0299987792969\n",
            "Day:  107\n",
            "Stock:  ABNB Action: Buy: $ 112.59227752685547\n",
            "Stock:  AMZN Action: Sell: $ 170.0\n",
            "Stock:  ADBE Action: Sell: $ 514.8599853515625\n",
            "Day:  108\n",
            "Stock:  ABNB Action: Sell: $ 111.96699523925781\n",
            "Day:  109\n",
            "Stock:  ABNB Action: Buy: $ 114.13150787353516\n",
            "Stock:  ADBE Action: Buy: $ 523.25\n",
            "Day:  110\n",
            "Stock:  ABNB Action: Sell: $ 114.00665283203125\n",
            "Stock:  ADBE Action: Sell: $ 525.0800170898438\n",
            "Day:  111\n",
            "Stock:  ABNB Action: Buy: $ 114.35675048828125\n",
            "Day:  112\n",
            "Stock:  ABNB Action: Sell: $ 113.81986999511719\n",
            "Day:  113\n",
            "Day:  114\n",
            "Day:  115\n",
            "Stock:  ABNB Action: Buy: $ 114.86466979980469\n",
            "Stock:  ADBE Action: Buy: $ 515.8400268554688\n",
            "Day:  116\n",
            "Stock:  ABNB Action: Sell: $ 115.36409759521484\n",
            "Stock:  AMZN Action: Buy: $ 170.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 515.7000122070312\n",
            "Day:  117\n",
            "Stock:  AMZN Action: Sell: $ 170.8715057373047\n",
            "Day:  118\n",
            "Stock:  ABNB Action: Buy: $ 117.81678771972656\n",
            "Stock:  AMZN Action: Buy: $ 172.9250030517578\n",
            "Day:  119\n",
            "Stock:  ABNB Action: Sell: $ 119.50084686279297\n",
            "Stock:  AMZN Action: Sell: $ 173.5655059814453\n",
            "Day:  120\n",
            "Day:  121\n",
            "Day:  122\n",
            "Day:  123\n",
            "Day:  124\n",
            "Day:  125\n",
            "Stock:  ABNB Action: Buy: $ 117.46168518066406\n",
            "Day:  126\n",
            "Stock:  ABNB Action: Hold: $ 114.45613861083984\n",
            "Day:  127\n",
            "Stock:  ABNB Action: Hold: $ 113.37287902832031\n",
            "Day:  128\n",
            "Stock:  ABNB Action: Hold: $ 109.88638305664062\n",
            "Day:  129\n",
            "Stock:  ABNB Action: Hold: $ 111.32423400878906\n",
            "Day:  130\n",
            "Stock:  ABNB Action: Sell: $ 113.78840637207031\n",
            "Stock:  AMZN Action: Buy: $ 161.14500427246094\n",
            "Stock:  ADBE Action: Buy: $ 486.55999755859375\n",
            "Day:  131\n",
            "Stock:  AMZN Action: Sell: $ 163.51950073242188\n",
            "Stock:  ADBE Action: Hold: $ 482.739990234375\n",
            "Day:  132\n",
            "Stock:  ADBE Action: Hold: $ 480.6199951171875\n",
            "Day:  133\n",
            "Stock:  ADBE Action: Hold: $ 480.4700012207031\n",
            "Day:  134\n",
            "Stock:  ABNB Action: Buy: $ 115.21527099609375\n",
            "Stock:  ADBE Action: Sell: $ 491.6700134277344\n",
            "Day:  135\n",
            "Stock:  ABNB Action: Hold: $ 114.57499694824219\n",
            "Day:  136\n",
            "Stock:  ABNB Action: Sell: $ 117.91667175292969\n",
            "Day:  137\n",
            "Stock:  ABNB Action: Buy: $ 118.00806427001953\n",
            "Day:  138\n",
            "Stock:  ABNB Action: Sell: $ 118.87906646728516\n",
            "Day:  139\n",
            "Day:  140\n",
            "Day:  141\n",
            "Day:  142\n",
            "Day:  143\n",
            "Day:  144\n",
            "Stock:  ABNB Action: Buy: $ 119.54129791259766\n",
            "Stock:  ADBE Action: Buy: $ 504.5\n",
            "Day:  145\n",
            "Stock:  ABNB Action: Sell: $ 119.97730255126953\n",
            "Stock:  ADBE Action: Sell: $ 509.4700012207031\n",
            "Day:  146\n",
            "Stock:  AMZN Action: Buy: $ 163.20550537109375\n",
            "Day:  147\n",
            "Stock:  AMZN Action: Sell: $ 164.0574951171875\n",
            "Day:  148\n",
            "Stock:  ABNB Action: Buy: $ 121.6169204711914\n",
            "Stock:  AMZN Action: Buy: $ 167.4824981689453\n",
            "Stock:  ADBE Action: Buy: $ 535.52001953125\n",
            "Day:  149\n",
            "Stock:  ABNB Action: Sell: $ 121.3707046508789\n",
            "Stock:  AMZN Action: Sell: $ 167.3415069580078\n",
            "Stock:  ADBE Action: Sell: $ 541.260009765625\n",
            "Day:  150\n",
            "Stock:  AMZN Action: Buy: $ 169.19349670410156\n",
            "Stock:  ADBE Action: Buy: $ 556.9500122070312\n",
            "Day:  151\n",
            "Stock:  AMZN Action: Sell: $ 169.156494140625\n",
            "Stock:  ADBE Action: Hold: $ 548.4600219726562\n",
            "Day:  152\n",
            "Stock:  AMZN Action: Buy: $ 170.7624969482422\n",
            "Stock:  ADBE Action: Hold: $ 543.3300170898438\n",
            "Day:  153\n",
            "Stock:  AMZN Action: Sell: $ 174.46200561523438\n",
            "Stock:  ADBE Action: Sell: $ 551.3599853515625\n",
            "Day:  154\n",
            "Stock:  AMZN Action: Buy: $ 174.34500122070312\n",
            "Stock:  ADBE Action: Buy: $ 565.5900268554688\n",
            "Day:  155\n",
            "Stock:  AMZN Action: Hold: $ 172.697998046875\n",
            "Stock:  ADBE Action: Sell: $ 567.3499755859375\n",
            "Day:  156\n",
            "Stock:  AMZN Action: Sell: $ 175.27200317382812\n",
            "Stock:  ADBE Action: Buy: $ 575.739990234375\n",
            "Day:  157\n",
            "Stock:  ADBE Action: Sell: $ 574.22998046875\n",
            "Day:  158\n",
            "Day:  159\n",
            "Day:  160\n",
            "Stock:  ADBE Action: Buy: $ 588.7999877929688\n",
            "Day:  161\n",
            "Stock:  ADBE Action: Sell: $ 590.75\n",
            "Day:  162\n",
            "Day:  163\n",
            "Day:  164\n",
            "Stock:  ABNB Action: Buy: $ 125.11390686035156\n",
            "Stock:  AMZN Action: Buy: $ 175.5489959716797\n",
            "Stock:  ADBE Action: Buy: $ 593.0700073242188\n",
            "Day:  165\n",
            "Stock:  ABNB Action: Sell: $ 126.04534149169922\n",
            "Stock:  AMZN Action: Sell: $ 183.78700256347656\n",
            "Stock:  ADBE Action: Sell: $ 596.9000244140625\n",
            "Day:  166\n",
            "Stock:  AMZN Action: Buy: $ 184.82899475097656\n",
            "Stock:  ADBE Action: Buy: $ 605.77001953125\n",
            "Day:  167\n",
            "Stock:  AMZN Action: Sell: $ 186.57049560546875\n",
            "Stock:  ADBE Action: Sell: $ 605.9500122070312\n",
            "Day:  168\n",
            "Stock:  AMZN Action: Buy: $ 185.9669952392578\n",
            "Day:  169\n",
            "Stock:  ABNB Action: Buy: $ 126.82994079589844\n",
            "Stock:  AMZN Action: Sell: $ 185.92750549316406\n",
            "Day:  170\n",
            "Stock:  ABNB Action: Sell: $ 127.19551849365234\n",
            "Day:  171\n",
            "Day:  172\n",
            "Day:  173\n",
            "Day:  174\n",
            "Day:  175\n",
            "Day:  176\n",
            "Stock:  ABNB Action: Buy: $ 127.40278625488281\n",
            "Day:  177\n",
            "Stock:  ABNB Action: Sell: $ 128.27427673339844\n",
            "Stock:  AMZN Action: Buy: $ 181.90150451660156\n",
            "Stock:  ADBE Action: Buy: $ 623.6799926757812\n",
            "Day:  178\n",
            "Stock:  ABNB Action: Buy: $ 132.86251831054688\n",
            "Stock:  AMZN Action: Sell: $ 182.83200073242188\n",
            "Stock:  ADBE Action: Sell: $ 625.8699951171875\n",
            "Day:  179\n",
            "Stock:  ABNB Action: Sell: $ 133.88134765625\n",
            "Stock:  AMZN Action: Buy: $ 184.99099731445312\n",
            "Day:  180\n",
            "Stock:  AMZN Action: Hold: $ 181.3195037841797\n",
            "Day:  181\n",
            "Stock:  ABNB Action: Buy: $ 135.93797302246094\n",
            "Stock:  AMZN Action: Sell: $ 181.51600646972656\n",
            "Day:  182\n",
            "Stock:  ABNB Action: Sell: $ 135.62184143066406\n",
            "Day:  183\n",
            "Day:  184\n",
            "Day:  185\n",
            "Stock:  ABNB Action: Buy: $ 135.47451782226562\n",
            "Day:  186\n",
            "Stock:  ABNB Action: Sell: $ 134.97059631347656\n",
            "Day:  187\n",
            "Stock:  ABNB Action: Buy: $ 136.09530639648438\n",
            "Day:  188\n",
            "Stock:  ABNB Action: Sell: $ 135.5828857421875\n",
            "Day:  189\n",
            "Stock:  ABNB Action: Buy: $ 136.75604248046875\n",
            "Day:  190\n",
            "Stock:  ABNB Action: Sell: $ 136.65017700195312\n",
            "Day:  191\n",
            "Day:  192\n",
            "Day:  193\n",
            "Day:  194\n",
            "Day:  195\n",
            "Day:  196\n",
            "Day:  197\n",
            "Stock:  ADBE Action: Buy: $ 637.6599731445312\n",
            "Day:  198\n",
            "Stock:  ABNB Action: Buy: $ 137.27195739746094\n",
            "Stock:  ADBE Action: Sell: $ 647.3400268554688\n",
            "Day:  199\n",
            "Stock:  ABNB Action: Sell: $ 139.88096618652344\n",
            "Stock:  AMZN Action: Buy: $ 163.2935028076172\n",
            "Stock:  ADBE Action: Buy: $ 656.8599853515625\n",
            "Day:  200\n",
            "Stock:  ABNB Action: Buy: $ 141.0995635986328\n",
            "Stock:  AMZN Action: Sell: $ 165.28900146484375\n",
            "Stock:  ADBE Action: Hold: $ 657.239990234375\n",
            "Day:  201\n",
            "Stock:  ABNB Action: Sell: $ 141.91612243652344\n",
            "Stock:  ADBE Action: Hold: $ 656.7999877929688\n",
            "Day:  202\n",
            "Stock:  ADBE Action: Hold: $ 652.3900146484375\n",
            "Day:  203\n",
            "Stock:  ABNB Action: Buy: $ 143.8389129638672\n",
            "Stock:  AMZN Action: Buy: $ 167.48150634765625\n",
            "Stock:  ADBE Action: Sell: $ 658.52001953125\n",
            "Day:  204\n",
            "Stock:  ABNB Action: Sell: $ 144.42474365234375\n",
            "Stock:  AMZN Action: Sell: $ 171.07850646972656\n",
            "Day:  205\n",
            "Stock:  ABNB Action: Buy: $ 144.5316162109375\n",
            "Stock:  AMZN Action: Buy: $ 173.5395050048828\n",
            "Day:  206\n",
            "Stock:  ABNB Action: Sell: $ 145.0490264892578\n",
            "Stock:  AMZN Action: Sell: $ 173.9499969482422\n",
            "Day:  207\n",
            "Day:  208\n",
            "Day:  209\n",
            "Stock:  AMZN Action: Buy: $ 175.46449279785156\n",
            "Day:  210\n",
            "Stock:  AMZN Action: Sell: $ 176.27499389648438\n",
            "Day:  211\n",
            "Day:  212\n",
            "Day:  213\n",
            "Day:  214\n",
            "Day:  215\n",
            "Stock:  ABNB Action: Buy: $ 144.26393127441406\n",
            "Stock:  ADBE Action: Buy: $ 661.0800170898438\n",
            "Day:  216\n",
            "Stock:  ABNB Action: Hold: $ 143.44537353515625\n",
            "Stock:  ADBE Action: Hold: $ 665.1099853515625\n",
            "Day:  217\n",
            "Stock:  ABNB Action: Hold: $ 140.6385955810547\n",
            "Stock:  ADBE Action: Hold: $ 654.47998046875\n",
            "Day:  218\n",
            "Stock:  ABNB Action: Hold: $ 138.5604705810547\n",
            "Stock:  ADBE Action: Hold: $ 641.2899780273438\n",
            "Day:  219\n",
            "Stock:  ABNB Action: Hold: $ 138.87362670898438\n",
            "Stock:  ADBE Action: Sell: $ 645.8900146484375\n",
            "Day:  220\n",
            "Stock:  ABNB Action: Sell: $ 140.1226806640625\n",
            "Day:  221\n",
            "Stock:  AMZN Action: Buy: $ 170.8000030517578\n",
            "Stock:  ADBE Action: Buy: $ 630.8400268554688\n",
            "Day:  222\n",
            "Stock:  AMZN Action: Sell: $ 171.2760009765625\n",
            "Stock:  ADBE Action: Hold: $ 622.7100219726562\n",
            "Day:  223\n",
            "Stock:  ADBE Action: Hold: $ 603.6500244140625\n",
            "Day:  224\n",
            "Stock:  ADBE Action: Hold: $ 578.77001953125\n",
            "Day:  225\n",
            "Stock:  ADBE Action: Hold: $ 577.7000122070312\n",
            "Day:  226\n",
            "Stock:  ADBE Action: Hold: $ 575.719970703125\n",
            "Day:  227\n",
            "Stock:  ADBE Action: Hold: $ 577.469970703125\n",
            "Day:  228\n",
            "Stock:  ADBE Action: Hold: $ 558.489990234375\n",
            "Day:  229\n",
            "Stock:  ADBE Action: Sell: $ 566.7000122070312\n",
            "Day:  230\n",
            "Day:  231\n",
            "Stock:  AMZN Action: Buy: $ 165.1215057373047\n",
            "Stock:  ADBE Action: Buy: $ 578.9600219726562\n",
            "Day:  232\n",
            "Stock:  AMZN Action: Hold: $ 164.43099975585938\n",
            "Stock:  ADBE Action: Hold: $ 576.8599853515625\n",
            "Day:  233\n",
            "Stock:  AMZN Action: Hold: $ 162.31500244140625\n",
            "Stock:  ADBE Action: Hold: $ 573.0700073242188\n",
            "Day:  234\n",
            "Stock:  AMZN Action: Hold: $ 162.3665008544922\n",
            "Stock:  ADBE Action: Sell: $ 580.6900024414062\n",
            "Day:  235\n",
            "Stock:  AMZN Action: Sell: $ 164.21400451660156\n",
            "Stock:  ADBE Action: Buy: $ 591.1199951171875\n",
            "Day:  236\n",
            "Stock:  ABNB Action: Buy: $ 140.9891815185547\n",
            "Stock:  ADBE Action: Sell: $ 607.510009765625\n",
            "Day:  237\n",
            "Stock:  ABNB Action: Sell: $ 141.2059326171875\n",
            "Stock:  AMZN Action: Buy: $ 170.4510040283203\n",
            "Day:  238\n",
            "Stock:  AMZN Action: Sell: $ 172.33700561523438\n",
            "Stock:  ADBE Action: Buy: $ 622.8300170898438\n",
            "Day:  239\n",
            "Stock:  AMZN Action: Buy: $ 172.20750427246094\n",
            "Stock:  ADBE Action: Sell: $ 636.0700073242188\n",
            "Day:  240\n",
            "Stock:  AMZN Action: Hold: $ 170.7530059814453\n",
            "Day:  241\n",
            "Stock:  AMZN Action: Sell: $ 171.75050354003906\n",
            "Day:  242\n",
            "Stock:  ADBE Action: Buy: $ 643.5800170898438\n",
            "Day:  243\n",
            "Stock:  ADBE Action: Sell: $ 646.969970703125\n",
            "Day:  244\n",
            "Day:  245\n",
            "Stock:  ABNB Action: Buy: $ 146.0498809814453\n",
            "Day:  246\n",
            "Stock:  ABNB Action: Sell: $ 145.6818084716797\n",
            "Stock:  AMZN Action: Buy: $ 172.32850646972656\n",
            "Day:  247\n",
            "Stock:  ABNB Action: Buy: $ 147.87628173828125\n",
            "Stock:  AMZN Action: Hold: $ 168.6215057373047\n",
            "Stock:  ADBE Action: Buy: $ 650.3599853515625\n",
            "Day:  248\n",
            "Stock:  ABNB Action: Hold: $ 143.33248901367188\n",
            "Stock:  AMZN Action: Hold: $ 165.90550231933594\n",
            "Stock:  ADBE Action: Hold: $ 640.2000122070312\n",
            "Day:  249\n",
            "Stock:  ABNB Action: Sell: $ 145.26577758789062\n",
            "Stock:  AMZN Action: Hold: $ 165.6374969482422\n",
            "Stock:  ADBE Action: Sell: $ 640.4000244140625\n",
            "Day:  250\n",
            "Stock:  ABNB Action: Buy: $ 146.42994689941406\n",
            "Stock:  AMZN Action: Sell: $ 169.1999969482422\n",
            "Stock:  ADBE Action: Buy: $ 655.1799926757812\n",
            "Day:  251\n",
            "Stock:  ABNB Action: Sell: $ 148.0975341796875\n",
            "Stock:  AMZN Action: Buy: $ 173.85000610351562\n",
            "Stock:  ADBE Action: Sell: $ 674.0800170898438\n",
            "Day:  252\n",
            "Stock:  ABNB Action: Buy: $ 148.68136596679688\n",
            "Stock:  AMZN Action: Sell: $ 175.94949340820312\n",
            "Day:  253\n",
            "Stock:  ABNB Action: Sell: $ 148.8601531982422\n",
            "Day:  254\n",
            "Stock:  AMZN Action: Buy: $ 178.81149291992188\n",
            "Day:  255\n",
            "Stock:  AMZN Action: Hold: $ 174.1024932861328\n",
            "Day:  256\n",
            "Stock:  AMZN Action: Hold: $ 173.625\n",
            "Day:  257\n",
            "Stock:  ABNB Action: Buy: $ 148.50755310058594\n",
            "Stock:  AMZN Action: Sell: $ 176.25750732421875\n",
            "Stock:  ADBE Action: Buy: $ 657.5999755859375\n",
            "Day:  258\n",
            "Stock:  ABNB Action: Sell: $ 148.2818145751953\n",
            "Stock:  AMZN Action: Buy: $ 177.28399658203125\n",
            "Stock:  ADBE Action: Sell: $ 659.72998046875\n",
            "Day:  259\n",
            "Stock:  AMZN Action: Hold: $ 177.03500366210938\n",
            "Stock:  ADBE Action: Buy: $ 671.030029296875\n",
            "Day:  260\n",
            "Stock:  AMZN Action: Sell: $ 177.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 670.6699829101562\n",
            "Day:  261\n",
            "Stock:  AMZN Action: Buy: $ 184.80299377441406\n",
            "Day:  262\n",
            "Stock:  AMZN Action: Sell: $ 183.82850646972656\n",
            "Stock:  ADBE Action: Buy: $ 688.3699951171875\n",
            "Day:  263\n",
            "Stock:  ADBE Action: Hold: $ 673.5700073242188\n",
            "Day:  264\n",
            "Stock:  ADBE Action: Hold: $ 665.1599731445312\n",
            "Day:  265\n",
            "Stock:  ADBE Action: Sell: $ 668.3200073242188\n",
            "Day:  266\n",
            "Day:  267\n",
            "Stock:  ADBE Action: Buy: $ 687.489990234375\n",
            "Day:  268\n",
            "Stock:  ADBE Action: Hold: $ 669.8499755859375\n",
            "Day:  269\n",
            "Stock:  ADBE Action: Hold: $ 657.4099731445312\n",
            "Day:  270\n",
            "Stock:  ADBE Action: Sell: $ 671.8800048828125\n",
            "Day:  271\n",
            "Day:  272\n",
            "Day:  273\n",
            "Stock:  ABNB Action: Buy: $ 147.10067749023438\n",
            "Stock:  AMZN Action: Buy: $ 176.1645050048828\n",
            "Stock:  ADBE Action: Buy: $ 649.9600219726562\n",
            "Day:  274\n",
            "Stock:  ABNB Action: Sell: $ 148.01661682128906\n",
            "Stock:  AMZN Action: Sell: $ 176.1580047607422\n",
            "Stock:  ADBE Action: Sell: $ 653.0999755859375\n",
            "Day:  275\n",
            "Day:  276\n",
            "Stock:  ADBE Action: Buy: $ 654.4500122070312\n",
            "Day:  277\n",
            "Stock:  ADBE Action: Sell: $ 658.2999877929688\n",
            "Day:  278\n",
            "Day:  279\n",
            "Stock:  AMZN Action: Buy: $ 173.31500244140625\n",
            "Stock:  ADBE Action: Buy: $ 630.3300170898438\n",
            "Day:  280\n",
            "Stock:  AMZN Action: Hold: $ 168.87100219726562\n",
            "Stock:  ADBE Action: Hold: $ 566.0900268554688\n",
            "Day:  281\n",
            "Stock:  AMZN Action: Hold: $ 170.0175018310547\n",
            "Stock:  ADBE Action: Hold: $ 556.6400146484375\n",
            "Day:  282\n",
            "Stock:  AMZN Action: Hold: $ 167.07899475097656\n",
            "Stock:  ADBE Action: Hold: $ 549.77001953125\n",
            "Day:  283\n",
            "Stock:  AMZN Action: Sell: $ 170.41700744628906\n",
            "Stock:  ADBE Action: Sell: $ 557.52001953125\n",
            "Day:  284\n",
            "Stock:  ABNB Action: Buy: $ 146.2471466064453\n",
            "Stock:  AMZN Action: Buy: $ 171.03700256347656\n",
            "Stock:  ADBE Action: Buy: $ 563.97998046875\n",
            "Day:  285\n",
            "Stock:  ABNB Action: Sell: $ 146.74807739257812\n",
            "Stock:  AMZN Action: Sell: $ 171.06849670410156\n",
            "Stock:  ADBE Action: Sell: $ 569.6199951171875\n",
            "Day:  286\n",
            "Stock:  ADBE Action: Buy: $ 577.6799926757812\n",
            "Day:  287\n",
            "Stock:  ADBE Action: Hold: $ 569.3599853515625\n",
            "Day:  288\n",
            "Stock:  ADBE Action: Hold: $ 569.2899780273438\n",
            "Day:  289\n",
            "Stock:  ADBE Action: Sell: $ 570.530029296875\n",
            "Day:  290\n",
            "Day:  291\n",
            "Stock:  AMZN Action: Buy: $ 170.4044952392578\n",
            "Day:  292\n",
            "Stock:  AMZN Action: Hold: $ 167.52200317382812\n",
            "Day:  293\n",
            "Stock:  AMZN Action: Hold: $ 164.35699462890625\n",
            "Day:  294\n",
            "Stock:  AMZN Action: Hold: $ 163.25399780273438\n",
            "Day:  295\n",
            "Stock:  AMZN Action: Hold: $ 162.5540008544922\n",
            "Day:  296\n",
            "Stock:  AMZN Action: Hold: $ 161.48599243164062\n",
            "Stock:  ADBE Action: Buy: $ 525.8300170898438\n",
            "Day:  297\n",
            "Stock:  AMZN Action: Sell: $ 165.36199951171875\n",
            "Stock:  ADBE Action: Sell: $ 529.8900146484375\n",
            "Day:  298\n",
            "Stock:  ADBE Action: Buy: $ 532.3699951171875\n",
            "Day:  299\n",
            "Stock:  ADBE Action: Hold: $ 516.9000244140625\n",
            "Day:  300\n",
            "Stock:  ADBE Action: Sell: $ 520.5999755859375\n",
            "Day:  301\n",
            "Day:  302\n",
            "Stock:  ADBE Action: Buy: $ 516.5800170898438\n",
            "Day:  303\n",
            "Stock:  ADBE Action: Hold: $ 510.8500061035156\n",
            "Day:  304\n",
            "Stock:  ADBE Action: Hold: $ 499.9100036621094\n",
            "Day:  305\n",
            "Stock:  ADBE Action: Sell: $ 519.6599731445312\n",
            "Day:  306\n",
            "Day:  307\n",
            "Day:  308\n",
            "Day:  309\n",
            "Stock:  AAPL Action: Buy: $ 167.7692108154297\n",
            "Stock:  ADBE Action: Buy: $ 518.1599731445312\n",
            "Day:  310\n",
            "Stock:  AAPL Action: Hold: $ 172.15231323242188\n",
            "Stock:  AMZN Action: Buy: $ 149.57350158691406\n",
            "Stock:  ADBE Action: Sell: $ 534.2999877929688\n",
            "Day:  311\n",
            "Stock:  AAPL Action: Hold: $ 171.98484802246094\n",
            "Stock:  AMZN Action: Sell: $ 151.19349670410156\n",
            "Stock:  ADBE Action: Buy: $ 535.97998046875\n",
            "Day:  312\n",
            "Stock:  AAPL Action: Hold: $ 173.19635009765625\n",
            "Stock:  ABNB Action: Buy: $ 147.83033752441406\n",
            "Stock:  ADBE Action: Sell: $ 533.0900268554688\n",
            "Day:  313\n",
            "Stock:  AAPL Action: Hold: $ 170.30056762695312\n",
            "Stock:  ABNB Action: Hold: $ 142.92596435546875\n",
            "Day:  314\n",
            "Stock:  AAPL Action: Hold: $ 170.01455688476562\n",
            "Stock:  ABNB Action: Hold: $ 143.1287384033203\n",
            "Stock:  AMZN Action: Buy: $ 157.63949584960938\n",
            "Day:  315\n",
            "Stock:  AAPL Action: Hold: $ 169.29464721679688\n",
            "Stock:  ABNB Action: Hold: $ 139.0414276123047\n",
            "Stock:  AMZN Action: Sell: $ 157.9355010986328\n",
            "Day:  316\n",
            "Stock:  AAPL Action: Hold: $ 172.4209442138672\n",
            "Stock:  ABNB Action: Hold: $ 139.23919677734375\n",
            "Stock:  AMZN Action: Buy: $ 161.4134979248047\n",
            "Stock:  ADBE Action: Buy: $ 511.30999755859375\n",
            "Day:  317\n",
            "Stock:  AAPL Action: Hold: $ 173.85098266601562\n",
            "Stock:  ABNB Action: Sell: $ 141.42967224121094\n",
            "Stock:  AMZN Action: Sell: $ 161.1894989013672\n",
            "Stock:  ADBE Action: Sell: $ 521.75\n",
            "Day:  318\n",
            "Stock:  AAPL Action: Hold: $ 169.74827575683594\n",
            "Day:  319\n",
            "Stock:  AAPL Action: Hold: $ 166.31626892089844\n",
            "Day:  320\n",
            "Stock:  AAPL Action: Hold: $ 166.55296325683594\n",
            "Day:  321\n",
            "Stock:  AAPL Action: Hold: $ 170.4090576171875\n",
            "Stock:  ADBE Action: Buy: $ 479.5\n",
            "Day:  322\n",
            "Stock:  AAPL Action: Hold: $ 170.17237854003906\n",
            "Stock:  ADBE Action: Sell: $ 477.70001220703125\n",
            "Day:  323\n",
            "Stock:  AAPL Action: Hold: $ 166.55296325683594\n",
            "Day:  324\n",
            "Stock:  AAPL Action: Hold: $ 164.99472045898438\n",
            "Day:  325\n",
            "Stock:  AAPL Action: Hold: $ 162.05580139160156\n",
            "Day:  326\n",
            "Stock:  AAPL Action: Hold: $ 157.8643341064453\n",
            "Day:  327\n",
            "Stock:  AAPL Action: Hold: $ 160.49754333496094\n",
            "Stock:  ADBE Action: Buy: $ 463.82000732421875\n",
            "Day:  328\n",
            "Stock:  AAPL Action: Hold: $ 162.57846069335938\n",
            "Stock:  AMZN Action: Buy: $ 153.7884979248047\n",
            "Stock:  ADBE Action: Sell: $ 465.5400085449219\n",
            "Day:  329\n",
            "Stock:  AAPL Action: Hold: $ 162.8447265625\n",
            "Stock:  AMZN Action: Sell: $ 153.56300354003906\n",
            "Stock:  ADBE Action: Buy: $ 467.67999267578125\n",
            "Day:  330\n",
            "Stock:  AAPL Action: Hold: $ 160.95123291015625\n",
            "Stock:  ADBE Action: Sell: $ 466.67999267578125\n",
            "Day:  331\n",
            "Stock:  AAPL Action: Hold: $ 164.26490783691406\n",
            "Stock:  ADBE Action: Buy: $ 471.17999267578125\n",
            "Day:  332\n",
            "Stock:  AAPL Action: Hold: $ 163.93946838378906\n",
            "Stock:  ADBE Action: Hold: $ 459.0799865722656\n",
            "Day:  333\n",
            "Stock:  AAPL Action: Hold: $ 160.921630859375\n",
            "Stock:  ADBE Action: Hold: $ 452.1300048828125\n",
            "Day:  334\n",
            "Stock:  AAPL Action: Hold: $ 157.10494995117188\n",
            "Stock:  ADBE Action: Hold: $ 437.9700012207031\n",
            "Day:  335\n",
            "Stock:  AAPL Action: Hold: $ 155.2705841064453\n",
            "Stock:  ADBE Action: Hold: $ 431.5299987792969\n",
            "Day:  336\n",
            "Stock:  AAPL Action: Hold: $ 160.7046356201172\n",
            "Stock:  ABNB Action: Buy: $ 133.2670440673828\n",
            "Stock:  ADBE Action: Sell: $ 450.8699951171875\n",
            "Day:  337\n",
            "Stock:  AAPL Action: Hold: $ 156.335693359375\n",
            "Stock:  ABNB Action: Hold: $ 132.27769470214844\n",
            "Stock:  AMZN Action: Buy: $ 146.8175048828125\n",
            "Day:  338\n",
            "Stock:  AAPL Action: Hold: $ 152.59793090820312\n",
            "Stock:  ABNB Action: Hold: $ 129.72161865234375\n",
            "Stock:  AMZN Action: Hold: $ 145.52450561523438\n",
            "Day:  339\n",
            "Stock:  AAPL Action: Hold: $ 148.5445556640625\n",
            "Stock:  ABNB Action: Hold: $ 125.80661010742188\n",
            "Stock:  AMZN Action: Hold: $ 141.85299682617188\n",
            "Day:  340\n",
            "Stock:  AAPL Action: Hold: $ 152.9529266357422\n",
            "Stock:  ABNB Action: Hold: $ 129.0498809814453\n",
            "Stock:  AMZN Action: Sell: $ 147.3665008544922\n",
            "Stock:  ADBE Action: Buy: $ 421.6600036621094\n",
            "Day:  341\n",
            "Stock:  AAPL Action: Hold: $ 157.39096069335938\n",
            "Stock:  ABNB Action: Sell: $ 133.12771606445312\n",
            "Stock:  AMZN Action: Buy: $ 153.10400390625\n",
            "Stock:  ADBE Action: Sell: $ 442.3599853515625\n",
            "Day:  342\n",
            "Stock:  AAPL Action: Hold: $ 158.4067840576172\n",
            "Stock:  AMZN Action: Sell: $ 157.23899841308594\n",
            "Stock:  ADBE Action: Buy: $ 444.3599853515625\n",
            "Day:  343\n",
            "Stock:  AAPL Action: Hold: $ 161.72044372558594\n",
            "Stock:  ABNB Action: Buy: $ 135.96945190429688\n",
            "Stock:  AMZN Action: Buy: $ 161.25050354003906\n",
            "Stock:  ADBE Action: Sell: $ 453.3299865722656\n",
            "Day:  344\n",
            "Stock:  AAPL Action: Hold: $ 163.10118103027344\n",
            "Stock:  ABNB Action: Sell: $ 135.9454803466797\n",
            "Stock:  AMZN Action: Sell: $ 161.4915008544922\n",
            "Stock:  ADBE Action: Buy: $ 453.5899963378906\n",
            "Day:  345\n",
            "Stock:  AAPL Action: Hold: $ 166.49378967285156\n",
            "Stock:  ABNB Action: Buy: $ 139.70765686035156\n",
            "Stock:  AMZN Action: Buy: $ 164.88900756835938\n",
            "Stock:  ADBE Action: Sell: $ 466.45001220703125\n",
            "Day:  346\n",
            "Stock:  AAPL Action: Hold: $ 167.86460876464844\n",
            "Stock:  ABNB Action: Sell: $ 138.1169891357422\n",
            "Stock:  AMZN Action: Sell: $ 163.4080047607422\n",
            "Day:  347\n",
            "Stock:  AAPL Action: Hold: $ 171.67144775390625\n",
            "Stock:  ABNB Action: Buy: $ 141.4097137451172\n",
            "Stock:  ADBE Action: Buy: $ 432.1400146484375\n",
            "Day:  348\n",
            "Stock:  AAPL Action: Hold: $ 172.31246948242188\n",
            "Stock:  ABNB Action: Sell: $ 141.51058959960938\n",
            "Stock:  AMZN Action: Buy: $ 164.77349853515625\n",
            "Stock:  ADBE Action: Sell: $ 431.6199951171875\n",
            "Day:  349\n",
            "Stock:  AAPL Action: Hold: $ 173.1803436279297\n",
            "Stock:  AMZN Action: Sell: $ 168.99049377441406\n",
            "Stock:  ADBE Action: Buy: $ 450.010009765625\n",
            "Day:  350\n",
            "Stock:  AAPL Action: Hold: $ 176.4940643310547\n",
            "Stock:  AMZN Action: Buy: $ 169.31500244140625\n",
            "Stock:  ADBE Action: Sell: $ 466.3299865722656\n",
            "Day:  351\n",
            "Stock:  AAPL Action: Hold: $ 175.32044982910156\n",
            "Stock:  AMZN Action: Hold: $ 166.30099487304688\n",
            "Day:  352\n",
            "Stock:  AAPL Action: Hold: $ 172.2039794921875\n",
            "Stock:  AMZN Action: Hold: $ 162.99749755859375\n",
            "Day:  353\n",
            "Stock:  AAPL Action: Hold: $ 171.9081268310547\n",
            "Stock:  AMZN Action: Hold: $ 163.55999755859375\n",
            "Day:  354\n",
            "Stock:  AAPL Action: Hold: $ 175.98121643066406\n",
            "Stock:  ABNB Action: Buy: $ 142.80760192871094\n",
            "Stock:  AMZN Action: Sell: $ 168.34649658203125\n",
            "Stock:  ADBE Action: Buy: $ 468.80999755859375\n",
            "Day:  355\n",
            "Stock:  AAPL Action: Hold: $ 172.6477813720703\n",
            "Stock:  ABNB Action: Hold: $ 140.42984008789062\n",
            "Stock:  ADBE Action: Hold: $ 458.5799865722656\n",
            "Day:  356\n",
            "Stock:  AAPL Action: Hold: $ 169.46231079101562\n",
            "Stock:  ABNB Action: Hold: $ 136.39146423339844\n",
            "Stock:  ADBE Action: Hold: $ 444.3299865722656\n",
            "Day:  357\n",
            "Stock:  AAPL Action: Hold: $ 169.7680206298828\n",
            "Stock:  ABNB Action: Hold: $ 135.73272705078125\n",
            "Stock:  ADBE Action: Sell: $ 452.7200012207031\n",
            "Day:  358\n",
            "Stock:  AAPL Action: Hold: $ 167.74627685546875\n",
            "Stock:  ABNB Action: Hold: $ 133.13470458984375\n",
            "Day:  359\n",
            "Stock:  AAPL Action: Hold: $ 163.466064453125\n",
            "Stock:  ABNB Action: Hold: $ 128.6758270263672\n",
            "Day:  360\n",
            "Stock:  AAPL Action: Hold: $ 165.34974670410156\n",
            "Stock:  ABNB Action: Hold: $ 127.5680923461914\n",
            "Day:  361\n",
            "Stock:  AAPL Action: Hold: $ 168.05197143554688\n",
            "Stock:  ABNB Action: Hold: $ 129.74508666992188\n",
            "Day:  362\n",
            "Stock:  AAPL Action: Hold: $ 163.01242065429688\n",
            "Stock:  ABNB Action: Hold: $ 126.58472442626953\n",
            "Day:  363\n",
            "Stock:  AAPL Action: Hold: $ 162.79542541503906\n",
            "Stock:  ABNB Action: Hold: $ 127.53013610839844\n",
            "Day:  364\n",
            "Stock:  AAPL Action: Hold: $ 165.09332275390625\n",
            "Stock:  ABNB Action: Hold: $ 129.85997009277344\n",
            "Stock:  AMZN Action: Buy: $ 158.11549377441406\n",
            "Stock:  ADBE Action: Buy: $ 436.3999938964844\n",
            "Day:  365\n",
            "Stock:  AAPL Action: Hold: $ 164.9256591796875\n",
            "Stock:  ABNB Action: Hold: $ 127.8932113647461\n",
            "Stock:  AMZN Action: Hold: $ 153.9980010986328\n",
            "Stock:  ADBE Action: Sell: $ 428.1099853515625\n",
            "Day:  366\n",
            "Stock:  AAPL Action: Hold: $ 164.12686157226562\n",
            "Stock:  ABNB Action: Hold: $ 124.67141723632812\n",
            "Stock:  AMZN Action: Hold: $ 148.29600524902344\n",
            "Day:  367\n",
            "Stock:  AAPL Action: Hold: $ 159.56060791015625\n",
            "Stock:  ABNB Action: Hold: $ 119.49835205078125\n",
            "Stock:  AMZN Action: Hold: $ 144.35000610351562\n",
            "Day:  368\n",
            "Stock:  AAPL Action: Hold: $ 160.63560485839844\n",
            "Stock:  ABNB Action: Hold: $ 122.93290710449219\n",
            "Stock:  AMZN Action: Hold: $ 146.07400512695312\n",
            "Day:  369\n",
            "Stock:  AAPL Action: Hold: $ 154.639404296875\n",
            "Stock:  ABNB Action: Hold: $ 118.51398468017578\n",
            "Stock:  AMZN Action: Hold: $ 139.39100646972656\n",
            "Day:  370\n",
            "Stock:  AAPL Action: Hold: $ 154.41258239746094\n",
            "Stock:  ABNB Action: Hold: $ 114.1634750366211\n",
            "Stock:  AMZN Action: Hold: $ 138.16700744628906\n",
            "Day:  371\n",
            "Stock:  AAPL Action: Hold: $ 161.38514709472656\n",
            "Stock:  ABNB Action: Hold: $ 118.38662719726562\n",
            "Stock:  AMZN Action: Sell: $ 144.59649658203125\n",
            "Stock:  ADBE Action: Buy: $ 410.5299987792969\n",
            "Day:  372\n",
            "Stock:  AAPL Action: Hold: $ 155.47767639160156\n",
            "Stock:  ABNB Action: Hold: $ 113.97868347167969\n",
            "Stock:  ADBE Action: Hold: $ 395.95001220703125\n",
            "Day:  373\n",
            "Stock:  AAPL Action: Hold: $ 155.78343200683594\n",
            "Stock:  ABNB Action: Hold: $ 116.44934844970703\n",
            "Stock:  ADBE Action: Sell: $ 407.2900085449219\n",
            "Day:  374\n",
            "Stock:  AAPL Action: Hold: $ 157.28245544433594\n",
            "Stock:  ABNB Action: Hold: $ 117.19949340820312\n",
            "Day:  375\n",
            "Stock:  AAPL Action: Sell: $ 163.7323455810547\n",
            "Stock:  ABNB Action: Sell: $ 122.12084197998047\n",
            "Stock:  ADBE Action: Buy: $ 423.3500061035156\n",
            "Day:  376\n",
            "Stock:  ADBE Action: Hold: $ 400.510009765625\n",
            "Day:  377\n",
            "Stock:  ADBE Action: Hold: $ 391.010009765625\n",
            "Day:  378\n",
            "Stock:  ADBE Action: Hold: $ 376.9100036621094\n",
            "Day:  379\n",
            "Stock:  ADBE Action: Sell: $ 393.0299987792969\n",
            "Day:  380\n",
            "Day:  381\n",
            "Day:  382\n",
            "Stock:  ADBE Action: Buy: $ 405.45001220703125\n",
            "Day:  383\n",
            "Stock:  ADBE Action: Sell: $ 402.8599853515625\n",
            "Day:  384\n",
            "Stock:  ADBE Action: Buy: $ 409.6499938964844\n",
            "Day:  385\n",
            "Stock:  ADBE Action: Hold: $ 397.8800048828125\n",
            "Day:  386\n",
            "Stock:  ADBE Action: Hold: $ 394.3800048828125\n",
            "Day:  387\n",
            "Stock:  ADBE Action: Sell: $ 399.0899963378906\n",
            "Day:  388\n",
            "Stock:  ADBE Action: Buy: $ 406.760009765625\n",
            "Day:  389\n",
            "Stock:  ADBE Action: Hold: $ 398.4100036621094\n",
            "Day:  390\n",
            "Stock:  ADBE Action: Sell: $ 402.5\n",
            "Day:  391\n",
            "Stock:  ADBE Action: Buy: $ 408.6000061035156\n",
            "Day:  392\n",
            "Stock:  AMZN Action: Buy: $ 115.14649963378906\n",
            "Stock:  ADBE Action: Sell: $ 428.2200012207031\n",
            "Day:  393\n",
            "Stock:  AMZN Action: Sell: $ 120.20950317382812\n",
            "Day:  394\n",
            "Stock:  AMZN Action: Buy: $ 121.68399810791016\n",
            "Day:  395\n",
            "Stock:  AMZN Action: Sell: $ 125.51100158691406\n",
            "Stock:  ADBE Action: Buy: $ 441.2799987792969\n",
            "Day:  396\n",
            "Stock:  ADBE Action: Sell: $ 429.760009765625\n",
            "Day:  397\n",
            "Day:  398\n",
            "Day:  399\n",
            "Day:  400\n",
            "Day:  401\n",
            "Day:  402\n",
            "Day:  403\n",
            "Day:  404\n",
            "Day:  405\n",
            "Day:  406\n",
            "Day:  407\n",
            "Stock:  ADBE Action: Buy: $ 362.989990234375\n",
            "Day:  408\n",
            "Stock:  ADBE Action: Sell: $ 365.3299865722656\n",
            "Day:  409\n",
            "Stock:  AMZN Action: Buy: $ 112.44000244140625\n",
            "Stock:  ADBE Action: Buy: $ 376.6400146484375\n",
            "Day:  410\n",
            "Stock:  ABNB Action: Buy: $ 117.83975219726562\n",
            "Stock:  AMZN Action: Sell: $ 116.45999908447266\n",
            "Stock:  ADBE Action: Sell: $ 387.7200012207031\n",
            "Day:  411\n",
            "Stock:  ABNB Action: Hold: $ 115.70071411132812\n",
            "Day:  412\n",
            "Stock:  ABNB Action: Hold: $ 111.87909698486328\n",
            "Day:  413\n",
            "Stock:  ABNB Action: Hold: $ 111.57344818115234\n",
            "Day:  414\n",
            "Stock:  ABNB Action: Hold: $ 108.83808135986328\n",
            "Day:  415\n",
            "Stock:  ABNB Action: Hold: $ 108.61284637451172\n",
            "Day:  416\n",
            "Stock:  ABNB Action: Sell: $ 113.1331558227539\n",
            "Stock:  AMZN Action: Buy: $ 113.5\n",
            "Stock:  ADBE Action: Buy: $ 376.489990234375\n",
            "Day:  417\n",
            "Stock:  AMZN Action: Sell: $ 114.33000183105469\n",
            "Stock:  ADBE Action: Sell: $ 382.8299865722656\n",
            "Day:  418\n",
            "Stock:  ABNB Action: Buy: $ 118.6468276977539\n",
            "Stock:  AMZN Action: Buy: $ 116.33000183105469\n",
            "Stock:  ADBE Action: Buy: $ 390.8900146484375\n",
            "Day:  419\n",
            "Stock:  ABNB Action: Sell: $ 119.2166748046875\n",
            "Stock:  AMZN Action: Sell: $ 115.54000091552734\n",
            "Stock:  ADBE Action: Sell: $ 389.44000244140625\n",
            "Day:  420\n",
            "Day:  421\n",
            "Day:  422\n",
            "Day:  423\n",
            "Day:  424\n",
            "Stock:  ADBE Action: Buy: $ 379.8599853515625\n",
            "Day:  425\n",
            "Stock:  ADBE Action: Hold: $ 375.2300109863281\n",
            "Day:  426\n",
            "Stock:  AMZN Action: Buy: $ 118.20999908447266\n",
            "Stock:  ADBE Action: Sell: $ 387.8299865722656\n",
            "Day:  427\n",
            "Stock:  AMZN Action: Sell: $ 122.7699966430664\n",
            "Stock:  ADBE Action: Buy: $ 401.489990234375\n",
            "Day:  428\n",
            "Stock:  AMZN Action: Buy: $ 124.62999725341797\n",
            "Stock:  ADBE Action: Sell: $ 408.9100036621094\n",
            "Day:  429\n",
            "Stock:  AMZN Action: Sell: $ 122.41999816894531\n",
            "Day:  430\n",
            "Day:  431\n",
            "Day:  432\n",
            "Stock:  ABNB Action: Buy: $ 112.93038940429688\n",
            "Stock:  ADBE Action: Buy: $ 392.7799987792969\n",
            "Day:  433\n",
            "Stock:  ABNB Action: Sell: $ 114.08906555175781\n",
            "Stock:  AMZN Action: Buy: $ 122.27999877929688\n",
            "Stock:  ADBE Action: Sell: $ 403.5\n",
            "Day:  434\n",
            "Stock:  ABNB Action: Buy: $ 116.18665313720703\n",
            "Stock:  AMZN Action: Sell: $ 134.9499969482422\n",
            "Stock:  ADBE Action: Buy: $ 410.1199951171875\n",
            "Day:  435\n",
            "Stock:  ABNB Action: Hold: $ 114.72832489013672\n",
            "Stock:  AMZN Action: Buy: $ 135.38999938964844\n",
            "Stock:  ADBE Action: Sell: $ 411.0899963378906\n",
            "Day:  436\n",
            "Stock:  ABNB Action: Hold: $ 114.99801635742188\n",
            "Stock:  AMZN Action: Sell: $ 134.16000366210938\n",
            "Day:  437\n",
            "Stock:  ABNB Action: Sell: $ 117.94464111328125\n",
            "Stock:  AMZN Action: Buy: $ 139.52000427246094\n",
            "Stock:  ADBE Action: Buy: $ 424.5400085449219\n",
            "Day:  438\n",
            "Stock:  AMZN Action: Sell: $ 142.57000732421875\n",
            "Stock:  ADBE Action: Sell: $ 430.5899963378906\n",
            "Day:  439\n",
            "Stock:  AMZN Action: Buy: $ 140.8000030517578\n",
            "Stock:  ADBE Action: Buy: $ 433.42999267578125\n",
            "Day:  440\n",
            "Stock:  AMZN Action: Sell: $ 139.41000366210938\n",
            "Stock:  ADBE Action: Sell: $ 434.3399963378906\n",
            "Day:  441\n",
            "Day:  442\n",
            "Stock:  AMZN Action: Buy: $ 142.69000244140625\n",
            "Stock:  ADBE Action: Buy: $ 438.3999938964844\n",
            "Day:  443\n",
            "Stock:  AMZN Action: Sell: $ 140.63999938964844\n",
            "Stock:  ADBE Action: Hold: $ 434.8900146484375\n",
            "Day:  444\n",
            "Stock:  AMZN Action: Buy: $ 143.5500030517578\n",
            "Stock:  ADBE Action: Sell: $ 445.6700134277344\n",
            "Day:  445\n",
            "Stock:  AMZN Action: Sell: $ 143.17999267578125\n",
            "Stock:  ADBE Action: Buy: $ 451.0199890136719\n",
            "Day:  446\n",
            "Stock:  AMZN Action: Buy: $ 144.77999877929688\n",
            "Stock:  ADBE Action: Sell: $ 447.55999755859375\n",
            "Day:  447\n",
            "Stock:  AMZN Action: Hold: $ 142.10000610351562\n",
            "Day:  448\n",
            "Stock:  AMZN Action: Sell: $ 142.3000030517578\n",
            "Day:  449\n",
            "Day:  450\n",
            "Day:  451\n",
            "Day:  452\n",
            "Day:  453\n",
            "Stock:  AMZN Action: Buy: $ 137.27999877929688\n",
            "Day:  454\n",
            "Stock:  AMZN Action: Hold: $ 130.75\n",
            "Day:  455\n",
            "Stock:  AMZN Action: Hold: $ 129.7899932861328\n",
            "Day:  456\n",
            "Stock:  AMZN Action: Hold: $ 128.72999572753906\n",
            "Day:  457\n",
            "Stock:  AMZN Action: Hold: $ 126.7699966430664\n",
            "Day:  458\n",
            "Stock:  AMZN Action: Hold: $ 127.81999969482422\n",
            "Day:  459\n",
            "Stock:  AMZN Action: Hold: $ 127.51000213623047\n",
            "Day:  460\n",
            "Stock:  AMZN Action: Hold: $ 126.11000061035156\n",
            "Day:  461\n",
            "Stock:  AMZN Action: Sell: $ 129.47999572753906\n",
            "Stock:  ADBE Action: Buy: $ 379.7200012207031\n",
            "Day:  462\n",
            "Stock:  ADBE Action: Sell: $ 383.6300048828125\n",
            "Day:  463\n",
            "Stock:  AMZN Action: Buy: $ 133.27000427246094\n",
            "Stock:  ADBE Action: Buy: $ 394.7799987792969\n",
            "Day:  464\n",
            "Stock:  AMZN Action: Sell: $ 136.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 396.3599853515625\n",
            "Day:  465\n",
            "Day:  466\n",
            "Day:  467\n",
            "Day:  468\n",
            "Day:  469\n",
            "Day:  470\n",
            "Day:  471\n",
            "Day:  472\n",
            "Day:  473\n",
            "Day:  474\n",
            "Day:  475\n",
            "Day:  476\n",
            "Day:  477\n",
            "Day:  478\n",
            "Day:  479\n",
            "Stock:  ADBE Action: Buy: $ 285.239990234375\n",
            "Day:  480\n",
            "Stock:  AMZN Action: Buy: $ 121.08999633789062\n",
            "Stock:  ADBE Action: Sell: $ 294.9700012207031\n",
            "Day:  481\n",
            "Stock:  AMZN Action: Sell: $ 120.94999694824219\n",
            "Day:  482\n",
            "Day:  483\n",
            "Day:  484\n",
            "Day:  485\n",
            "Day:  486\n",
            "Day:  487\n",
            "Stock:  ADBE Action: Buy: $ 294.739990234375\n",
            "Day:  488\n",
            "Stock:  ADBE Action: Hold: $ 287.94000244140625\n",
            "Day:  489\n",
            "Stock:  ADBE Action: Sell: $ 293.5\n",
            "Day:  490\n",
            "Stock:  AMZN Action: Buy: $ 116.36000061035156\n",
            "Day:  491\n",
            "Stock:  AMZN Action: Hold: $ 115.06999969482422\n",
            "Day:  492\n",
            "Stock:  AMZN Action: Hold: $ 115.25\n",
            "Day:  493\n",
            "Stock:  AMZN Action: Sell: $ 119.31999969482422\n",
            "Day:  494\n",
            "Stock:  AMZN Action: Buy: $ 119.81999969482422\n",
            "Stock:  ADBE Action: Buy: $ 316.2200012207031\n",
            "Day:  495\n",
            "Stock:  AMZN Action: Sell: $ 120.5999984741211\n",
            "Stock:  ADBE Action: Sell: $ 323.7900085449219\n",
            "Day:  496\n",
            "Day:  497\n",
            "Day:  498\n",
            "Stock:  AAPL Action: Buy: $ 154.03334045410156\n",
            "Day:  499\n",
            "Stock:  AAPL Action: Hold: $ 151.65963745117188\n",
            "Day:  500\n",
            "Stock:  AAPL Action: Hold: $ 148.99908447265625\n",
            "Day:  501\n",
            "Stock:  AAPL Action: Hold: $ 143.44068908691406\n",
            "Day:  502\n",
            "Stock:  AAPL Action: Hold: $ 137.3581085205078\n",
            "Day:  503\n",
            "Stock:  AAPL Action: Hold: $ 137.09060668945312\n",
            "Day:  504\n",
            "Stock:  AAPL Action: Hold: $ 137.62559509277344\n",
            "Stock:  ADBE Action: Buy: $ 299.5400085449219\n",
            "Day:  505\n",
            "Stock:  AAPL Action: Hold: $ 138.20018005371094\n",
            "Stock:  ADBE Action: Sell: $ 302.1700134277344\n",
            "Day:  506\n",
            "Stock:  AAPL Action: Hold: $ 133.61331176757812\n",
            "Day:  507\n",
            "Stock:  AAPL Action: Sell: $ 145.50149536132812\n",
            "Stock:  AMZN Action: Buy: $ 96.62999725341797\n",
            "Stock:  ADBE Action: Buy: $ 329.95001220703125\n",
            "Day:  508\n",
            "Stock:  ABNB Action: Buy: $ 96.29948425292969\n",
            "Stock:  AMZN Action: Sell: $ 100.79000091552734\n",
            "Stock:  ADBE Action: Sell: $ 341.1499938964844\n",
            "Day:  509\n",
            "Stock:  ABNB Action: Hold: $ 95.59028625488281\n",
            "Day:  510\n",
            "Stock:  ABNB Action: Sell: $ 98.32715606689453\n",
            "Day:  511\n",
            "Day:  512\n",
            "Day:  513\n",
            "Day:  514\n",
            "Day:  515\n",
            "Day:  516\n",
            "Day:  517\n",
            "Day:  518\n",
            "Day:  519\n",
            "Day:  520\n",
            "Stock:  ABNB Action: Buy: $ 100.87422180175781\n",
            "Stock:  ADBE Action: Buy: $ 344.92999267578125\n",
            "Day:  521\n",
            "Stock:  ABNB Action: Sell: $ 100.87422180175781\n",
            "Stock:  ADBE Action: Sell: $ 344.1099853515625\n",
            "Day:  522\n",
            "Day:  523\n",
            "Day:  524\n",
            "Day:  525\n",
            "Day:  526\n",
            "Day:  527\n",
            "Day:  528\n",
            "Day:  529\n",
            "Day:  530\n",
            "Day:  531\n",
            "Day:  532\n",
            "Stock:  ADBE Action: Buy: $ 338.5400085449219\n",
            "Day:  533\n",
            "Stock:  ADBE Action: Hold: $ 328.760009765625\n",
            "Day:  534\n",
            "Stock:  ADBE Action: Sell: $ 338.2200012207031\n",
            "Day:  535\n",
            "Day:  536\n",
            "Day:  537\n",
            "Day:  538\n",
            "Day:  539\n",
            "Day:  540\n",
            "Day:  541\n",
            "Day:  542\n",
            "Day:  543\n",
            "Day:  544\n",
            "Day:  545\n",
            "Day:  546\n",
            "Stock:  ADBE Action: Buy: $ 341.9800109863281\n",
            "Day:  547\n",
            "Stock:  AMZN Action: Buy: $ 89.87000274658203\n",
            "Stock:  ADBE Action: Hold: $ 338.70001220703125\n",
            "Day:  548\n",
            "Stock:  AMZN Action: Sell: $ 95.08999633789062\n",
            "Stock:  ADBE Action: Sell: $ 342.92999267578125\n",
            "Day:  549\n",
            "Stock:  AMZN Action: Buy: $ 95.2699966430664\n",
            "Day:  550\n",
            "Stock:  AMZN Action: Sell: $ 98.12000274658203\n",
            "Day:  551\n",
            "Day:  552\n",
            "Day:  553\n",
            "Day:  554\n",
            "Stock:  ABNB Action: Buy: $ 97.90763092041016\n",
            "Stock:  AMZN Action: Buy: $ 97.25\n",
            "Stock:  ADBE Action: Buy: $ 356.3800048828125\n",
            "Day:  555\n",
            "Stock:  ABNB Action: Sell: $ 99.67560577392578\n",
            "Stock:  AMZN Action: Sell: $ 97.5199966430664\n",
            "Stock:  ADBE Action: Sell: $ 364.9800109863281\n",
            "Day:  556\n",
            "Day:  557\n",
            "Day:  558\n",
            "Stock:  AMZN Action: Buy: $ 99.22000122070312\n",
            "Stock:  ADBE Action: Buy: $ 365.82000732421875\n",
            "Day:  559\n",
            "Stock:  ABNB Action: Buy: $ 99.25608825683594\n",
            "Stock:  AMZN Action: Sell: $ 102.23999786376953\n",
            "Stock:  ADBE Action: Sell: $ 370.7099914550781\n",
            "Day:  560\n",
            "Stock:  ABNB Action: Hold: $ 96.82887268066406\n",
            "Stock:  AMZN Action: Buy: $ 100.55000305175781\n",
            "Day:  561\n",
            "Stock:  ABNB Action: Sell: $ 98.72669219970703\n",
            "Stock:  AMZN Action: Sell: $ 103.12999725341797\n",
            "Day:  562\n",
            "Stock:  ABNB Action: Buy: $ 100.31487274169922\n",
            "Stock:  AMZN Action: Buy: $ 105.1500015258789\n",
            "Stock:  ADBE Action: Buy: $ 383.9200134277344\n",
            "Day:  563\n",
            "Stock:  ABNB Action: Sell: $ 107.61648559570312\n",
            "Stock:  AMZN Action: Sell: $ 112.91000366210938\n",
            "Stock:  ADBE Action: Sell: $ 392.2300109863281\n",
            "Day:  564\n",
            "Stock:  ABNB Action: Buy: $ 104.65988159179688\n",
            "Day:  565\n",
            "Stock:  ABNB Action: Hold: $ 102.78203582763672\n",
            "Day:  566\n",
            "Stock:  ABNB Action: Sell: $ 107.5166015625\n",
            "Stock:  ADBE Action: Buy: $ 383.82000732421875\n",
            "Day:  567\n",
            "Stock:  ADBE Action: Hold: $ 378.3599853515625\n",
            "Day:  568\n",
            "Stock:  ADBE Action: Hold: $ 375.80999755859375\n",
            "Day:  569\n",
            "Stock:  ADBE Action: Hold: $ 370.989990234375\n",
            "Day:  570\n",
            "Stock:  ADBE Action: Sell: $ 375.0\n",
            "Day:  571\n",
            "Day:  572\n",
            "Stock:  AMZN Action: Buy: $ 101.16000366210938\n",
            "Day:  573\n",
            "Stock:  AMZN Action: Hold: $ 98.1500015258789\n",
            "Day:  574\n",
            "Stock:  AMZN Action: Hold: $ 97.19999694824219\n",
            "Day:  575\n",
            "Stock:  AMZN Action: Hold: $ 94.58000183105469\n",
            "Day:  576\n",
            "Stock:  AMZN Action: Hold: $ 95.79000091552734\n",
            "Day:  577\n",
            "Stock:  AMZN Action: Hold: $ 95.81999969482422\n",
            "Day:  578\n",
            "Stock:  AMZN Action: Hold: $ 93.5\n",
            "Day:  579\n",
            "Stock:  AMZN Action: Hold: $ 93.76000213623047\n",
            "Day:  580\n",
            "Stock:  AMZN Action: Hold: $ 94.2300033569336\n",
            "Day:  581\n",
            "Stock:  AMZN Action: Hold: $ 92.16999816894531\n",
            "Day:  582\n",
            "Stock:  AMZN Action: Hold: $ 92.12999725341797\n",
            "Stock:  ADBE Action: Buy: $ 333.5\n",
            "Day:  583\n",
            "Stock:  AMZN Action: Sell: $ 94.9000015258789\n",
            "Stock:  ADBE Action: Sell: $ 344.0400085449219\n",
            "Day:  584\n",
            "Day:  585\n",
            "Day:  586\n",
            "Day:  587\n",
            "Day:  588\n",
            "Day:  589\n",
            "Day:  590\n",
            "Stock:  AMZN Action: Buy: $ 94.87999725341797\n",
            "Day:  591\n",
            "Stock:  AMZN Action: Sell: $ 96.19999694824219\n",
            "Day:  592\n",
            "Stock:  ABNB Action: Buy: $ 100.20499420166016\n",
            "Stock:  AMZN Action: Buy: $ 100.04000091552734\n",
            "Stock:  ADBE Action: Buy: $ 353.2900085449219\n",
            "Day:  593\n",
            "Stock:  ABNB Action: Sell: $ 101.50350952148438\n",
            "Stock:  AMZN Action: Sell: $ 98.94999694824219\n",
            "Stock:  ADBE Action: Sell: $ 358.1400146484375\n",
            "Day:  594\n",
            "Stock:  ABNB Action: Buy: $ 101.10396575927734\n",
            "Day:  595\n",
            "Stock:  ABNB Action: Sell: $ 104.79972076416016\n",
            "Stock:  AMZN Action: Buy: $ 100.61000061035156\n",
            "Stock:  ADBE Action: Buy: $ 374.2200012207031\n",
            "Day:  596\n",
            "Stock:  ABNB Action: Buy: $ 103.25150299072266\n",
            "Stock:  AMZN Action: Sell: $ 98.69999694824219\n",
            "Stock:  ADBE Action: Hold: $ 361.7099914550781\n",
            "Day:  597\n",
            "Stock:  ABNB Action: Sell: $ 105.47894287109375\n",
            "Stock:  ADBE Action: Sell: $ 369.0\n",
            "Day:  598\n",
            "Stock:  ABNB Action: Buy: $ 105.31912994384766\n",
            "Day:  599\n",
            "Stock:  ABNB Action: Hold: $ 102.34254455566406\n",
            "Day:  600\n",
            "Stock:  ABNB Action: Hold: $ 100.91417694091797\n",
            "Day:  601\n",
            "Stock:  ABNB Action: Hold: $ 101.27376556396484\n",
            "Stock:  AMZN Action: Buy: $ 100.25\n",
            "Day:  602\n",
            "Stock:  ABNB Action: Hold: $ 100.77433776855469\n",
            "Stock:  AMZN Action: Sell: $ 102.0\n",
            "Day:  603\n",
            "Stock:  ABNB Action: Sell: $ 103.61109161376953\n",
            "Stock:  AMZN Action: Buy: $ 103.29000091552734\n",
            "Day:  604\n",
            "Stock:  AMZN Action: Sell: $ 102.41000366210938\n",
            "Day:  605\n",
            "Stock:  AMZN Action: Buy: $ 103.94999694824219\n",
            "Day:  606\n",
            "Stock:  AMZN Action: Hold: $ 101.0999984741211\n",
            "Day:  607\n",
            "Stock:  ABNB Action: Buy: $ 108.29570770263672\n",
            "Stock:  AMZN Action: Sell: $ 102.05999755859375\n",
            "Day:  608\n",
            "Stock:  ABNB Action: Sell: $ 106.31798553466797\n",
            "Day:  609\n",
            "Day:  610\n",
            "Day:  611\n",
            "Stock:  ABNB Action: Buy: $ 107.30684661865234\n",
            "Stock:  AMZN Action: Buy: $ 102.4000015258789\n",
            "Day:  612\n",
            "Stock:  ABNB Action: Sell: $ 108.74519348144531\n",
            "Stock:  AMZN Action: Sell: $ 102.51000213623047\n",
            "Day:  613\n",
            "Stock:  AMZN Action: Buy: $ 102.73999786376953\n",
            "Day:  614\n",
            "Stock:  AMZN Action: Sell: $ 102.30000305175781\n",
            "Day:  615\n",
            "Stock:  AMZN Action: Buy: $ 104.30000305175781\n",
            "Day:  616\n",
            "Stock:  AMZN Action: Sell: $ 103.80999755859375\n",
            "Day:  617\n",
            "Stock:  AMZN Action: Buy: $ 106.95999908447266\n",
            "Day:  618\n",
            "Stock:  AMZN Action: Sell: $ 106.20999908447266\n",
            "Day:  619\n",
            "Day:  620\n",
            "Day:  621\n",
            "Stock:  ABNB Action: Buy: $ 107.46665954589844\n",
            "Stock:  AMZN Action: Buy: $ 109.81999969482422\n",
            "Stock:  ADBE Action: Buy: $ 371.4200134277344\n",
            "Day:  622\n",
            "Stock:  ABNB Action: Sell: $ 107.2169418334961\n",
            "Stock:  AMZN Action: Hold: $ 105.44999694824219\n",
            "Stock:  ADBE Action: Sell: $ 377.55999755859375\n",
            "Day:  623\n",
            "Stock:  AMZN Action: Hold: $ 102.05000305175781\n",
            "Day:  624\n",
            "Stock:  AMZN Action: Hold: $ 103.62999725341797\n",
            "Day:  625\n",
            "Stock:  AMZN Action: Sell: $ 103.6500015258789\n",
            "Day:  626\n",
            "Day:  627\n",
            "Stock:  AMZN Action: Buy: $ 105.66000366210938\n",
            "Day:  628\n",
            "Stock:  AMZN Action: Sell: $ 105.83000183105469\n",
            "Day:  629\n",
            "Stock:  AMZN Action: Buy: $ 106.62000274658203\n",
            "Day:  630\n",
            "Stock:  ABNB Action: Buy: $ 111.62189483642578\n",
            "Stock:  AMZN Action: Sell: $ 110.19000244140625\n",
            "Day:  631\n",
            "Stock:  ABNB Action: Sell: $ 116.43636322021484\n",
            "Stock:  AMZN Action: Buy: $ 112.18000030517578\n",
            "Day:  632\n",
            "Stock:  ABNB Action: Buy: $ 117.37528991699219\n",
            "Stock:  AMZN Action: Sell: $ 110.26000213623047\n",
            "Day:  633\n",
            "Stock:  ABNB Action: Sell: $ 116.37643432617188\n",
            "Stock:  AMZN Action: Buy: $ 111.19999694824219\n",
            "Stock:  ADBE Action: Buy: $ 345.6700134277344\n",
            "Day:  634\n",
            "Stock:  ABNB Action: Buy: $ 119.37300109863281\n",
            "Stock:  AMZN Action: Sell: $ 113.4000015258789\n",
            "Stock:  ADBE Action: Sell: $ 345.1099853515625\n",
            "Day:  635\n",
            "Stock:  ABNB Action: Sell: $ 120.70146942138672\n",
            "Stock:  AMZN Action: Buy: $ 115.5\n",
            "Stock:  ADBE Action: Buy: $ 356.6300048828125\n",
            "Day:  636\n",
            "Stock:  ABNB Action: Buy: $ 122.68919372558594\n",
            "Stock:  AMZN Action: Sell: $ 118.1500015258789\n",
            "Stock:  ADBE Action: Sell: $ 360.42999267578125\n",
            "Day:  637\n",
            "Stock:  ABNB Action: Sell: $ 122.61927032470703\n",
            "Stock:  AMZN Action: Buy: $ 116.25\n",
            "Stock:  ADBE Action: Buy: $ 371.25\n",
            "Day:  638\n",
            "Stock:  ABNB Action: Buy: $ 124.90664672851562\n",
            "Stock:  AMZN Action: Sell: $ 115.01000213623047\n",
            "Stock:  ADBE Action: Sell: $ 372.04998779296875\n",
            "Day:  639\n",
            "Stock:  ABNB Action: Sell: $ 122.41949462890625\n",
            "Day:  640\n",
            "Stock:  AMZN Action: Buy: $ 116.75\n",
            "Day:  641\n",
            "Stock:  ABNB Action: Buy: $ 123.33844757080078\n",
            "Stock:  AMZN Action: Sell: $ 115.0\n",
            "Stock:  ADBE Action: Buy: $ 392.05999755859375\n",
            "Day:  642\n",
            "Stock:  ABNB Action: Sell: $ 124.46714782714844\n",
            "Stock:  AMZN Action: Buy: $ 120.11000061035156\n",
            "Stock:  ADBE Action: Sell: $ 415.3900146484375\n",
            "Day:  643\n",
            "Stock:  ABNB Action: Buy: $ 123.52822875976562\n",
            "Stock:  AMZN Action: Sell: $ 121.66000366210938\n",
            "Stock:  ADBE Action: Buy: $ 417.2099914550781\n",
            "Day:  644\n",
            "Stock:  ABNB Action: Sell: $ 122.7291488647461\n",
            "Stock:  AMZN Action: Buy: $ 120.58000183105469\n",
            "Stock:  ADBE Action: Hold: $ 417.7900085449219\n",
            "Day:  645\n",
            "Stock:  ABNB Action: Buy: $ 123.57817077636719\n",
            "Stock:  AMZN Action: Sell: $ 122.7699966430664\n",
            "Stock:  ADBE Action: Sell: $ 426.75\n",
            "Day:  646\n",
            "Stock:  ABNB Action: Sell: $ 124.5270767211914\n",
            "Stock:  AMZN Action: Buy: $ 124.25\n",
            "Stock:  ADBE Action: Buy: $ 436.3699951171875\n",
            "Day:  647\n",
            "Stock:  ABNB Action: Buy: $ 125.86554718017578\n",
            "Stock:  AMZN Action: Sell: $ 125.30000305175781\n",
            "Stock:  ADBE Action: Sell: $ 434.17999267578125\n",
            "Day:  648\n",
            "Stock:  ABNB Action: Sell: $ 127.16405487060547\n",
            "Stock:  AMZN Action: Buy: $ 126.61000061035156\n",
            "Day:  649\n",
            "Stock:  AMZN Action: Hold: $ 121.2300033569336\n",
            "Day:  650\n",
            "Stock:  AMZN Action: Sell: $ 124.25\n",
            "Stock:  ADBE Action: Buy: $ 439.0299987792969\n",
            "Day:  651\n",
            "Stock:  ADBE Action: Sell: $ 454.0\n",
            "Day:  652\n",
            "Stock:  AMZN Action: Buy: $ 126.56999969482422\n",
            "Stock:  ADBE Action: Buy: $ 474.6300048828125\n",
            "Day:  653\n",
            "Stock:  AMZN Action: Sell: $ 126.66000366210938\n",
            "Stock:  ADBE Action: Sell: $ 478.989990234375\n",
            "Day:  654\n",
            "Stock:  AMZN Action: Buy: $ 126.41999816894531\n",
            "Day:  655\n",
            "Stock:  ABNB Action: Buy: $ 124.94659423828125\n",
            "Stock:  AMZN Action: Sell: $ 127.11000061035156\n",
            "Stock:  ADBE Action: Buy: $ 490.9100036621094\n",
            "Day:  656\n",
            "Stock:  ABNB Action: Hold: $ 123.38838958740234\n",
            "Stock:  ADBE Action: Sell: $ 495.17999267578125\n",
            "Day:  657\n",
            "Stock:  ABNB Action: Hold: $ 122.95887756347656\n",
            "Day:  658\n",
            "Stock:  ABNB Action: Hold: $ 120.41180419921875\n",
            "Day:  659\n",
            "Stock:  ABNB Action: Sell: $ 123.00882720947266\n",
            "Stock:  AMZN Action: Buy: $ 130.14999389648438\n",
            "Day:  660\n",
            "Stock:  AMZN Action: Sell: $ 129.3300018310547\n",
            "Stock:  ADBE Action: Buy: $ 484.7200012207031\n",
            "Day:  661\n",
            "Stock:  ADBE Action: Sell: $ 479.510009765625\n",
            "Day:  662\n",
            "Stock:  AMZN Action: Buy: $ 129.17999267578125\n",
            "Stock:  ADBE Action: Buy: $ 489.2699890136719\n",
            "Day:  663\n",
            "Stock:  AMZN Action: Sell: $ 129.0399932861328\n",
            "Stock:  ADBE Action: Hold: $ 482.42999267578125\n",
            "Day:  664\n",
            "Stock:  ADBE Action: Sell: $ 483.7699890136719\n",
            "Day:  665\n",
            "Stock:  AMZN Action: Buy: $ 130.36000061035156\n",
            "Day:  666\n",
            "Stock:  AMZN Action: Sell: $ 130.22000122070312\n",
            "Day:  667\n",
            "Stock:  AMZN Action: Buy: $ 130.3800048828125\n",
            "Day:  668\n",
            "Stock:  AMZN Action: Hold: $ 128.36000061035156\n",
            "Day:  669\n",
            "Stock:  AMZN Action: Sell: $ 129.77999877929688\n",
            "Day:  670\n",
            "Stock:  ADBE Action: Buy: $ 496.3500061035156\n",
            "Day:  671\n",
            "Stock:  AMZN Action: Buy: $ 128.77999877929688\n",
            "Stock:  ADBE Action: Sell: $ 504.739990234375\n",
            "Day:  672\n",
            "Stock:  AMZN Action: Sell: $ 130.8000030517578\n",
            "Day:  673\n",
            "Stock:  ABNB Action: Buy: $ 124.39723205566406\n",
            "Stock:  AMZN Action: Buy: $ 134.3000030517578\n",
            "Stock:  ADBE Action: Buy: $ 517.280029296875\n",
            "Day:  674\n",
            "Stock:  ABNB Action: Sell: $ 125.2762222290039\n",
            "Stock:  AMZN Action: Sell: $ 134.67999267578125\n",
            "Stock:  ADBE Action: Hold: $ 514.8300170898438\n",
            "Day:  675\n",
            "Stock:  ADBE Action: Sell: $ 522.0\n",
            "Day:  676\n",
            "Stock:  ADBE Action: Buy: $ 532.22998046875\n",
            "Day:  677\n",
            "Stock:  AMZN Action: Buy: $ 135.36000061035156\n",
            "Stock:  ADBE Action: Hold: $ 527.1699829101562\n",
            "Day:  678\n",
            "Stock:  AMZN Action: Hold: $ 129.9600067138672\n",
            "Stock:  ADBE Action: Hold: $ 516.8800048828125\n",
            "Day:  679\n",
            "Stock:  AMZN Action: Hold: $ 130.0\n",
            "Stock:  ADBE Action: Sell: $ 520.22998046875\n",
            "Day:  680\n",
            "Stock:  AMZN Action: Hold: $ 128.8000030517578\n",
            "Day:  681\n",
            "Stock:  AMZN Action: Hold: $ 129.1300048828125\n",
            "Day:  682\n",
            "Stock:  ABNB Action: Buy: $ 129.12181091308594\n",
            "Stock:  AMZN Action: Hold: $ 128.14999389648438\n",
            "Day:  683\n",
            "Stock:  ABNB Action: Sell: $ 129.25164794921875\n",
            "Stock:  AMZN Action: Sell: $ 128.25\n",
            "Day:  684\n",
            "Stock:  ABNB Action: Buy: $ 132.42800903320312\n",
            "Stock:  AMZN Action: Buy: $ 132.2100067138672\n",
            "Stock:  ADBE Action: Buy: $ 528.8699951171875\n",
            "Day:  685\n",
            "Stock:  ABNB Action: Sell: $ 132.56785583496094\n",
            "Stock:  AMZN Action: Sell: $ 133.67999267578125\n",
            "Stock:  ADBE Action: Sell: $ 546.1699829101562\n",
            "Day:  686\n",
            "Day:  687\n",
            "Day:  688\n",
            "Day:  689\n",
            "Stock:  AMZN Action: Buy: $ 139.57000732421875\n",
            "Day:  690\n",
            "Stock:  ABNB Action: Buy: $ 131.37921142578125\n",
            "Stock:  AMZN Action: Sell: $ 142.22000122070312\n",
            "Day:  691\n",
            "Stock:  ABNB Action: Sell: $ 131.24935913085938\n",
            "Stock:  AMZN Action: Buy: $ 139.94000244140625\n",
            "Day:  692\n",
            "Stock:  AMZN Action: Sell: $ 137.85000610351562\n",
            "Day:  693\n",
            "Day:  694\n",
            "Day:  695\n",
            "Stock:  ABNB Action: Buy: $ 131.179443359375\n",
            "Stock:  AMZN Action: Buy: $ 140.57000732421875\n",
            "Stock:  ADBE Action: Buy: $ 522.25\n",
            "Day:  696\n",
            "Stock:  ABNB Action: Hold: $ 129.6312255859375\n",
            "Stock:  AMZN Action: Hold: $ 137.6699981689453\n",
            "Stock:  ADBE Action: Hold: $ 518.7000122070312\n",
            "Day:  697\n",
            "Stock:  ABNB Action: Hold: $ 128.55245971679688\n",
            "Stock:  AMZN Action: Hold: $ 135.07000732421875\n",
            "Stock:  ADBE Action: Hold: $ 514.489990234375\n",
            "Day:  698\n",
            "Stock:  ABNB Action: Sell: $ 129.77105712890625\n",
            "Stock:  AMZN Action: Hold: $ 133.97999572753906\n",
            "Stock:  ADBE Action: Hold: $ 511.6700134277344\n",
            "Day:  699\n",
            "Stock:  AMZN Action: Hold: $ 133.22000122070312\n",
            "Stock:  ADBE Action: Hold: $ 508.1300048828125\n",
            "Day:  700\n",
            "Stock:  AMZN Action: Sell: $ 134.67999267578125\n",
            "Stock:  ADBE Action: Sell: $ 520.469970703125\n",
            "Day:  701\n",
            "Day:  702\n",
            "Stock:  ABNB Action: Buy: $ 132.21824645996094\n",
            "Stock:  AMZN Action: Buy: $ 135.52000427246094\n",
            "Day:  703\n",
            "Stock:  ABNB Action: Hold: $ 129.6312255859375\n",
            "Stock:  AMZN Action: Hold: $ 131.83999633789062\n",
            "Day:  704\n",
            "Stock:  ABNB Action: Hold: $ 129.73110961914062\n",
            "Stock:  AMZN Action: Sell: $ 133.25999450683594\n",
            "Day:  705\n",
            "Stock:  ABNB Action: Sell: $ 130.85980224609375\n",
            "Day:  706\n",
            "Stock:  ABNB Action: Buy: $ 134.41574096679688\n",
            "Stock:  AMZN Action: Buy: $ 134.91000366210938\n",
            "Stock:  ADBE Action: Buy: $ 540.5700073242188\n",
            "Day:  707\n",
            "Stock:  ABNB Action: Sell: $ 135.72422790527344\n",
            "Stock:  AMZN Action: Sell: $ 135.07000732421875\n",
            "Stock:  ADBE Action: Sell: $ 545.3599853515625\n",
            "Day:  708\n",
            "Stock:  ABNB Action: Buy: $ 136.01390075683594\n",
            "Stock:  AMZN Action: Buy: $ 138.00999450683594\n",
            "Stock:  ADBE Action: Buy: $ 559.3400268554688\n",
            "Day:  709\n",
            "Stock:  ABNB Action: Sell: $ 135.50448608398438\n",
            "Stock:  AMZN Action: Sell: $ 138.1199951171875\n",
            "Stock:  ADBE Action: Sell: $ 563.2100219726562\n",
            "Day:  710\n",
            "Day:  711\n",
            "Day:  712\n",
            "Stock:  AMZN Action: Buy: $ 137.85000610351562\n",
            "Day:  713\n",
            "Stock:  ABNB Action: Buy: $ 136.22366333007812\n",
            "Stock:  AMZN Action: Sell: $ 138.22999572753906\n",
            "Day:  714\n",
            "Stock:  ABNB Action: Sell: $ 136.76303100585938\n",
            "Stock:  AMZN Action: Buy: $ 143.10000610351562\n",
            "Day:  715\n",
            "Stock:  AMZN Action: Sell: $ 141.22999572753906\n",
            "Day:  716\n",
            "Stock:  AMZN Action: Buy: $ 144.85000610351562\n",
            "Stock:  ADBE Action: Buy: $ 553.5599975585938\n",
            "Day:  717\n",
            "Stock:  ABNB Action: Buy: $ 137.9416961669922\n",
            "Stock:  AMZN Action: Sell: $ 144.72000122070312\n",
            "Stock:  ADBE Action: Hold: $ 552.1599731445312\n",
            "Day:  718\n",
            "Stock:  ABNB Action: Sell: $ 137.2424774169922\n",
            "Stock:  ADBE Action: Hold: $ 528.8900146484375\n",
            "Day:  719\n",
            "Stock:  ADBE Action: Sell: $ 532.4199829101562\n",
            "Day:  720\n",
            "Stock:  ADBE Action: Buy: $ 541.6900024414062\n",
            "Day:  721\n",
            "Stock:  ADBE Action: Hold: $ 535.780029296875\n",
            "Day:  722\n",
            "Stock:  ADBE Action: Hold: $ 513.8800048828125\n",
            "Day:  723\n",
            "Stock:  ADBE Action: Hold: $ 512.9000244140625\n",
            "Day:  724\n",
            "Stock:  ADBE Action: Hold: $ 511.6000061035156\n",
            "Day:  725\n",
            "Stock:  ADBE Action: Hold: $ 506.29998779296875\n",
            "Day:  726\n",
            "Stock:  ADBE Action: Hold: $ 502.6000061035156\n",
            "Day:  727\n",
            "Stock:  ADBE Action: Hold: $ 504.6700134277344\n",
            "Day:  728\n",
            "Stock:  ADBE Action: Sell: $ 509.8999938964844\n",
            "Day:  729\n",
            "Stock:  ABNB Action: Buy: $ 134.0161895751953\n",
            "Stock:  AMZN Action: Buy: $ 129.4600067138672\n",
            "Stock:  ADBE Action: Buy: $ 521.1300048828125\n",
            "Day:  730\n",
            "Stock:  ABNB Action: Hold: $ 132.27818298339844\n",
            "Stock:  AMZN Action: Hold: $ 124.72000122070312\n",
            "Stock:  ADBE Action: Hold: $ 507.0299987792969\n",
            "Day:  731\n",
            "Stock:  ABNB Action: Sell: $ 135.08497619628906\n",
            "Stock:  AMZN Action: Hold: $ 127.0\n",
            "Stock:  ADBE Action: Sell: $ 518.4199829101562\n",
            "Day:  732\n",
            "Stock:  AMZN Action: Hold: $ 125.95999908447266\n",
            "Day:  733\n",
            "Stock:  ABNB Action: Buy: $ 137.4222869873047\n",
            "Stock:  AMZN Action: Sell: $ 127.95999908447266\n",
            "Stock:  ADBE Action: Buy: $ 526.6799926757812\n",
            "Day:  734\n",
            "Stock:  ABNB Action: Sell: $ 138.26132202148438\n",
            "Stock:  ADBE Action: Sell: $ 529.2899780273438\n",
            "Day:  735\n",
            "Stock:  AMZN Action: Buy: $ 129.47999572753906\n",
            "Day:  736\n",
            "Stock:  ABNB Action: Buy: $ 140.38888549804688\n",
            "Stock:  AMZN Action: Sell: $ 131.8300018310547\n",
            "Stock:  ADBE Action: Buy: $ 549.9099731445312\n",
            "Day:  737\n",
            "Stock:  ABNB Action: Sell: $ 138.81068420410156\n",
            "Stock:  AMZN Action: Buy: $ 132.3300018310547\n",
            "Stock:  ADBE Action: Sell: $ 559.6300048828125\n",
            "Day:  738\n",
            "Stock:  AMZN Action: Hold: $ 129.7899932861328\n",
            "Day:  739\n",
            "Stock:  AMZN Action: Sell: $ 132.5500030517578\n",
            "Day:  740\n",
            "Stock:  ADBE Action: Buy: $ 560.0900268554688\n",
            "Day:  741\n",
            "Stock:  ADBE Action: Sell: $ 557.8699951171875\n",
            "Day:  742\n",
            "Day:  743\n",
            "Day:  744\n",
            "Day:  745\n",
            "Stock:  ABNB Action: Buy: $ 138.65086364746094\n",
            "Day:  746\n",
            "Stock:  ABNB Action: Hold: $ 125.46600341796875\n",
            "Day:  747\n",
            "Stock:  ABNB Action: Hold: $ 122.13981628417969\n",
            "Day:  748\n",
            "Stock:  ABNB Action: Hold: $ 122.02994537353516\n",
            "Stock:  AMZN Action: Buy: $ 127.73999786376953\n",
            "Day:  749\n",
            "Stock:  ABNB Action: Hold: $ 124.31732177734375\n",
            "Stock:  AMZN Action: Sell: $ 132.7100067138672\n",
            "Stock:  ADBE Action: Buy: $ 526.9400024414062\n",
            "Day:  750\n",
            "Stock:  ABNB Action: Hold: $ 123.93775939941406\n",
            "Stock:  AMZN Action: Buy: $ 133.08999633789062\n",
            "Stock:  ADBE Action: Sell: $ 532.0599975585938\n",
            "Day:  751\n",
            "Stock:  ABNB Action: Hold: $ 126.30503845214844\n",
            "Stock:  AMZN Action: Sell: $ 137.0\n",
            "Stock:  ADBE Action: Buy: $ 544.5\n",
            "Day:  752\n",
            "Stock:  ABNB Action: Hold: $ 127.3438491821289\n",
            "Stock:  AMZN Action: Buy: $ 138.07000732421875\n",
            "Stock:  ADBE Action: Sell: $ 558.7100219726562\n",
            "Day:  753\n",
            "Stock:  ABNB Action: Hold: $ 128.95201110839844\n",
            "Stock:  AMZN Action: Sell: $ 138.60000610351562\n",
            "Stock:  ADBE Action: Buy: $ 563.6599731445312\n",
            "Day:  754\n",
            "Stock:  ABNB Action: Hold: $ 130.10067749023438\n",
            "Stock:  AMZN Action: Buy: $ 139.74000549316406\n",
            "Stock:  ADBE Action: Sell: $ 565.4500122070312\n",
            "Day:  755\n",
            "Stock:  ABNB Action: Hold: $ 130.81985473632812\n",
            "Stock:  AMZN Action: Sell: $ 142.7100067138672\n",
            "Stock:  ADBE Action: Buy: $ 585.2000122070312\n",
            "Day:  756\n",
            "Stock:  ABNB Action: Sell: $ 131.68885803222656\n",
            "Stock:  AMZN Action: Buy: $ 142.0800018310547\n",
            "Stock:  ADBE Action: Sell: $ 585.3099975585938\n",
            "Day:  757\n",
            "Stock:  AMZN Action: Sell: $ 140.60000610351562\n",
            "Day:  758\n",
            "Stock:  AMZN Action: Buy: $ 143.55999755859375\n",
            "Stock:  ADBE Action: Buy: $ 597.219970703125\n",
            "Day:  759\n",
            "Stock:  AMZN Action: Sell: $ 142.58999633789062\n",
            "Stock:  ADBE Action: Sell: $ 590.3400268554688\n",
            "Day:  760\n",
            "Stock:  AMZN Action: Buy: $ 145.8000030517578\n",
            "Stock:  ADBE Action: Buy: $ 604.3300170898438\n",
            "Day:  761\n",
            "Stock:  AMZN Action: Sell: $ 143.1999969482422\n",
            "Stock:  ADBE Action: Hold: $ 595.3099975585938\n",
            "Day:  762\n",
            "Stock:  ABNB Action: Buy: $ 136.7730255126953\n",
            "Stock:  ADBE Action: Sell: $ 602.0599975585938\n",
            "Day:  763\n",
            "Stock:  ABNB Action: Hold: $ 135.15487670898438\n",
            "Stock:  AMZN Action: Buy: $ 145.17999267578125\n",
            "Day:  764\n",
            "Stock:  ABNB Action: Sell: $ 136.09381103515625\n",
            "Stock:  AMZN Action: Sell: $ 146.1300048828125\n",
            "Stock:  ADBE Action: Buy: $ 612.7000122070312\n",
            "Day:  765\n",
            "Stock:  ADBE Action: Sell: $ 610.989990234375\n",
            "Day:  766\n",
            "Stock:  ABNB Action: Buy: $ 138.33123779296875\n",
            "Stock:  AMZN Action: Buy: $ 146.7100067138672\n",
            "Stock:  ADBE Action: Buy: $ 619.719970703125\n",
            "Day:  767\n",
            "Stock:  ABNB Action: Hold: $ 136.53330993652344\n",
            "Stock:  AMZN Action: Sell: $ 146.74000549316406\n",
            "Stock:  ADBE Action: Sell: $ 619.4299926757812\n",
            "Day:  768\n",
            "Stock:  ABNB Action: Hold: $ 136.25363159179688\n",
            "Stock:  AMZN Action: Buy: $ 147.72999572753906\n",
            "Day:  769\n",
            "Stock:  ABNB Action: Hold: $ 137.04270935058594\n",
            "Stock:  AMZN Action: Sell: $ 147.02999877929688\n",
            "Day:  770\n",
            "Stock:  ABNB Action: Hold: $ 134.8352508544922\n",
            "Day:  771\n",
            "Stock:  ABNB Action: Hold: $ 132.37806701660156\n",
            "Day:  772\n",
            "Stock:  ABNB Action: Hold: $ 131.70884704589844\n",
            "Stock:  AMZN Action: Buy: $ 147.02999877929688\n",
            "Day:  773\n",
            "Stock:  ABNB Action: Hold: $ 129.12181091308594\n",
            "Stock:  AMZN Action: Hold: $ 144.83999633789062\n",
            "Day:  774\n",
            "Stock:  ABNB Action: Hold: $ 130.83984375\n",
            "Stock:  AMZN Action: Sell: $ 146.8800048828125\n",
            "Day:  775\n",
            "Stock:  ABNB Action: Hold: $ 129.87095642089844\n",
            "Day:  776\n",
            "Stock:  ABNB Action: Sell: $ 136.7730255126953\n",
            "Stock:  AMZN Action: Buy: $ 146.8800048828125\n",
            "Stock:  ADBE Action: Buy: $ 608.780029296875\n",
            "Day:  777\n",
            "Stock:  AMZN Action: Sell: $ 147.4199981689453\n",
            "Stock:  ADBE Action: Sell: $ 610.010009765625\n",
            "Day:  778\n",
            "Stock:  ADBE Action: Buy: $ 625.2000122070312\n",
            "Day:  779\n",
            "Stock:  AMZN Action: Buy: $ 147.47999572753906\n",
            "Stock:  ADBE Action: Sell: $ 633.6599731445312\n",
            "Day:  780\n",
            "Stock:  AMZN Action: Sell: $ 148.83999633789062\n",
            "Day:  781\n",
            "Day:  782\n",
            "Stock:  AMZN Action: Buy: $ 149.97000122070312\n",
            "Day:  783\n",
            "Stock:  ABNB Action: Buy: $ 135.64431762695312\n",
            "Stock:  AMZN Action: Sell: $ 154.07000732421875\n",
            "Stock:  ADBE Action: Buy: $ 599.1300048828125\n",
            "Day:  784\n",
            "Stock:  ABNB Action: Sell: $ 136.49334716796875\n",
            "Stock:  AMZN Action: Buy: $ 153.7899932861328\n",
            "Stock:  ADBE Action: Sell: $ 604.6400146484375\n",
            "Day:  785\n",
            "Stock:  AMZN Action: Sell: $ 152.1199951171875\n",
            "Day:  786\n",
            "Stock:  ABNB Action: Buy: $ 140.25901794433594\n",
            "Stock:  AMZN Action: Buy: $ 153.83999633789062\n",
            "Day:  787\n",
            "Stock:  ABNB Action: Sell: $ 141.3278045654297\n",
            "Stock:  AMZN Action: Sell: $ 153.4199981689453\n",
            "Day:  788\n",
            "Day:  789\n",
            "Day:  790\n",
            "Day:  791\n",
            "Day:  792\n",
            "Day:  793\n",
            "Day:  794\n",
            "Day:  795\n",
            "Day:  796\n",
            "Stock:  AMZN Action: Buy: $ 149.10000610351562\n",
            "Stock:  ADBE Action: Buy: $ 580.5499877929688\n",
            "Day:  797\n",
            "Stock:  ABNB Action: Buy: $ 140.78842163085938\n",
            "Stock:  AMZN Action: Sell: $ 151.3699951171875\n",
            "Stock:  ADBE Action: Sell: $ 586.2000122070312\n",
            "Day:  798\n",
            "Stock:  ABNB Action: Sell: $ 142.1168975830078\n",
            "Stock:  AMZN Action: Buy: $ 153.72999572753906\n",
            "Day:  799\n",
            "Stock:  AMZN Action: Sell: $ 155.17999267578125\n",
            "Day:  800\n",
            "Day:  801\n",
            "Day:  802\n",
            "Day:  803\n",
            "Stock:  AMZN Action: Buy: $ 153.5\n",
            "Day:  804\n",
            "Stock:  ABNB Action: Buy: $ 146.2122039794922\n",
            "Stock:  AMZN Action: Sell: $ 155.33999633789062\n",
            "Stock:  ADBE Action: Buy: $ 611.5499877929688\n",
            "Day:  805\n",
            "Stock:  ABNB Action: Sell: $ 145.82264709472656\n",
            "Stock:  ADBE Action: Hold: $ 603.5900268554688\n",
            "Day:  806\n",
            "Stock:  AMZN Action: Buy: $ 156.02000427246094\n",
            "Stock:  ADBE Action: Hold: $ 597.1799926757812\n",
            "Day:  807\n",
            "Stock:  ABNB Action: Buy: $ 148.52952575683594\n",
            "Stock:  AMZN Action: Sell: $ 156.8699951171875\n",
            "Stock:  ADBE Action: Sell: $ 606.47998046875\n",
            "Day:  808\n",
            "Stock:  ABNB Action: Sell: $ 151.69589233398438\n",
            "Stock:  AMZN Action: Buy: $ 157.75\n",
            "Stock:  ADBE Action: Buy: $ 622.5800170898438\n",
            "Day:  809\n",
            "Stock:  ABNB Action: Buy: $ 152.01553344726562\n",
            "Stock:  AMZN Action: Sell: $ 159.1199951171875\n",
            "Stock:  ADBE Action: Hold: $ 613.9299926757812\n",
            "Day:  810\n",
            "Stock:  ABNB Action: Sell: $ 153.33401489257812\n",
            "Stock:  AMZN Action: Buy: $ 161.25999450683594\n",
            "Stock:  ADBE Action: Sell: $ 630.22998046875\n",
            "Day:  811\n",
            "Stock:  AMZN Action: Hold: $ 159.0\n",
            "Day:  812\n",
            "Stock:  AMZN Action: Hold: $ 155.1999969482422\n",
            "Day:  813\n",
            "Stock:  AMZN Action: Sell: $ 159.27999877929688\n",
            "Stock:  ADBE Action: Buy: $ 627.9099731445312\n",
            "Day:  814\n",
            "Stock:  AMZN Action: Buy: $ 171.80999755859375\n",
            "Stock:  ADBE Action: Sell: $ 634.760009765625\n",
            "Day:  815\n",
            "Stock:  AMZN Action: Sell: $ 170.30999755859375\n",
            "Day:  816\n",
            "Stock:  AMZN Action: Buy: $ 169.14999389648438\n",
            "Day:  817\n",
            "Stock:  AMZN Action: Sell: $ 170.52999877929688\n",
            "Stock:  ADBE Action: Buy: $ 615.8499755859375\n",
            "Day:  818\n",
            "Stock:  AMZN Action: Buy: $ 169.83999633789062\n",
            "Stock:  ADBE Action: Hold: $ 615.8599853515625\n",
            "Day:  819\n",
            "Stock:  ABNB Action: Buy: $ 148.82919311523438\n",
            "Stock:  AMZN Action: Sell: $ 174.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 627.2100219726562\n",
            "Day:  820\n",
            "Stock:  ABNB Action: Hold: $ 147.36087036132812\n",
            "Stock:  AMZN Action: Buy: $ 172.33999633789062\n",
            "Day:  821\n",
            "Stock:  ABNB Action: Hold: $ 144.97361755371094\n",
            "Stock:  AMZN Action: Hold: $ 168.63999938964844\n",
            "Day:  822\n",
            "Stock:  ABNB Action: Hold: $ 145.772705078125\n",
            "Stock:  AMZN Action: Sell: $ 170.97999572753906\n",
            "Day:  823\n",
            "Stock:  ABNB Action: Hold: $ 142.60633850097656\n",
            "Day:  824\n",
            "Stock:  ABNB Action: Hold: $ 140.35891723632812\n",
            "Day:  825\n",
            "Stock:  ABNB Action: Hold: $ 140.95822143554688\n",
            "Day:  826\n",
            "Stock:  ABNB Action: Hold: $ 142.38658142089844\n",
            "Stock:  AMZN Action: Buy: $ 168.58999633789062\n",
            "Day:  827\n",
            "Stock:  ABNB Action: Sell: $ 143.92481994628906\n",
            "Stock:  AMZN Action: Sell: $ 174.5800018310547\n",
            "Day:  828\n",
            "Stock:  AMZN Action: Buy: $ 174.99000549316406\n",
            "Stock:  ADBE Action: Buy: $ 553.4400024414062\n",
            "Day:  829\n",
            "Stock:  AMZN Action: Sell: $ 174.72999572753906\n",
            "Stock:  ADBE Action: Sell: $ 560.47998046875\n",
            "Day:  830\n",
            "Day:  831\n",
            "Day:  832\n",
            "Stock:  AMZN Action: Buy: $ 176.75999450683594\n",
            "Day:  833\n",
            "Stock:  AMZN Action: Sell: $ 178.22000122070312\n",
            "Stock:  ADBE Action: Buy: $ 570.9299926757812\n",
            "Day:  834\n",
            "Stock:  AMZN Action: Buy: $ 177.5800018310547\n",
            "Stock:  ADBE Action: Hold: $ 567.9400024414062\n",
            "Day:  835\n",
            "Stock:  AMZN Action: Hold: $ 174.1199951171875\n",
            "Stock:  ADBE Action: Hold: $ 544.8400268554688\n",
            "Day:  836\n",
            "Stock:  AMZN Action: Hold: $ 173.50999450683594\n",
            "Stock:  ADBE Action: Hold: $ 543.0900268554688\n",
            "Day:  837\n",
            "Stock:  AMZN Action: Sell: $ 176.82000732421875\n",
            "Stock:  ADBE Action: Sell: $ 556.0399780273438\n",
            "Day:  838\n",
            "Day:  839\n",
            "Stock:  ADBE Action: Buy: $ 560.4199829101562\n",
            "Day:  840\n",
            "Stock:  AMZN Action: Buy: $ 175.38999938964844\n",
            "Stock:  ADBE Action: Sell: $ 579.1400146484375\n",
            "Day:  841\n",
            "Stock:  AMZN Action: Sell: $ 176.55999755859375\n",
            "Day:  842\n",
            "Stock:  ABNB Action: Buy: $ 142.9359588623047\n",
            "Stock:  AMZN Action: Buy: $ 178.75\n",
            "Day:  843\n",
            "Stock:  ABNB Action: Hold: $ 141.0181427001953\n",
            "Stock:  AMZN Action: Hold: $ 174.4199981689453\n",
            "Day:  844\n",
            "Stock:  ABNB Action: Sell: $ 147.5106964111328\n",
            "Stock:  AMZN Action: Sell: $ 174.47999572753906\n",
            "Stock:  ADBE Action: Buy: $ 513.8599853515625\n",
            "Day:  845\n",
            "Stock:  AMZN Action: Buy: $ 175.89999389648438\n",
            "Stock:  ADBE Action: Sell: $ 521.1900024414062\n",
            "Day:  846\n",
            "Stock:  ABNB Action: Buy: $ 148.56948852539062\n",
            "Stock:  AMZN Action: Sell: $ 178.14999389648438\n",
            "Stock:  ADBE Action: Buy: $ 519.1400146484375\n",
            "Day:  847\n",
            "Stock:  ABNB Action: Sell: $ 147.43080139160156\n",
            "Stock:  AMZN Action: Buy: $ 178.14999389648438\n",
            "Stock:  ADBE Action: Hold: $ 511.25\n",
            "Day:  848\n",
            "Stock:  ABNB Action: Buy: $ 150.59716796875\n",
            "Stock:  AMZN Action: Sell: $ 178.8699951171875\n",
            "Stock:  ADBE Action: Hold: $ 499.5199890136719\n",
            "Day:  849\n",
            "Stock:  ABNB Action: Sell: $ 149.89796447753906\n",
            "Stock:  AMZN Action: Buy: $ 179.7100067138672\n",
            "Stock:  ADBE Action: Sell: $ 507.2300109863281\n",
            "Day:  850\n",
            "Stock:  ABNB Action: Buy: $ 150.4972686767578\n",
            "Stock:  AMZN Action: Sell: $ 178.3000030517578\n",
            "Day:  851\n",
            "Stock:  ABNB Action: Sell: $ 150.69703674316406\n",
            "Stock:  AMZN Action: Buy: $ 179.8300018310547\n",
            "Day:  852\n",
            "Stock:  AMZN Action: Sell: $ 180.3800048828125\n",
            "Day:  853\n",
            "Stock:  ABNB Action: Buy: $ 155.31175231933594\n",
            "Stock:  AMZN Action: Buy: $ 180.97000122070312\n",
            "Day:  854\n",
            "Stock:  ABNB Action: Sell: $ 154.3828125\n",
            "Stock:  AMZN Action: Sell: $ 180.69000244140625\n",
            "Day:  855\n",
            "Stock:  ABNB Action: Buy: $ 154.74240112304688\n",
            "Stock:  AMZN Action: Buy: $ 182.41000366210938\n",
            "Day:  856\n",
            "Stock:  ABNB Action: Hold: $ 150.35743713378906\n",
            "Stock:  AMZN Action: Hold: $ 180.0\n",
            "Day:  857\n",
            "Stock:  ABNB Action: Sell: $ 152.32518005371094\n",
            "Stock:  AMZN Action: Sell: $ 185.07000732421875\n",
            "Day:  858\n",
            "Stock:  ABNB Action: Buy: $ 154.6724853515625\n",
            "Stock:  AMZN Action: Buy: $ 185.19000244140625\n",
            "Day:  859\n",
            "Stock:  ABNB Action: Sell: $ 156.4204864501953\n",
            "Stock:  AMZN Action: Sell: $ 185.6699981689453\n",
            "Stock:  ADBE Action: Buy: $ 492.54998779296875\n",
            "Day:  860\n",
            "Stock:  ADBE Action: Hold: $ 487.2200012207031\n",
            "Day:  861\n",
            "Stock:  ABNB Action: Buy: $ 159.22726440429688\n",
            "Stock:  AMZN Action: Buy: $ 189.0500030517578\n",
            "Stock:  ADBE Action: Sell: $ 484.2799987792969\n",
            "Day:  862\n",
            "Stock:  ABNB Action: Sell: $ 157.54917907714844\n",
            "Stock:  AMZN Action: Hold: $ 186.1300048828125\n",
            "Day:  863\n",
            "Stock:  AMZN Action: Hold: $ 183.6199951171875\n",
            "Day:  864\n",
            "Stock:  AMZN Action: Hold: $ 183.32000732421875\n",
            "Stock:  ADBE Action: Buy: $ 476.2200012207031\n",
            "Day:  865\n",
            "Stock:  AMZN Action: Hold: $ 181.27999877929688\n",
            "Stock:  ADBE Action: Sell: $ 474.45001220703125\n",
            "Day:  866\n",
            "Stock:  AMZN Action: Hold: $ 179.22000122070312\n",
            "Day:  867\n",
            "Stock:  AMZN Action: Hold: $ 174.6300048828125\n",
            "Day:  868\n",
            "Stock:  AMZN Action: Sell: $ 177.22999572753906\n",
            "Day:  869\n",
            "Stock:  ABNB Action: Buy: $ 158.0785675048828\n",
            "Stock:  AMZN Action: Buy: $ 179.5399932861328\n",
            "Stock:  ADBE Action: Buy: $ 472.8999938964844\n",
            "Day:  870\n",
            "Stock:  ABNB Action: Sell: $ 158.9475860595703\n",
            "Stock:  AMZN Action: Hold: $ 176.58999633789062\n",
            "Stock:  ADBE Action: Sell: $ 477.1199951171875\n",
            "Day:  871\n",
            "Stock:  AMZN Action: Hold: $ 173.6699981689453\n",
            "Day:  872\n",
            "Stock:  ABNB Action: Buy: $ 171.7528839111328\n",
            "Stock:  AMZN Action: Sell: $ 179.6199951171875\n",
            "Stock:  ADBE Action: Buy: $ 477.55999755859375\n",
            "Day:  873\n",
            "Stock:  ABNB Action: Sell: $ 165.9595184326172\n",
            "Stock:  AMZN Action: Buy: $ 180.9600067138672\n",
            "Stock:  ADBE Action: Sell: $ 473.07000732421875\n",
            "Day:  874\n",
            "Stock:  AMZN Action: Hold: $ 175.0\n",
            "Day:  875\n",
            "Stock:  ABNB Action: Buy: $ 163.67214965820312\n",
            "Stock:  AMZN Action: Sell: $ 179.0\n",
            "Stock:  ADBE Action: Buy: $ 469.3900146484375\n",
            "Day:  876\n",
            "Stock:  ABNB Action: Sell: $ 166.42898559570312\n",
            "Stock:  AMZN Action: Buy: $ 184.72000122070312\n",
            "Stock:  ADBE Action: Sell: $ 476.57000732421875\n",
            "Day:  877\n",
            "Stock:  ABNB Action: Buy: $ 167.04827880859375\n",
            "Stock:  AMZN Action: Sell: $ 186.2100067138672\n",
            "Stock:  ADBE Action: Buy: $ 486.17999267578125\n",
            "Day:  878\n",
            "Stock:  ABNB Action: Sell: $ 167.9073028564453\n",
            "Stock:  AMZN Action: Buy: $ 188.6999969482422\n",
            "Stock:  ADBE Action: Sell: $ 493.5899963378906\n",
            "Day:  879\n",
            "Stock:  ABNB Action: Buy: $ 171.05368041992188\n",
            "Stock:  AMZN Action: Sell: $ 188.75999450683594\n",
            "Day:  880\n",
            "Stock:  ABNB Action: Sell: $ 169.1858367919922\n",
            "Stock:  AMZN Action: Buy: $ 188.0\n",
            "Day:  881\n",
            "Stock:  ABNB Action: Buy: $ 169.76516723632812\n",
            "Stock:  AMZN Action: Sell: $ 189.5\n",
            "Day:  882\n",
            "Stock:  ABNB Action: Sell: $ 168.4566650390625\n",
            "Day:  883\n",
            "Stock:  ABNB Action: Buy: $ 168.94610595703125\n",
            "Day:  884\n",
            "Stock:  ABNB Action: Sell: $ 170.1447296142578\n",
            "Day:  885\n",
            "Stock:  ABNB Action: Buy: $ 172.31224060058594\n",
            "Stock:  ADBE Action: Buy: $ 485.3500061035156\n",
            "Day:  886\n",
            "Stock:  ABNB Action: Sell: $ 173.98031616210938\n",
            "Stock:  ADBE Action: Sell: $ 482.8800048828125\n",
            "Day:  887\n",
            "Stock:  ABNB Action: Buy: $ 175.85816955566406\n",
            "Day:  888\n",
            "Stock:  ABNB Action: Sell: $ 176.71717834472656\n",
            "Day:  889\n",
            "Stock:  ABNB Action: Buy: $ 177.6461181640625\n",
            "Day:  890\n",
            "Stock:  ABNB Action: Sell: $ 176.1778106689453\n",
            "Stock:  ADBE Action: Buy: $ 483.92999267578125\n",
            "Day:  891\n",
            "Stock:  ADBE Action: Sell: $ 483.30999755859375\n",
            "Day:  892\n",
            "Stock:  ABNB Action: Buy: $ 174.78939819335938\n",
            "Day:  893\n",
            "Stock:  ABNB Action: Sell: $ 176.19776916503906\n",
            "Day:  894\n",
            "Stock:  ABNB Action: Buy: $ 175.69834899902344\n",
            "Day:  895\n",
            "Stock:  ABNB Action: Hold: $ 171.91270446777344\n",
            "Day:  896\n",
            "Stock:  ABNB Action: Sell: $ 172.30224609375\n",
            "Day:  897\n",
            "Day:  898\n",
            "Stock:  AMZN Action: Buy: $ 179.33999633789062\n",
            "Stock:  ADBE Action: Buy: $ 448.3699951171875\n",
            "Day:  899\n",
            "Stock:  ABNB Action: Buy: $ 175.20892333984375\n",
            "Stock:  AMZN Action: Sell: $ 181.27999877929688\n",
            "Stock:  ADBE Action: Sell: $ 455.79998779296875\n",
            "Day:  900\n",
            "Stock:  ABNB Action: Sell: $ 176.5273895263672\n",
            "Stock:  AMZN Action: Buy: $ 185.0\n",
            "Day:  901\n",
            "Stock:  AMZN Action: Sell: $ 184.3000030517578\n",
            "Day:  902\n",
            "Stock:  AMZN Action: Buy: $ 187.05999755859375\n",
            "Day:  903\n",
            "Stock:  AAPL Action: Buy: $ 206.91049194335938\n",
            "Stock:  ABNB Action: Buy: $ 176.6199951171875\n",
            "Stock:  AMZN Action: Sell: $ 187.22999572753906\n",
            "Stock:  ADBE Action: Buy: $ 462.69000244140625\n",
            "Day:  904\n",
            "Stock:  AAPL Action: Sell: $ 212.82366943359375\n",
            "Stock:  ABNB Action: Sell: $ 177.7899932861328\n",
            "Stock:  ADBE Action: Sell: $ 459.8699951171875\n",
            "Day:  905\n",
            "Day:  906\n",
            "Stock:  ABNB Action: Buy: $ 176.7899932861328\n",
            "Stock:  ADBE Action: Buy: $ 525.3099975585938\n",
            "Day:  907\n",
            "Stock:  ABNB Action: Sell: $ 177.24000549316406\n",
            "Stock:  ADBE Action: Hold: $ 518.739990234375\n",
            "Day:  908\n",
            "Stock:  ADBE Action: Sell: $ 522.25\n",
            "Day:  909\n",
            "Stock:  ABNB Action: Buy: $ 176.3000030517578\n",
            "Stock:  AMZN Action: Buy: $ 186.10000610351562\n",
            "Day:  910\n",
            "Stock:  ABNB Action: Sell: $ 179.6300048828125\n",
            "Stock:  AMZN Action: Sell: $ 189.0800018310547\n",
            "Stock:  ADBE Action: Buy: $ 533.4400024414062\n",
            "Day:  911\n",
            "Stock:  ABNB Action: Buy: $ 179.22000122070312\n",
            "Stock:  ADBE Action: Hold: $ 524.1699829101562\n",
            "Day:  912\n",
            "Stock:  ABNB Action: Sell: $ 184.02999877929688\n",
            "Stock:  ADBE Action: Sell: $ 526.8800048828125\n",
            "Day:  913\n",
            "Stock:  ABNB Action: Buy: $ 183.8800048828125\n",
            "Stock:  AMZN Action: Buy: $ 193.61000061035156\n",
            "Day:  914\n",
            "Stock:  ABNB Action: Sell: $ 185.41000366210938\n",
            "Stock:  AMZN Action: Sell: $ 197.85000610351562\n",
            "Stock:  ADBE Action: Buy: $ 546.760009765625\n",
            "Day:  915\n",
            "Stock:  ADBE Action: Sell: $ 555.5399780273438\n",
            "Day:  916\n",
            "Stock:  ABNB Action: Buy: $ 182.99000549316406\n",
            "Stock:  AMZN Action: Buy: $ 197.1999969482422\n",
            "Stock:  ADBE Action: Buy: $ 560.010009765625\n",
            "Day:  917\n",
            "Stock:  ABNB Action: Sell: $ 185.24000549316406\n",
            "Stock:  AMZN Action: Sell: $ 200.0\n",
            "Stock:  ADBE Action: Sell: $ 567.7100219726562\n",
            "Day:  918\n",
            "Stock:  ABNB Action: Buy: $ 185.82000732421875\n",
            "Stock:  AMZN Action: Buy: $ 197.58999633789062\n",
            "Stock:  ADBE Action: Buy: $ 570.1500244140625\n",
            "Day:  919\n",
            "Stock:  ABNB Action: Sell: $ 190.60000610351562\n",
            "Stock:  AMZN Action: Sell: $ 200.0\n",
            "Stock:  ADBE Action: Sell: $ 578.3400268554688\n",
            "Day:  920\n",
            "Stock:  ABNB Action: Buy: $ 189.02999877929688\n",
            "Stock:  AMZN Action: Buy: $ 199.2899932861328\n",
            "Day:  921\n",
            "Stock:  ABNB Action: Sell: $ 188.97999572753906\n",
            "Stock:  AMZN Action: Sell: $ 199.33999633789062\n",
            "Day:  922\n",
            "Stock:  ABNB Action: Buy: $ 191.17999267578125\n",
            "Stock:  AMZN Action: Buy: $ 199.7899932861328\n",
            "Day:  923\n",
            "Stock:  ABNB Action: Hold: $ 185.57000732421875\n",
            "Stock:  AMZN Action: Hold: $ 195.0500030517578\n",
            "Day:  924\n",
            "Stock:  ABNB Action: Sell: $ 185.07000732421875\n",
            "Stock:  AMZN Action: Hold: $ 194.49000549316406\n",
            "Day:  925\n",
            "Stock:  ABNB Action: Buy: $ 186.52999877929688\n",
            "Stock:  AMZN Action: Hold: $ 192.72000122070312\n",
            "Stock:  ADBE Action: Buy: $ 565.7100219726562\n",
            "Day:  926\n",
            "Stock:  ABNB Action: Hold: $ 183.9199981689453\n",
            "Stock:  AMZN Action: Sell: $ 193.02000427246094\n",
            "Stock:  ADBE Action: Sell: $ 566.5399780273438\n",
            "Day:  927\n",
            "Stock:  ABNB Action: Hold: $ 181.02000427246094\n",
            "Day:  928\n",
            "Stock:  ABNB Action: Hold: $ 177.69000244140625\n",
            "Day:  929\n",
            "Stock:  ABNB Action: Hold: $ 177.66000366210938\n",
            "Day:  930\n",
            "Stock:  ABNB Action: Sell: $ 181.6699981689453\n",
            "Day:  931\n",
            "Stock:  AMZN Action: Buy: $ 186.41000366210938\n",
            "Day:  932\n",
            "Stock:  AMZN Action: Hold: $ 180.8300018310547\n",
            "Day:  933\n",
            "Stock:  AMZN Action: Hold: $ 179.85000610351562\n",
            "Day:  934\n",
            "Stock:  AMZN Action: Sell: $ 182.5\n",
            "Stock:  ADBE Action: Buy: $ 542.4400024414062\n",
            "Day:  935\n",
            "Stock:  ADBE Action: Hold: $ 536.6099853515625\n",
            "Day:  936\n",
            "Stock:  ADBE Action: Hold: $ 538.7100219726562\n",
            "Day:  937\n",
            "Stock:  AMZN Action: Buy: $ 186.97999572753906\n",
            "Stock:  ADBE Action: Sell: $ 551.6500244140625\n",
            "Day:  938\n",
            "Stock:  AMZN Action: Hold: $ 184.07000732421875\n",
            "Day:  939\n",
            "Stock:  AMZN Action: Hold: $ 167.89999389648438\n",
            "Day:  940\n",
            "Stock:  AMZN Action: Hold: $ 161.02000427246094\n",
            "Day:  941\n",
            "Stock:  AMZN Action: Hold: $ 161.92999267578125\n",
            "Stock:  ADBE Action: Buy: $ 514.2000122070312\n",
            "Day:  942\n",
            "Stock:  AMZN Action: Hold: $ 162.77000427246094\n",
            "Stock:  ADBE Action: Hold: $ 513.6199951171875\n",
            "Day:  943\n",
            "Stock:  AMZN Action: Hold: $ 165.8000030517578\n",
            "Stock:  ADBE Action: Sell: $ 530.239990234375\n",
            "Day:  944\n",
            "Stock:  AMZN Action: Sell: $ 166.94000244140625\n",
            "-----------------------\n",
            " Total Profit: $ 193.46 \n",
            "-----------------------\n"
          ]
        }
      ],
      "source": [
        "state = getstate(diff_test, 0)\n",
        "total_profit = 0\n",
        "p_agent.inventory = OrderedDict()\n",
        "\n",
        "for stock in stocks:\n",
        "    p_agent.inventory[stock] = []\n",
        "l = len(diff_test[0])-1\n",
        "\n",
        "\n",
        "for t in range(l):\n",
        "    actions = p_agent.epsilon_greedy(state, eval = True)\n",
        "    # sit\n",
        "    next_state = getstate(diff_test, t+1)\n",
        "    reward = np.zeros((4,1))\n",
        "\n",
        "    print(\"Day: \", t+1)\n",
        "    for i in range(len(actions)):\n",
        "        action = actions[i]\n",
        "        stock = stocks[i]\n",
        "\n",
        "        if action == 0 and len(p_agent.inventory[stock]) > 0:\n",
        "            print(\"Stock: \", stock, \"Action: Hold: $\", true_test[i,t])\n",
        "\n",
        "        elif action == 1: # buy\n",
        "            p_agent.inventory[stock].append(true_test[i,t])\n",
        "            print(\"Stock: \", stock, \"Action: Buy: $\", true_test[i,t])\n",
        "\n",
        "        elif action == 2 and len(p_agent.inventory[stock]) > 0: # sell\n",
        "            bought_price = p_agent.inventory[stock].pop(0)\n",
        "            reward[i] = np.max(true_test[i,t] - bought_price, 0)\n",
        "            # print(reward)\n",
        "            total_profit += true_test[i,t] - bought_price\n",
        "            print(\"Stock: \",stock,\"Action: Sell: $\", (true_test[i,t]))\n",
        "\n",
        "    done = True if t == l - 1 else False\n",
        "    p_agent.store_transition(state, actions, reward, next_state, done)\n",
        "    state = next_state\n",
        "    if done:\n",
        "        print(\"-----------------------\")\n",
        "        print(\" Total Profit: $ {:.2f} \".format(total_profit))\n",
        "        print(\"-----------------------\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M5ot1JNyyOBs"
      },
      "source": [
        "# $\\textbf{DEMO}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "id": "aSASQy51yOBs",
        "outputId": "3d8fefc6-649a-4ccc-cd9f-a04b1c7bbd61"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"functional_9\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"functional_9\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_9 (\u001b[38;5;33mInputLayer\u001b[0m)           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m1\u001b[0m)                │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_19 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m64\u001b[0m)               │             \u001b[38;5;34m128\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_20 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m32\u001b[0m)               │           \u001b[38;5;34m2,080\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_21 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m3\u001b[0m)                │              \u001b[38;5;34m99\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ input_layer_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">InputLayer</span>)           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_19 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)               │             <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_20 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)               │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,080</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_21 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                     │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">3</span>)                │              <span style=\"color: #00af00; text-decoration-color: #00af00\">99</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m2,307\u001b[0m (9.01 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,307</span> (9.01 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m2,307\u001b[0m (9.01 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">2,307</span> (9.01 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "pfag = DQNAgent(len(stocks))\n",
        "pfag.model = load_model('models/dqn/AAPL_ABNB_ADBE_AMZN_.keras')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Cs4VqMggyOBt"
      },
      "source": [
        "### $\\textbf{FULL TEST SAMPLE}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gt1c_WjuyOBt",
        "outputId": "843b3854-57a5-4be6-c194-24c1b511e2dc"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Day:  1\n",
            "Stock:  ABNB Action: Buy: $ 87.88563537597656\n",
            "Stock:  AMZN Action: Buy: $ 165.56849670410156\n",
            "Day:  2\n",
            "Stock:  ABNB Action: Sell: $ 87.97003936767578\n",
            "Stock:  AMZN Action: Hold: $ 157.18699645996094\n",
            "Day:  3\n",
            "Stock:  AMZN Action: Hold: $ 151.75100708007812\n",
            "Day:  4\n",
            "Stock:  AMZN Action: Sell: $ 156.8695068359375\n",
            "Stock:  ADBE Action: Buy: $ 467.75\n",
            "Day:  5\n",
            "Stock:  ADBE Action: Hold: $ 462.5799865722656\n",
            "Day:  6\n",
            "Stock:  ABNB Action: Buy: $ 88.51141357421875\n",
            "Stock:  ADBE Action: Sell: $ 469.3399963378906\n",
            "Day:  7\n",
            "Stock:  ABNB Action: Sell: $ 88.59981536865234\n",
            "Day:  8\n",
            "Day:  9\n",
            "Day:  10\n",
            "Day:  11\n",
            "Day:  12\n",
            "Day:  13\n",
            "Day:  14\n",
            "Stock:  AMZN Action: Buy: $ 159.2534942626953\n",
            "Stock:  ADBE Action: Buy: $ 470.0799865722656\n",
            "Day:  15\n",
            "Stock:  ABNB Action: Buy: $ 89.24856567382812\n",
            "Stock:  AMZN Action: Sell: $ 159.76699829101562\n",
            "Stock:  ADBE Action: Sell: $ 477.0299987792969\n",
            "Day:  16\n",
            "Stock:  ABNB Action: Hold: $ 87.61943817138672\n",
            "Day:  17\n",
            "Stock:  ABNB Action: Sell: $ 89.66509246826172\n",
            "Stock:  AMZN Action: Buy: $ 161.00399780273438\n",
            "Day:  18\n",
            "Stock:  ABNB Action: Buy: $ 91.14389038085938\n",
            "Stock:  AMZN Action: Sell: $ 160.17649841308594\n",
            "Day:  19\n",
            "Stock:  ABNB Action: Sell: $ 90.98757934570312\n",
            "Stock:  ADBE Action: Buy: $ 484.2799987792969\n",
            "Day:  20\n",
            "Stock:  ADBE Action: Sell: $ 486.0\n",
            "Day:  21\n",
            "Day:  22\n",
            "Day:  23\n",
            "Day:  24\n",
            "Day:  25\n",
            "Day:  26\n",
            "Stock:  AMZN Action: Buy: $ 157.84849548339844\n",
            "Stock:  ADBE Action: Buy: $ 486.4200134277344\n",
            "Day:  27\n",
            "Stock:  AMZN Action: Sell: $ 158.25599670410156\n",
            "Stock:  ADBE Action: Hold: $ 482.6400146484375\n",
            "Day:  28\n",
            "Stock:  AMZN Action: Buy: $ 162.04800415039062\n",
            "Stock:  ADBE Action: Sell: $ 489.8999938964844\n",
            "Day:  29\n",
            "Stock:  AMZN Action: Sell: $ 161.8040008544922\n",
            "Day:  30\n",
            "Stock:  ADBE Action: Buy: $ 502.95001220703125\n",
            "Day:  31\n",
            "Stock:  ADBE Action: Hold: $ 498.3900146484375\n",
            "Day:  32\n",
            "Stock:  ADBE Action: Sell: $ 504.1700134277344\n",
            "Day:  33\n",
            "Day:  34\n",
            "Day:  35\n",
            "Stock:  AMZN Action: Buy: $ 164.197998046875\n",
            "Day:  36\n",
            "Stock:  AMZN Action: Sell: $ 166.10000610351562\n",
            "Day:  37\n",
            "Day:  38\n",
            "Day:  39\n",
            "Day:  40\n",
            "Day:  41\n",
            "Day:  42\n",
            "Stock:  ABNB Action: Buy: $ 88.61530303955078\n",
            "Stock:  ADBE Action: Buy: $ 477.739990234375\n",
            "Day:  43\n",
            "Stock:  ABNB Action: Sell: $ 89.7884521484375\n",
            "Stock:  ADBE Action: Sell: $ 485.1000061035156\n",
            "Day:  44\n",
            "Day:  45\n",
            "Day:  46\n",
            "Stock:  AMZN Action: Buy: $ 158.29449462890625\n",
            "Day:  47\n",
            "Stock:  AMZN Action: Hold: $ 156.37350463867188\n",
            "Day:  48\n",
            "Stock:  AMZN Action: Hold: $ 155.21249389648438\n",
            "Day:  49\n",
            "Stock:  ABNB Action: Buy: $ 89.1212158203125\n",
            "Stock:  AMZN Action: Hold: $ 156.03799438476562\n",
            "Day:  50\n",
            "Stock:  ABNB Action: Sell: $ 93.89573669433594\n",
            "Stock:  AMZN Action: Sell: $ 163.16900634765625\n",
            "Stock:  ADBE Action: Buy: $ 469.7300109863281\n",
            "Day:  51\n",
            "Stock:  ABNB Action: Buy: $ 94.09950256347656\n",
            "Stock:  AMZN Action: Buy: $ 165.34950256347656\n",
            "Stock:  ADBE Action: Sell: $ 472.0199890136719\n",
            "Day:  52\n",
            "Stock:  ABNB Action: Sell: $ 94.51951599121094\n",
            "Stock:  AMZN Action: Sell: $ 164.6114959716797\n",
            "Day:  53\n",
            "Stock:  ABNB Action: Buy: $ 94.60541534423828\n",
            "Day:  54\n",
            "Stock:  ABNB Action: Sell: $ 95.28813934326172\n",
            "Stock:  AMZN Action: Buy: $ 166.30650329589844\n",
            "Day:  55\n",
            "Stock:  AMZN Action: Hold: $ 161.62899780273438\n",
            "Day:  56\n",
            "Stock:  AMZN Action: Hold: $ 161.88099670410156\n",
            "Day:  57\n",
            "Stock:  AMZN Action: Hold: $ 160.30999755859375\n",
            "Day:  58\n",
            "Stock:  ABNB Action: Buy: $ 94.54499816894531\n",
            "Stock:  AMZN Action: Sell: $ 167.1439971923828\n",
            "Stock:  ADBE Action: Buy: $ 470.0\n",
            "Day:  59\n",
            "Stock:  ABNB Action: Sell: $ 95.84600067138672\n",
            "Stock:  AMZN Action: Buy: $ 169.0\n",
            "Stock:  ADBE Action: Sell: $ 484.92999267578125\n",
            "Day:  60\n",
            "Stock:  ABNB Action: Buy: $ 102.82598876953125\n",
            "Stock:  AMZN Action: Hold: $ 165.62649536132812\n",
            "Day:  61\n",
            "Stock:  ABNB Action: Sell: $ 102.56378936767578\n",
            "Stock:  AMZN Action: Hold: $ 166.5500030517578\n",
            "Day:  62\n",
            "Stock:  ABNB Action: Buy: $ 104.32176971435547\n",
            "Stock:  AMZN Action: Sell: $ 167.6074981689453\n",
            "Day:  63\n",
            "Stock:  ABNB Action: Sell: $ 104.10651397705078\n",
            "Day:  64\n",
            "Stock:  ABNB Action: Buy: $ 103.65054321289062\n",
            "Day:  65\n",
            "Stock:  ABNB Action: Sell: $ 104.20440673828125\n",
            "Day:  66\n",
            "Stock:  ABNB Action: Buy: $ 104.3177719116211\n",
            "Day:  67\n",
            "Stock:  ABNB Action: Sell: $ 104.63141632080078\n",
            "Day:  68\n",
            "Stock:  ABNB Action: Buy: $ 105.41402435302734\n",
            "Day:  69\n",
            "Stock:  ABNB Action: Sell: $ 105.80956268310547\n",
            "Stock:  AMZN Action: Buy: $ 165.4320068359375\n",
            "Day:  70\n",
            "Stock:  ABNB Action: Buy: $ 105.16979217529297\n",
            "Stock:  AMZN Action: Sell: $ 166.4114990234375\n",
            "Day:  71\n",
            "Stock:  ABNB Action: Sell: $ 104.32077026367188\n",
            "Day:  72\n",
            "Day:  73\n",
            "Day:  74\n",
            "Stock:  ABNB Action: Buy: $ 104.07106018066406\n",
            "Stock:  ADBE Action: Buy: $ 476.6199951171875\n",
            "Day:  75\n",
            "Stock:  ABNB Action: Hold: $ 100.68194580078125\n",
            "Stock:  ADBE Action: Hold: $ 459.1600036621094\n",
            "Day:  76\n",
            "Stock:  ABNB Action: Hold: $ 100.97960662841797\n",
            "Stock:  ADBE Action: Sell: $ 459.6700134277344\n",
            "Day:  77\n",
            "Stock:  ABNB Action: Sell: $ 103.36437225341797\n",
            "Stock:  ADBE Action: Buy: $ 469.57000732421875\n",
            "Day:  78\n",
            "Stock:  ADBE Action: Hold: $ 466.5899963378906\n",
            "Day:  79\n",
            "Stock:  ADBE Action: Hold: $ 448.45001220703125\n",
            "Day:  80\n",
            "Stock:  ADBE Action: Hold: $ 439.05999755859375\n",
            "Day:  81\n",
            "Stock:  ABNB Action: Buy: $ 104.7332992553711\n",
            "Stock:  ADBE Action: Hold: $ 440.8299865722656\n",
            "Day:  82\n",
            "Stock:  ABNB Action: Hold: $ 100.25993347167969\n",
            "Stock:  ADBE Action: Hold: $ 421.20001220703125\n",
            "Day:  83\n",
            "Stock:  ABNB Action: Hold: $ 101.90104675292969\n",
            "Stock:  AMZN Action: Buy: $ 153.1425018310547\n",
            "Stock:  ADBE Action: Sell: $ 439.17999267578125\n",
            "Day:  84\n",
            "Stock:  ABNB Action: Hold: $ 101.69278717041016\n",
            "Stock:  AMZN Action: Hold: $ 152.8820037841797\n",
            "Day:  85\n",
            "Stock:  ABNB Action: Sell: $ 104.90660095214844\n",
            "Stock:  AMZN Action: Sell: $ 155.67950439453125\n",
            "Stock:  ADBE Action: Buy: $ 451.05999755859375\n",
            "Day:  86\n",
            "Stock:  ADBE Action: Hold: $ 444.29998779296875\n",
            "Day:  87\n",
            "Stock:  ADBE Action: Sell: $ 447.5899963378906\n",
            "Day:  88\n",
            "Day:  89\n",
            "Stock:  AMZN Action: Buy: $ 156.7864990234375\n",
            "Day:  90\n",
            "Stock:  AMZN Action: Hold: $ 151.39950561523438\n",
            "Day:  91\n",
            "Stock:  AMZN Action: Hold: $ 153.7480010986328\n",
            "Day:  92\n",
            "Stock:  AMZN Action: Sell: $ 155.5435028076172\n",
            "Stock:  ADBE Action: Buy: $ 452.4100036621094\n",
            "Day:  93\n",
            "Stock:  AMZN Action: Buy: $ 156.875\n",
            "Stock:  ADBE Action: Sell: $ 460.20001220703125\n",
            "Day:  94\n",
            "Stock:  AMZN Action: Hold: $ 154.35350036621094\n",
            "Day:  95\n",
            "Stock:  AMZN Action: Hold: $ 152.31300354003906\n",
            "Day:  96\n",
            "Stock:  AMZN Action: Hold: $ 152.60150146484375\n",
            "Stock:  ADBE Action: Buy: $ 469.0899963378906\n",
            "Day:  97\n",
            "Stock:  AMZN Action: Sell: $ 153.7864990234375\n",
            "Stock:  ADBE Action: Sell: $ 469.32000732421875\n",
            "Day:  98\n",
            "Day:  99\n",
            "Stock:  ADBE Action: Buy: $ 475.3699951171875\n",
            "Day:  100\n",
            "Stock:  ABNB Action: Buy: $ 106.3669204711914\n",
            "Stock:  AMZN Action: Buy: $ 158.0500030517578\n",
            "Stock:  ADBE Action: Sell: $ 483.3399963378906\n",
            "Day:  101\n",
            "Stock:  ABNB Action: Sell: $ 110.82080841064453\n",
            "Stock:  AMZN Action: Sell: $ 161.3365020751953\n",
            "Stock:  ADBE Action: Buy: $ 491.6199951171875\n",
            "Day:  102\n",
            "Stock:  ABNB Action: Buy: $ 110.33636474609375\n",
            "Stock:  AMZN Action: Buy: $ 161.1909942626953\n",
            "Stock:  ADBE Action: Sell: $ 491.3399963378906\n",
            "Day:  103\n",
            "Stock:  ABNB Action: Sell: $ 111.82315826416016\n",
            "Stock:  AMZN Action: Sell: $ 163.96949768066406\n",
            "Day:  104\n",
            "Stock:  ABNB Action: Buy: $ 112.39250946044922\n",
            "Stock:  AMZN Action: Buy: $ 164.96499633789062\n",
            "Stock:  ADBE Action: Buy: $ 499.8399963378906\n",
            "Day:  105\n",
            "Stock:  ABNB Action: Sell: $ 113.40335083007812\n",
            "Stock:  AMZN Action: Sell: $ 168.61000061035156\n",
            "Stock:  ADBE Action: Sell: $ 504.0400085449219\n",
            "Day:  106\n",
            "Stock:  AMZN Action: Buy: $ 168.96949768066406\n",
            "Stock:  ADBE Action: Buy: $ 506.0299987792969\n",
            "Day:  107\n",
            "Stock:  ABNB Action: Buy: $ 112.59227752685547\n",
            "Stock:  AMZN Action: Sell: $ 170.0\n",
            "Stock:  ADBE Action: Sell: $ 514.8599853515625\n",
            "Day:  108\n",
            "Stock:  ABNB Action: Sell: $ 111.96699523925781\n",
            "Day:  109\n",
            "Stock:  ABNB Action: Buy: $ 114.13150787353516\n",
            "Stock:  ADBE Action: Buy: $ 523.25\n",
            "Day:  110\n",
            "Stock:  ABNB Action: Sell: $ 114.00665283203125\n",
            "Stock:  ADBE Action: Sell: $ 525.0800170898438\n",
            "Day:  111\n",
            "Stock:  ABNB Action: Buy: $ 114.35675048828125\n",
            "Day:  112\n",
            "Stock:  ABNB Action: Sell: $ 113.81986999511719\n",
            "Day:  113\n",
            "Day:  114\n",
            "Day:  115\n",
            "Stock:  ABNB Action: Buy: $ 114.86466979980469\n",
            "Stock:  ADBE Action: Buy: $ 515.8400268554688\n",
            "Day:  116\n",
            "Stock:  ABNB Action: Sell: $ 115.36409759521484\n",
            "Stock:  AMZN Action: Buy: $ 170.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 515.7000122070312\n",
            "Day:  117\n",
            "Stock:  AMZN Action: Sell: $ 170.8715057373047\n",
            "Day:  118\n",
            "Stock:  ABNB Action: Buy: $ 117.81678771972656\n",
            "Stock:  AMZN Action: Buy: $ 172.9250030517578\n",
            "Day:  119\n",
            "Stock:  ABNB Action: Sell: $ 119.50084686279297\n",
            "Stock:  AMZN Action: Sell: $ 173.5655059814453\n",
            "Day:  120\n",
            "Day:  121\n",
            "Day:  122\n",
            "Day:  123\n",
            "Day:  124\n",
            "Day:  125\n",
            "Stock:  ABNB Action: Buy: $ 117.46168518066406\n",
            "Day:  126\n",
            "Stock:  ABNB Action: Hold: $ 114.45613861083984\n",
            "Day:  127\n",
            "Stock:  ABNB Action: Hold: $ 113.37287902832031\n",
            "Day:  128\n",
            "Stock:  ABNB Action: Hold: $ 109.88638305664062\n",
            "Day:  129\n",
            "Stock:  ABNB Action: Hold: $ 111.32423400878906\n",
            "Day:  130\n",
            "Stock:  ABNB Action: Sell: $ 113.78840637207031\n",
            "Stock:  AMZN Action: Buy: $ 161.14500427246094\n",
            "Stock:  ADBE Action: Buy: $ 486.55999755859375\n",
            "Day:  131\n",
            "Stock:  AMZN Action: Sell: $ 163.51950073242188\n",
            "Stock:  ADBE Action: Hold: $ 482.739990234375\n",
            "Day:  132\n",
            "Stock:  ADBE Action: Hold: $ 480.6199951171875\n",
            "Day:  133\n",
            "Stock:  ADBE Action: Hold: $ 480.4700012207031\n",
            "Day:  134\n",
            "Stock:  ABNB Action: Buy: $ 115.21527099609375\n",
            "Stock:  ADBE Action: Sell: $ 491.6700134277344\n",
            "Day:  135\n",
            "Stock:  ABNB Action: Hold: $ 114.57499694824219\n",
            "Day:  136\n",
            "Stock:  ABNB Action: Sell: $ 117.91667175292969\n",
            "Day:  137\n",
            "Stock:  ABNB Action: Buy: $ 118.00806427001953\n",
            "Day:  138\n",
            "Stock:  ABNB Action: Sell: $ 118.87906646728516\n",
            "Day:  139\n",
            "Day:  140\n",
            "Day:  141\n",
            "Day:  142\n",
            "Day:  143\n",
            "Day:  144\n",
            "Stock:  ABNB Action: Buy: $ 119.54129791259766\n",
            "Stock:  ADBE Action: Buy: $ 504.5\n",
            "Day:  145\n",
            "Stock:  ABNB Action: Sell: $ 119.97730255126953\n",
            "Stock:  ADBE Action: Sell: $ 509.4700012207031\n",
            "Day:  146\n",
            "Stock:  AMZN Action: Buy: $ 163.20550537109375\n",
            "Day:  147\n",
            "Stock:  AMZN Action: Sell: $ 164.0574951171875\n",
            "Day:  148\n",
            "Stock:  ABNB Action: Buy: $ 121.6169204711914\n",
            "Stock:  AMZN Action: Buy: $ 167.4824981689453\n",
            "Stock:  ADBE Action: Buy: $ 535.52001953125\n",
            "Day:  149\n",
            "Stock:  ABNB Action: Sell: $ 121.3707046508789\n",
            "Stock:  AMZN Action: Sell: $ 167.3415069580078\n",
            "Stock:  ADBE Action: Sell: $ 541.260009765625\n",
            "Day:  150\n",
            "Stock:  AMZN Action: Buy: $ 169.19349670410156\n",
            "Stock:  ADBE Action: Buy: $ 556.9500122070312\n",
            "Day:  151\n",
            "Stock:  AMZN Action: Sell: $ 169.156494140625\n",
            "Stock:  ADBE Action: Hold: $ 548.4600219726562\n",
            "Day:  152\n",
            "Stock:  AMZN Action: Buy: $ 170.7624969482422\n",
            "Stock:  ADBE Action: Hold: $ 543.3300170898438\n",
            "Day:  153\n",
            "Stock:  AMZN Action: Sell: $ 174.46200561523438\n",
            "Stock:  ADBE Action: Sell: $ 551.3599853515625\n",
            "Day:  154\n",
            "Stock:  AMZN Action: Buy: $ 174.34500122070312\n",
            "Stock:  ADBE Action: Buy: $ 565.5900268554688\n",
            "Day:  155\n",
            "Stock:  AMZN Action: Hold: $ 172.697998046875\n",
            "Stock:  ADBE Action: Sell: $ 567.3499755859375\n",
            "Day:  156\n",
            "Stock:  AMZN Action: Sell: $ 175.27200317382812\n",
            "Stock:  ADBE Action: Buy: $ 575.739990234375\n",
            "Day:  157\n",
            "Stock:  ADBE Action: Sell: $ 574.22998046875\n",
            "Day:  158\n",
            "Day:  159\n",
            "Day:  160\n",
            "Stock:  ADBE Action: Buy: $ 588.7999877929688\n",
            "Day:  161\n",
            "Stock:  ADBE Action: Sell: $ 590.75\n",
            "Day:  162\n",
            "Day:  163\n",
            "Day:  164\n",
            "Stock:  ABNB Action: Buy: $ 125.11390686035156\n",
            "Stock:  AMZN Action: Buy: $ 175.5489959716797\n",
            "Stock:  ADBE Action: Buy: $ 593.0700073242188\n",
            "Day:  165\n",
            "Stock:  ABNB Action: Sell: $ 126.04534149169922\n",
            "Stock:  AMZN Action: Sell: $ 183.78700256347656\n",
            "Stock:  ADBE Action: Sell: $ 596.9000244140625\n",
            "Day:  166\n",
            "Stock:  AMZN Action: Buy: $ 184.82899475097656\n",
            "Stock:  ADBE Action: Buy: $ 605.77001953125\n",
            "Day:  167\n",
            "Stock:  AMZN Action: Sell: $ 186.57049560546875\n",
            "Stock:  ADBE Action: Sell: $ 605.9500122070312\n",
            "Day:  168\n",
            "Stock:  AMZN Action: Buy: $ 185.9669952392578\n",
            "Day:  169\n",
            "Stock:  ABNB Action: Buy: $ 126.82994079589844\n",
            "Stock:  AMZN Action: Sell: $ 185.92750549316406\n",
            "Day:  170\n",
            "Stock:  ABNB Action: Sell: $ 127.19551849365234\n",
            "Day:  171\n",
            "Day:  172\n",
            "Day:  173\n",
            "Day:  174\n",
            "Day:  175\n",
            "Day:  176\n",
            "Stock:  ABNB Action: Buy: $ 127.40278625488281\n",
            "Day:  177\n",
            "Stock:  ABNB Action: Sell: $ 128.27427673339844\n",
            "Stock:  AMZN Action: Buy: $ 181.90150451660156\n",
            "Stock:  ADBE Action: Buy: $ 623.6799926757812\n",
            "Day:  178\n",
            "Stock:  ABNB Action: Buy: $ 132.86251831054688\n",
            "Stock:  AMZN Action: Sell: $ 182.83200073242188\n",
            "Stock:  ADBE Action: Sell: $ 625.8699951171875\n",
            "Day:  179\n",
            "Stock:  ABNB Action: Sell: $ 133.88134765625\n",
            "Stock:  AMZN Action: Buy: $ 184.99099731445312\n",
            "Day:  180\n",
            "Stock:  AMZN Action: Hold: $ 181.3195037841797\n",
            "Day:  181\n",
            "Stock:  ABNB Action: Buy: $ 135.93797302246094\n",
            "Stock:  AMZN Action: Sell: $ 181.51600646972656\n",
            "Day:  182\n",
            "Stock:  ABNB Action: Sell: $ 135.62184143066406\n",
            "Day:  183\n",
            "Day:  184\n",
            "Day:  185\n",
            "Stock:  ABNB Action: Buy: $ 135.47451782226562\n",
            "Day:  186\n",
            "Stock:  ABNB Action: Sell: $ 134.97059631347656\n",
            "Day:  187\n",
            "Stock:  ABNB Action: Buy: $ 136.09530639648438\n",
            "Day:  188\n",
            "Stock:  ABNB Action: Sell: $ 135.5828857421875\n",
            "Day:  189\n",
            "Stock:  ABNB Action: Buy: $ 136.75604248046875\n",
            "Day:  190\n",
            "Stock:  ABNB Action: Sell: $ 136.65017700195312\n",
            "Day:  191\n",
            "Day:  192\n",
            "Day:  193\n",
            "Day:  194\n",
            "Day:  195\n",
            "Day:  196\n",
            "Day:  197\n",
            "Stock:  ADBE Action: Buy: $ 637.6599731445312\n",
            "Day:  198\n",
            "Stock:  ABNB Action: Buy: $ 137.27195739746094\n",
            "Stock:  ADBE Action: Sell: $ 647.3400268554688\n",
            "Day:  199\n",
            "Stock:  ABNB Action: Sell: $ 139.88096618652344\n",
            "Stock:  AMZN Action: Buy: $ 163.2935028076172\n",
            "Stock:  ADBE Action: Buy: $ 656.8599853515625\n",
            "Day:  200\n",
            "Stock:  ABNB Action: Buy: $ 141.0995635986328\n",
            "Stock:  AMZN Action: Sell: $ 165.28900146484375\n",
            "Stock:  ADBE Action: Hold: $ 657.239990234375\n",
            "Day:  201\n",
            "Stock:  ABNB Action: Sell: $ 141.91612243652344\n",
            "Stock:  ADBE Action: Hold: $ 656.7999877929688\n",
            "Day:  202\n",
            "Stock:  ADBE Action: Hold: $ 652.3900146484375\n",
            "Day:  203\n",
            "Stock:  ABNB Action: Buy: $ 143.8389129638672\n",
            "Stock:  AMZN Action: Buy: $ 167.48150634765625\n",
            "Stock:  ADBE Action: Sell: $ 658.52001953125\n",
            "Day:  204\n",
            "Stock:  ABNB Action: Sell: $ 144.42474365234375\n",
            "Stock:  AMZN Action: Sell: $ 171.07850646972656\n",
            "Day:  205\n",
            "Stock:  ABNB Action: Buy: $ 144.5316162109375\n",
            "Stock:  AMZN Action: Buy: $ 173.5395050048828\n",
            "Day:  206\n",
            "Stock:  ABNB Action: Sell: $ 145.0490264892578\n",
            "Stock:  AMZN Action: Sell: $ 173.9499969482422\n",
            "Day:  207\n",
            "Day:  208\n",
            "Day:  209\n",
            "Stock:  AMZN Action: Buy: $ 175.46449279785156\n",
            "Day:  210\n",
            "Stock:  AMZN Action: Sell: $ 176.27499389648438\n",
            "Day:  211\n",
            "Day:  212\n",
            "Day:  213\n",
            "Day:  214\n",
            "Day:  215\n",
            "Stock:  ABNB Action: Buy: $ 144.26393127441406\n",
            "Stock:  ADBE Action: Buy: $ 661.0800170898438\n",
            "Day:  216\n",
            "Stock:  ABNB Action: Hold: $ 143.44537353515625\n",
            "Stock:  ADBE Action: Hold: $ 665.1099853515625\n",
            "Day:  217\n",
            "Stock:  ABNB Action: Hold: $ 140.6385955810547\n",
            "Stock:  ADBE Action: Hold: $ 654.47998046875\n",
            "Day:  218\n",
            "Stock:  ABNB Action: Hold: $ 138.5604705810547\n",
            "Stock:  ADBE Action: Hold: $ 641.2899780273438\n",
            "Day:  219\n",
            "Stock:  ABNB Action: Hold: $ 138.87362670898438\n",
            "Stock:  ADBE Action: Sell: $ 645.8900146484375\n",
            "Day:  220\n",
            "Stock:  ABNB Action: Sell: $ 140.1226806640625\n",
            "Day:  221\n",
            "Stock:  AMZN Action: Buy: $ 170.8000030517578\n",
            "Stock:  ADBE Action: Buy: $ 630.8400268554688\n",
            "Day:  222\n",
            "Stock:  AMZN Action: Sell: $ 171.2760009765625\n",
            "Stock:  ADBE Action: Hold: $ 622.7100219726562\n",
            "Day:  223\n",
            "Stock:  ADBE Action: Hold: $ 603.6500244140625\n",
            "Day:  224\n",
            "Stock:  ADBE Action: Hold: $ 578.77001953125\n",
            "Day:  225\n",
            "Stock:  ADBE Action: Hold: $ 577.7000122070312\n",
            "Day:  226\n",
            "Stock:  ADBE Action: Hold: $ 575.719970703125\n",
            "Day:  227\n",
            "Stock:  ADBE Action: Hold: $ 577.469970703125\n",
            "Day:  228\n",
            "Stock:  ADBE Action: Hold: $ 558.489990234375\n",
            "Day:  229\n",
            "Stock:  ADBE Action: Sell: $ 566.7000122070312\n",
            "Day:  230\n",
            "Day:  231\n",
            "Stock:  AMZN Action: Buy: $ 165.1215057373047\n",
            "Stock:  ADBE Action: Buy: $ 578.9600219726562\n",
            "Day:  232\n",
            "Stock:  AMZN Action: Hold: $ 164.43099975585938\n",
            "Stock:  ADBE Action: Hold: $ 576.8599853515625\n",
            "Day:  233\n",
            "Stock:  AMZN Action: Hold: $ 162.31500244140625\n",
            "Stock:  ADBE Action: Hold: $ 573.0700073242188\n",
            "Day:  234\n",
            "Stock:  AMZN Action: Hold: $ 162.3665008544922\n",
            "Stock:  ADBE Action: Sell: $ 580.6900024414062\n",
            "Day:  235\n",
            "Stock:  AMZN Action: Sell: $ 164.21400451660156\n",
            "Stock:  ADBE Action: Buy: $ 591.1199951171875\n",
            "Day:  236\n",
            "Stock:  ABNB Action: Buy: $ 140.9891815185547\n",
            "Stock:  ADBE Action: Sell: $ 607.510009765625\n",
            "Day:  237\n",
            "Stock:  ABNB Action: Sell: $ 141.2059326171875\n",
            "Stock:  AMZN Action: Buy: $ 170.4510040283203\n",
            "Day:  238\n",
            "Stock:  AMZN Action: Sell: $ 172.33700561523438\n",
            "Stock:  ADBE Action: Buy: $ 622.8300170898438\n",
            "Day:  239\n",
            "Stock:  AMZN Action: Buy: $ 172.20750427246094\n",
            "Stock:  ADBE Action: Sell: $ 636.0700073242188\n",
            "Day:  240\n",
            "Stock:  AMZN Action: Hold: $ 170.7530059814453\n",
            "Day:  241\n",
            "Stock:  AMZN Action: Sell: $ 171.75050354003906\n",
            "Day:  242\n",
            "Stock:  ADBE Action: Buy: $ 643.5800170898438\n",
            "Day:  243\n",
            "Stock:  ADBE Action: Sell: $ 646.969970703125\n",
            "Day:  244\n",
            "Day:  245\n",
            "Stock:  ABNB Action: Buy: $ 146.0498809814453\n",
            "Day:  246\n",
            "Stock:  ABNB Action: Sell: $ 145.6818084716797\n",
            "Stock:  AMZN Action: Buy: $ 172.32850646972656\n",
            "Day:  247\n",
            "Stock:  ABNB Action: Buy: $ 147.87628173828125\n",
            "Stock:  AMZN Action: Hold: $ 168.6215057373047\n",
            "Stock:  ADBE Action: Buy: $ 650.3599853515625\n",
            "Day:  248\n",
            "Stock:  ABNB Action: Hold: $ 143.33248901367188\n",
            "Stock:  AMZN Action: Hold: $ 165.90550231933594\n",
            "Stock:  ADBE Action: Hold: $ 640.2000122070312\n",
            "Day:  249\n",
            "Stock:  ABNB Action: Sell: $ 145.26577758789062\n",
            "Stock:  AMZN Action: Hold: $ 165.6374969482422\n",
            "Stock:  ADBE Action: Sell: $ 640.4000244140625\n",
            "Day:  250\n",
            "Stock:  ABNB Action: Buy: $ 146.42994689941406\n",
            "Stock:  AMZN Action: Sell: $ 169.1999969482422\n",
            "Stock:  ADBE Action: Buy: $ 655.1799926757812\n",
            "Day:  251\n",
            "Stock:  ABNB Action: Sell: $ 148.0975341796875\n",
            "Stock:  AMZN Action: Buy: $ 173.85000610351562\n",
            "Stock:  ADBE Action: Sell: $ 674.0800170898438\n",
            "Day:  252\n",
            "Stock:  ABNB Action: Buy: $ 148.68136596679688\n",
            "Stock:  AMZN Action: Sell: $ 175.94949340820312\n",
            "Day:  253\n",
            "Stock:  ABNB Action: Sell: $ 148.8601531982422\n",
            "Day:  254\n",
            "Stock:  AMZN Action: Buy: $ 178.81149291992188\n",
            "Day:  255\n",
            "Stock:  AMZN Action: Hold: $ 174.1024932861328\n",
            "Day:  256\n",
            "Stock:  AMZN Action: Hold: $ 173.625\n",
            "Day:  257\n",
            "Stock:  ABNB Action: Buy: $ 148.50755310058594\n",
            "Stock:  AMZN Action: Sell: $ 176.25750732421875\n",
            "Stock:  ADBE Action: Buy: $ 657.5999755859375\n",
            "Day:  258\n",
            "Stock:  ABNB Action: Sell: $ 148.2818145751953\n",
            "Stock:  AMZN Action: Buy: $ 177.28399658203125\n",
            "Stock:  ADBE Action: Sell: $ 659.72998046875\n",
            "Day:  259\n",
            "Stock:  AMZN Action: Hold: $ 177.03500366210938\n",
            "Stock:  ADBE Action: Buy: $ 671.030029296875\n",
            "Day:  260\n",
            "Stock:  AMZN Action: Sell: $ 177.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 670.6699829101562\n",
            "Day:  261\n",
            "Stock:  AMZN Action: Buy: $ 184.80299377441406\n",
            "Day:  262\n",
            "Stock:  AMZN Action: Sell: $ 183.82850646972656\n",
            "Stock:  ADBE Action: Buy: $ 688.3699951171875\n",
            "Day:  263\n",
            "Stock:  ADBE Action: Hold: $ 673.5700073242188\n",
            "Day:  264\n",
            "Stock:  ADBE Action: Hold: $ 665.1599731445312\n",
            "Day:  265\n",
            "Stock:  ADBE Action: Sell: $ 668.3200073242188\n",
            "Day:  266\n",
            "Day:  267\n",
            "Stock:  ADBE Action: Buy: $ 687.489990234375\n",
            "Day:  268\n",
            "Stock:  ADBE Action: Hold: $ 669.8499755859375\n",
            "Day:  269\n",
            "Stock:  ADBE Action: Hold: $ 657.4099731445312\n",
            "Day:  270\n",
            "Stock:  ADBE Action: Sell: $ 671.8800048828125\n",
            "Day:  271\n",
            "Day:  272\n",
            "Day:  273\n",
            "Stock:  ABNB Action: Buy: $ 147.10067749023438\n",
            "Stock:  AMZN Action: Buy: $ 176.1645050048828\n",
            "Stock:  ADBE Action: Buy: $ 649.9600219726562\n",
            "Day:  274\n",
            "Stock:  ABNB Action: Sell: $ 148.01661682128906\n",
            "Stock:  AMZN Action: Sell: $ 176.1580047607422\n",
            "Stock:  ADBE Action: Sell: $ 653.0999755859375\n",
            "Day:  275\n",
            "Day:  276\n",
            "Stock:  ADBE Action: Buy: $ 654.4500122070312\n",
            "Day:  277\n",
            "Stock:  ADBE Action: Sell: $ 658.2999877929688\n",
            "Day:  278\n",
            "Day:  279\n",
            "Stock:  AMZN Action: Buy: $ 173.31500244140625\n",
            "Stock:  ADBE Action: Buy: $ 630.3300170898438\n",
            "Day:  280\n",
            "Stock:  AMZN Action: Hold: $ 168.87100219726562\n",
            "Stock:  ADBE Action: Hold: $ 566.0900268554688\n",
            "Day:  281\n",
            "Stock:  AMZN Action: Hold: $ 170.0175018310547\n",
            "Stock:  ADBE Action: Hold: $ 556.6400146484375\n",
            "Day:  282\n",
            "Stock:  AMZN Action: Hold: $ 167.07899475097656\n",
            "Stock:  ADBE Action: Hold: $ 549.77001953125\n",
            "Day:  283\n",
            "Stock:  AMZN Action: Sell: $ 170.41700744628906\n",
            "Stock:  ADBE Action: Sell: $ 557.52001953125\n",
            "Day:  284\n",
            "Stock:  ABNB Action: Buy: $ 146.2471466064453\n",
            "Stock:  AMZN Action: Buy: $ 171.03700256347656\n",
            "Stock:  ADBE Action: Buy: $ 563.97998046875\n",
            "Day:  285\n",
            "Stock:  ABNB Action: Sell: $ 146.74807739257812\n",
            "Stock:  AMZN Action: Sell: $ 171.06849670410156\n",
            "Stock:  ADBE Action: Sell: $ 569.6199951171875\n",
            "Day:  286\n",
            "Stock:  ADBE Action: Buy: $ 577.6799926757812\n",
            "Day:  287\n",
            "Stock:  ADBE Action: Hold: $ 569.3599853515625\n",
            "Day:  288\n",
            "Stock:  ADBE Action: Hold: $ 569.2899780273438\n",
            "Day:  289\n",
            "Stock:  ADBE Action: Sell: $ 570.530029296875\n",
            "Day:  290\n",
            "Day:  291\n",
            "Stock:  AMZN Action: Buy: $ 170.4044952392578\n",
            "Day:  292\n",
            "Stock:  AMZN Action: Hold: $ 167.52200317382812\n",
            "Day:  293\n",
            "Stock:  AMZN Action: Hold: $ 164.35699462890625\n",
            "Day:  294\n",
            "Stock:  AMZN Action: Hold: $ 163.25399780273438\n",
            "Day:  295\n",
            "Stock:  AMZN Action: Hold: $ 162.5540008544922\n",
            "Day:  296\n",
            "Stock:  AMZN Action: Hold: $ 161.48599243164062\n",
            "Stock:  ADBE Action: Buy: $ 525.8300170898438\n",
            "Day:  297\n",
            "Stock:  AMZN Action: Sell: $ 165.36199951171875\n",
            "Stock:  ADBE Action: Sell: $ 529.8900146484375\n",
            "Day:  298\n",
            "Stock:  ADBE Action: Buy: $ 532.3699951171875\n",
            "Day:  299\n",
            "Stock:  ADBE Action: Hold: $ 516.9000244140625\n",
            "Day:  300\n",
            "Stock:  ADBE Action: Sell: $ 520.5999755859375\n",
            "Day:  301\n",
            "Day:  302\n",
            "Stock:  ADBE Action: Buy: $ 516.5800170898438\n",
            "Day:  303\n",
            "Stock:  ADBE Action: Hold: $ 510.8500061035156\n",
            "Day:  304\n",
            "Stock:  ADBE Action: Hold: $ 499.9100036621094\n",
            "Day:  305\n",
            "Stock:  ADBE Action: Sell: $ 519.6599731445312\n",
            "Day:  306\n",
            "Day:  307\n",
            "Day:  308\n",
            "Day:  309\n",
            "Stock:  AAPL Action: Buy: $ 167.7692108154297\n",
            "Stock:  ADBE Action: Buy: $ 518.1599731445312\n",
            "Day:  310\n",
            "Stock:  AAPL Action: Hold: $ 172.15231323242188\n",
            "Stock:  AMZN Action: Buy: $ 149.57350158691406\n",
            "Stock:  ADBE Action: Sell: $ 534.2999877929688\n",
            "Day:  311\n",
            "Stock:  AAPL Action: Hold: $ 171.98484802246094\n",
            "Stock:  AMZN Action: Sell: $ 151.19349670410156\n",
            "Stock:  ADBE Action: Buy: $ 535.97998046875\n",
            "Day:  312\n",
            "Stock:  AAPL Action: Hold: $ 173.19635009765625\n",
            "Stock:  ABNB Action: Buy: $ 147.83033752441406\n",
            "Stock:  ADBE Action: Sell: $ 533.0900268554688\n",
            "Day:  313\n",
            "Stock:  AAPL Action: Hold: $ 170.30056762695312\n",
            "Stock:  ABNB Action: Hold: $ 142.92596435546875\n",
            "Day:  314\n",
            "Stock:  AAPL Action: Hold: $ 170.01455688476562\n",
            "Stock:  ABNB Action: Hold: $ 143.1287384033203\n",
            "Stock:  AMZN Action: Buy: $ 157.63949584960938\n",
            "Day:  315\n",
            "Stock:  AAPL Action: Hold: $ 169.29464721679688\n",
            "Stock:  ABNB Action: Hold: $ 139.0414276123047\n",
            "Stock:  AMZN Action: Sell: $ 157.9355010986328\n",
            "Day:  316\n",
            "Stock:  AAPL Action: Hold: $ 172.4209442138672\n",
            "Stock:  ABNB Action: Hold: $ 139.23919677734375\n",
            "Stock:  AMZN Action: Buy: $ 161.4134979248047\n",
            "Stock:  ADBE Action: Buy: $ 511.30999755859375\n",
            "Day:  317\n",
            "Stock:  AAPL Action: Hold: $ 173.85098266601562\n",
            "Stock:  ABNB Action: Sell: $ 141.42967224121094\n",
            "Stock:  AMZN Action: Sell: $ 161.1894989013672\n",
            "Stock:  ADBE Action: Sell: $ 521.75\n",
            "Day:  318\n",
            "Stock:  AAPL Action: Hold: $ 169.74827575683594\n",
            "Day:  319\n",
            "Stock:  AAPL Action: Hold: $ 166.31626892089844\n",
            "Day:  320\n",
            "Stock:  AAPL Action: Hold: $ 166.55296325683594\n",
            "Day:  321\n",
            "Stock:  AAPL Action: Hold: $ 170.4090576171875\n",
            "Stock:  ADBE Action: Buy: $ 479.5\n",
            "Day:  322\n",
            "Stock:  AAPL Action: Hold: $ 170.17237854003906\n",
            "Stock:  ADBE Action: Sell: $ 477.70001220703125\n",
            "Day:  323\n",
            "Stock:  AAPL Action: Hold: $ 166.55296325683594\n",
            "Day:  324\n",
            "Stock:  AAPL Action: Hold: $ 164.99472045898438\n",
            "Day:  325\n",
            "Stock:  AAPL Action: Hold: $ 162.05580139160156\n",
            "Day:  326\n",
            "Stock:  AAPL Action: Hold: $ 157.8643341064453\n",
            "Day:  327\n",
            "Stock:  AAPL Action: Hold: $ 160.49754333496094\n",
            "Stock:  ADBE Action: Buy: $ 463.82000732421875\n",
            "Day:  328\n",
            "Stock:  AAPL Action: Hold: $ 162.57846069335938\n",
            "Stock:  AMZN Action: Buy: $ 153.7884979248047\n",
            "Stock:  ADBE Action: Sell: $ 465.5400085449219\n",
            "Day:  329\n",
            "Stock:  AAPL Action: Hold: $ 162.8447265625\n",
            "Stock:  AMZN Action: Sell: $ 153.56300354003906\n",
            "Stock:  ADBE Action: Buy: $ 467.67999267578125\n",
            "Day:  330\n",
            "Stock:  AAPL Action: Hold: $ 160.95123291015625\n",
            "Stock:  ADBE Action: Sell: $ 466.67999267578125\n",
            "Day:  331\n",
            "Stock:  AAPL Action: Hold: $ 164.26490783691406\n",
            "Stock:  ADBE Action: Buy: $ 471.17999267578125\n",
            "Day:  332\n",
            "Stock:  AAPL Action: Hold: $ 163.93946838378906\n",
            "Stock:  ADBE Action: Hold: $ 459.0799865722656\n",
            "Day:  333\n",
            "Stock:  AAPL Action: Hold: $ 160.921630859375\n",
            "Stock:  ADBE Action: Hold: $ 452.1300048828125\n",
            "Day:  334\n",
            "Stock:  AAPL Action: Hold: $ 157.10494995117188\n",
            "Stock:  ADBE Action: Hold: $ 437.9700012207031\n",
            "Day:  335\n",
            "Stock:  AAPL Action: Hold: $ 155.2705841064453\n",
            "Stock:  ADBE Action: Hold: $ 431.5299987792969\n",
            "Day:  336\n",
            "Stock:  AAPL Action: Hold: $ 160.7046356201172\n",
            "Stock:  ABNB Action: Buy: $ 133.2670440673828\n",
            "Stock:  ADBE Action: Sell: $ 450.8699951171875\n",
            "Day:  337\n",
            "Stock:  AAPL Action: Hold: $ 156.335693359375\n",
            "Stock:  ABNB Action: Hold: $ 132.27769470214844\n",
            "Stock:  AMZN Action: Buy: $ 146.8175048828125\n",
            "Day:  338\n",
            "Stock:  AAPL Action: Hold: $ 152.59793090820312\n",
            "Stock:  ABNB Action: Hold: $ 129.72161865234375\n",
            "Stock:  AMZN Action: Hold: $ 145.52450561523438\n",
            "Day:  339\n",
            "Stock:  AAPL Action: Hold: $ 148.5445556640625\n",
            "Stock:  ABNB Action: Hold: $ 125.80661010742188\n",
            "Stock:  AMZN Action: Hold: $ 141.85299682617188\n",
            "Day:  340\n",
            "Stock:  AAPL Action: Hold: $ 152.9529266357422\n",
            "Stock:  ABNB Action: Hold: $ 129.0498809814453\n",
            "Stock:  AMZN Action: Sell: $ 147.3665008544922\n",
            "Stock:  ADBE Action: Buy: $ 421.6600036621094\n",
            "Day:  341\n",
            "Stock:  AAPL Action: Hold: $ 157.39096069335938\n",
            "Stock:  ABNB Action: Sell: $ 133.12771606445312\n",
            "Stock:  AMZN Action: Buy: $ 153.10400390625\n",
            "Stock:  ADBE Action: Sell: $ 442.3599853515625\n",
            "Day:  342\n",
            "Stock:  AAPL Action: Hold: $ 158.4067840576172\n",
            "Stock:  AMZN Action: Sell: $ 157.23899841308594\n",
            "Stock:  ADBE Action: Buy: $ 444.3599853515625\n",
            "Day:  343\n",
            "Stock:  AAPL Action: Hold: $ 161.72044372558594\n",
            "Stock:  ABNB Action: Buy: $ 135.96945190429688\n",
            "Stock:  AMZN Action: Buy: $ 161.25050354003906\n",
            "Stock:  ADBE Action: Sell: $ 453.3299865722656\n",
            "Day:  344\n",
            "Stock:  AAPL Action: Hold: $ 163.10118103027344\n",
            "Stock:  ABNB Action: Sell: $ 135.9454803466797\n",
            "Stock:  AMZN Action: Sell: $ 161.4915008544922\n",
            "Stock:  ADBE Action: Buy: $ 453.5899963378906\n",
            "Day:  345\n",
            "Stock:  AAPL Action: Hold: $ 166.49378967285156\n",
            "Stock:  ABNB Action: Buy: $ 139.70765686035156\n",
            "Stock:  AMZN Action: Buy: $ 164.88900756835938\n",
            "Stock:  ADBE Action: Sell: $ 466.45001220703125\n",
            "Day:  346\n",
            "Stock:  AAPL Action: Hold: $ 167.86460876464844\n",
            "Stock:  ABNB Action: Sell: $ 138.1169891357422\n",
            "Stock:  AMZN Action: Sell: $ 163.4080047607422\n",
            "Day:  347\n",
            "Stock:  AAPL Action: Hold: $ 171.67144775390625\n",
            "Stock:  ABNB Action: Buy: $ 141.4097137451172\n",
            "Stock:  ADBE Action: Buy: $ 432.1400146484375\n",
            "Day:  348\n",
            "Stock:  AAPL Action: Hold: $ 172.31246948242188\n",
            "Stock:  ABNB Action: Sell: $ 141.51058959960938\n",
            "Stock:  AMZN Action: Buy: $ 164.77349853515625\n",
            "Stock:  ADBE Action: Sell: $ 431.6199951171875\n",
            "Day:  349\n",
            "Stock:  AAPL Action: Hold: $ 173.1803436279297\n",
            "Stock:  AMZN Action: Sell: $ 168.99049377441406\n",
            "Stock:  ADBE Action: Buy: $ 450.010009765625\n",
            "Day:  350\n",
            "Stock:  AAPL Action: Hold: $ 176.4940643310547\n",
            "Stock:  AMZN Action: Buy: $ 169.31500244140625\n",
            "Stock:  ADBE Action: Sell: $ 466.3299865722656\n",
            "Day:  351\n",
            "Stock:  AAPL Action: Hold: $ 175.32044982910156\n",
            "Stock:  AMZN Action: Hold: $ 166.30099487304688\n",
            "Day:  352\n",
            "Stock:  AAPL Action: Hold: $ 172.2039794921875\n",
            "Stock:  AMZN Action: Hold: $ 162.99749755859375\n",
            "Day:  353\n",
            "Stock:  AAPL Action: Hold: $ 171.9081268310547\n",
            "Stock:  AMZN Action: Hold: $ 163.55999755859375\n",
            "Day:  354\n",
            "Stock:  AAPL Action: Hold: $ 175.98121643066406\n",
            "Stock:  ABNB Action: Buy: $ 142.80760192871094\n",
            "Stock:  AMZN Action: Sell: $ 168.34649658203125\n",
            "Stock:  ADBE Action: Buy: $ 468.80999755859375\n",
            "Day:  355\n",
            "Stock:  AAPL Action: Hold: $ 172.6477813720703\n",
            "Stock:  ABNB Action: Hold: $ 140.42984008789062\n",
            "Stock:  ADBE Action: Hold: $ 458.5799865722656\n",
            "Day:  356\n",
            "Stock:  AAPL Action: Hold: $ 169.46231079101562\n",
            "Stock:  ABNB Action: Hold: $ 136.39146423339844\n",
            "Stock:  ADBE Action: Hold: $ 444.3299865722656\n",
            "Day:  357\n",
            "Stock:  AAPL Action: Hold: $ 169.7680206298828\n",
            "Stock:  ABNB Action: Hold: $ 135.73272705078125\n",
            "Stock:  ADBE Action: Sell: $ 452.7200012207031\n",
            "Day:  358\n",
            "Stock:  AAPL Action: Hold: $ 167.74627685546875\n",
            "Stock:  ABNB Action: Hold: $ 133.13470458984375\n",
            "Day:  359\n",
            "Stock:  AAPL Action: Hold: $ 163.466064453125\n",
            "Stock:  ABNB Action: Hold: $ 128.6758270263672\n",
            "Day:  360\n",
            "Stock:  AAPL Action: Hold: $ 165.34974670410156\n",
            "Stock:  ABNB Action: Hold: $ 127.5680923461914\n",
            "Day:  361\n",
            "Stock:  AAPL Action: Hold: $ 168.05197143554688\n",
            "Stock:  ABNB Action: Hold: $ 129.74508666992188\n",
            "Day:  362\n",
            "Stock:  AAPL Action: Hold: $ 163.01242065429688\n",
            "Stock:  ABNB Action: Hold: $ 126.58472442626953\n",
            "Day:  363\n",
            "Stock:  AAPL Action: Hold: $ 162.79542541503906\n",
            "Stock:  ABNB Action: Hold: $ 127.53013610839844\n",
            "Day:  364\n",
            "Stock:  AAPL Action: Hold: $ 165.09332275390625\n",
            "Stock:  ABNB Action: Hold: $ 129.85997009277344\n",
            "Stock:  AMZN Action: Buy: $ 158.11549377441406\n",
            "Stock:  ADBE Action: Buy: $ 436.3999938964844\n",
            "Day:  365\n",
            "Stock:  AAPL Action: Hold: $ 164.9256591796875\n",
            "Stock:  ABNB Action: Hold: $ 127.8932113647461\n",
            "Stock:  AMZN Action: Hold: $ 153.9980010986328\n",
            "Stock:  ADBE Action: Sell: $ 428.1099853515625\n",
            "Day:  366\n",
            "Stock:  AAPL Action: Hold: $ 164.12686157226562\n",
            "Stock:  ABNB Action: Hold: $ 124.67141723632812\n",
            "Stock:  AMZN Action: Hold: $ 148.29600524902344\n",
            "Day:  367\n",
            "Stock:  AAPL Action: Hold: $ 159.56060791015625\n",
            "Stock:  ABNB Action: Hold: $ 119.49835205078125\n",
            "Stock:  AMZN Action: Hold: $ 144.35000610351562\n",
            "Day:  368\n",
            "Stock:  AAPL Action: Hold: $ 160.63560485839844\n",
            "Stock:  ABNB Action: Hold: $ 122.93290710449219\n",
            "Stock:  AMZN Action: Hold: $ 146.07400512695312\n",
            "Day:  369\n",
            "Stock:  AAPL Action: Hold: $ 154.639404296875\n",
            "Stock:  ABNB Action: Hold: $ 118.51398468017578\n",
            "Stock:  AMZN Action: Hold: $ 139.39100646972656\n",
            "Day:  370\n",
            "Stock:  AAPL Action: Hold: $ 154.41258239746094\n",
            "Stock:  ABNB Action: Hold: $ 114.1634750366211\n",
            "Stock:  AMZN Action: Hold: $ 138.16700744628906\n",
            "Day:  371\n",
            "Stock:  AAPL Action: Hold: $ 161.38514709472656\n",
            "Stock:  ABNB Action: Hold: $ 118.38662719726562\n",
            "Stock:  AMZN Action: Sell: $ 144.59649658203125\n",
            "Stock:  ADBE Action: Buy: $ 410.5299987792969\n",
            "Day:  372\n",
            "Stock:  AAPL Action: Hold: $ 155.47767639160156\n",
            "Stock:  ABNB Action: Hold: $ 113.97868347167969\n",
            "Stock:  ADBE Action: Hold: $ 395.95001220703125\n",
            "Day:  373\n",
            "Stock:  AAPL Action: Hold: $ 155.78343200683594\n",
            "Stock:  ABNB Action: Hold: $ 116.44934844970703\n",
            "Stock:  ADBE Action: Sell: $ 407.2900085449219\n",
            "Day:  374\n",
            "Stock:  AAPL Action: Hold: $ 157.28245544433594\n",
            "Stock:  ABNB Action: Hold: $ 117.19949340820312\n",
            "Day:  375\n",
            "Stock:  AAPL Action: Sell: $ 163.7323455810547\n",
            "Stock:  ABNB Action: Sell: $ 122.12084197998047\n",
            "Stock:  ADBE Action: Buy: $ 423.3500061035156\n",
            "Day:  376\n",
            "Stock:  ADBE Action: Hold: $ 400.510009765625\n",
            "Day:  377\n",
            "Stock:  ADBE Action: Hold: $ 391.010009765625\n",
            "Day:  378\n",
            "Stock:  ADBE Action: Hold: $ 376.9100036621094\n",
            "Day:  379\n",
            "Stock:  ADBE Action: Sell: $ 393.0299987792969\n",
            "Day:  380\n",
            "Day:  381\n",
            "Day:  382\n",
            "Stock:  ADBE Action: Buy: $ 405.45001220703125\n",
            "Day:  383\n",
            "Stock:  ADBE Action: Sell: $ 402.8599853515625\n",
            "Day:  384\n",
            "Stock:  ADBE Action: Buy: $ 409.6499938964844\n",
            "Day:  385\n",
            "Stock:  ADBE Action: Hold: $ 397.8800048828125\n",
            "Day:  386\n",
            "Stock:  ADBE Action: Hold: $ 394.3800048828125\n",
            "Day:  387\n",
            "Stock:  ADBE Action: Sell: $ 399.0899963378906\n",
            "Day:  388\n",
            "Stock:  ADBE Action: Buy: $ 406.760009765625\n",
            "Day:  389\n",
            "Stock:  ADBE Action: Hold: $ 398.4100036621094\n",
            "Day:  390\n",
            "Stock:  ADBE Action: Sell: $ 402.5\n",
            "Day:  391\n",
            "Stock:  ADBE Action: Buy: $ 408.6000061035156\n",
            "Day:  392\n",
            "Stock:  AMZN Action: Buy: $ 115.14649963378906\n",
            "Stock:  ADBE Action: Sell: $ 428.2200012207031\n",
            "Day:  393\n",
            "Stock:  AMZN Action: Sell: $ 120.20950317382812\n",
            "Day:  394\n",
            "Stock:  AMZN Action: Buy: $ 121.68399810791016\n",
            "Day:  395\n",
            "Stock:  AMZN Action: Sell: $ 125.51100158691406\n",
            "Stock:  ADBE Action: Buy: $ 441.2799987792969\n",
            "Day:  396\n",
            "Stock:  ADBE Action: Sell: $ 429.760009765625\n",
            "Day:  397\n",
            "Day:  398\n",
            "Day:  399\n",
            "Day:  400\n",
            "Day:  401\n",
            "Day:  402\n",
            "Day:  403\n",
            "Day:  404\n",
            "Day:  405\n",
            "Day:  406\n",
            "Day:  407\n",
            "Stock:  ADBE Action: Buy: $ 362.989990234375\n",
            "Day:  408\n",
            "Stock:  ADBE Action: Sell: $ 365.3299865722656\n",
            "Day:  409\n",
            "Stock:  AMZN Action: Buy: $ 112.44000244140625\n",
            "Stock:  ADBE Action: Buy: $ 376.6400146484375\n",
            "Day:  410\n",
            "Stock:  ABNB Action: Buy: $ 117.83975219726562\n",
            "Stock:  AMZN Action: Sell: $ 116.45999908447266\n",
            "Stock:  ADBE Action: Sell: $ 387.7200012207031\n",
            "Day:  411\n",
            "Stock:  ABNB Action: Hold: $ 115.70071411132812\n",
            "Day:  412\n",
            "Stock:  ABNB Action: Hold: $ 111.87909698486328\n",
            "Day:  413\n",
            "Stock:  ABNB Action: Hold: $ 111.57344818115234\n",
            "Day:  414\n",
            "Stock:  ABNB Action: Hold: $ 108.83808135986328\n",
            "Day:  415\n",
            "Stock:  ABNB Action: Hold: $ 108.61284637451172\n",
            "Day:  416\n",
            "Stock:  ABNB Action: Sell: $ 113.1331558227539\n",
            "Stock:  AMZN Action: Buy: $ 113.5\n",
            "Stock:  ADBE Action: Buy: $ 376.489990234375\n",
            "Day:  417\n",
            "Stock:  AMZN Action: Sell: $ 114.33000183105469\n",
            "Stock:  ADBE Action: Sell: $ 382.8299865722656\n",
            "Day:  418\n",
            "Stock:  ABNB Action: Buy: $ 118.6468276977539\n",
            "Stock:  AMZN Action: Buy: $ 116.33000183105469\n",
            "Stock:  ADBE Action: Buy: $ 390.8900146484375\n",
            "Day:  419\n",
            "Stock:  ABNB Action: Sell: $ 119.2166748046875\n",
            "Stock:  AMZN Action: Sell: $ 115.54000091552734\n",
            "Stock:  ADBE Action: Sell: $ 389.44000244140625\n",
            "Day:  420\n",
            "Day:  421\n",
            "Day:  422\n",
            "Day:  423\n",
            "Day:  424\n",
            "Stock:  ADBE Action: Buy: $ 379.8599853515625\n",
            "Day:  425\n",
            "Stock:  ADBE Action: Hold: $ 375.2300109863281\n",
            "Day:  426\n",
            "Stock:  AMZN Action: Buy: $ 118.20999908447266\n",
            "Stock:  ADBE Action: Sell: $ 387.8299865722656\n",
            "Day:  427\n",
            "Stock:  AMZN Action: Sell: $ 122.7699966430664\n",
            "Stock:  ADBE Action: Buy: $ 401.489990234375\n",
            "Day:  428\n",
            "Stock:  AMZN Action: Buy: $ 124.62999725341797\n",
            "Stock:  ADBE Action: Sell: $ 408.9100036621094\n",
            "Day:  429\n",
            "Stock:  AMZN Action: Sell: $ 122.41999816894531\n",
            "Day:  430\n",
            "Day:  431\n",
            "Day:  432\n",
            "Stock:  ABNB Action: Buy: $ 112.93038940429688\n",
            "Stock:  ADBE Action: Buy: $ 392.7799987792969\n",
            "Day:  433\n",
            "Stock:  ABNB Action: Sell: $ 114.08906555175781\n",
            "Stock:  AMZN Action: Buy: $ 122.27999877929688\n",
            "Stock:  ADBE Action: Sell: $ 403.5\n",
            "Day:  434\n",
            "Stock:  ABNB Action: Buy: $ 116.18665313720703\n",
            "Stock:  AMZN Action: Sell: $ 134.9499969482422\n",
            "Stock:  ADBE Action: Buy: $ 410.1199951171875\n",
            "Day:  435\n",
            "Stock:  ABNB Action: Hold: $ 114.72832489013672\n",
            "Stock:  AMZN Action: Buy: $ 135.38999938964844\n",
            "Stock:  ADBE Action: Sell: $ 411.0899963378906\n",
            "Day:  436\n",
            "Stock:  ABNB Action: Hold: $ 114.99801635742188\n",
            "Stock:  AMZN Action: Sell: $ 134.16000366210938\n",
            "Day:  437\n",
            "Stock:  ABNB Action: Sell: $ 117.94464111328125\n",
            "Stock:  AMZN Action: Buy: $ 139.52000427246094\n",
            "Stock:  ADBE Action: Buy: $ 424.5400085449219\n",
            "Day:  438\n",
            "Stock:  AMZN Action: Sell: $ 142.57000732421875\n",
            "Stock:  ADBE Action: Sell: $ 430.5899963378906\n",
            "Day:  439\n",
            "Stock:  AMZN Action: Buy: $ 140.8000030517578\n",
            "Stock:  ADBE Action: Buy: $ 433.42999267578125\n",
            "Day:  440\n",
            "Stock:  AMZN Action: Sell: $ 139.41000366210938\n",
            "Stock:  ADBE Action: Sell: $ 434.3399963378906\n",
            "Day:  441\n",
            "Day:  442\n",
            "Stock:  AMZN Action: Buy: $ 142.69000244140625\n",
            "Stock:  ADBE Action: Buy: $ 438.3999938964844\n",
            "Day:  443\n",
            "Stock:  AMZN Action: Sell: $ 140.63999938964844\n",
            "Stock:  ADBE Action: Hold: $ 434.8900146484375\n",
            "Day:  444\n",
            "Stock:  AMZN Action: Buy: $ 143.5500030517578\n",
            "Stock:  ADBE Action: Sell: $ 445.6700134277344\n",
            "Day:  445\n",
            "Stock:  AMZN Action: Sell: $ 143.17999267578125\n",
            "Stock:  ADBE Action: Buy: $ 451.0199890136719\n",
            "Day:  446\n",
            "Stock:  AMZN Action: Buy: $ 144.77999877929688\n",
            "Stock:  ADBE Action: Sell: $ 447.55999755859375\n",
            "Day:  447\n",
            "Stock:  AMZN Action: Hold: $ 142.10000610351562\n",
            "Day:  448\n",
            "Stock:  AMZN Action: Sell: $ 142.3000030517578\n",
            "Day:  449\n",
            "Day:  450\n",
            "Day:  451\n",
            "Day:  452\n",
            "Day:  453\n",
            "Stock:  AMZN Action: Buy: $ 137.27999877929688\n",
            "Day:  454\n",
            "Stock:  AMZN Action: Hold: $ 130.75\n",
            "Day:  455\n",
            "Stock:  AMZN Action: Hold: $ 129.7899932861328\n",
            "Day:  456\n",
            "Stock:  AMZN Action: Hold: $ 128.72999572753906\n",
            "Day:  457\n",
            "Stock:  AMZN Action: Hold: $ 126.7699966430664\n",
            "Day:  458\n",
            "Stock:  AMZN Action: Hold: $ 127.81999969482422\n",
            "Day:  459\n",
            "Stock:  AMZN Action: Hold: $ 127.51000213623047\n",
            "Day:  460\n",
            "Stock:  AMZN Action: Hold: $ 126.11000061035156\n",
            "Day:  461\n",
            "Stock:  AMZN Action: Sell: $ 129.47999572753906\n",
            "Stock:  ADBE Action: Buy: $ 379.7200012207031\n",
            "Day:  462\n",
            "Stock:  ADBE Action: Sell: $ 383.6300048828125\n",
            "Day:  463\n",
            "Stock:  AMZN Action: Buy: $ 133.27000427246094\n",
            "Stock:  ADBE Action: Buy: $ 394.7799987792969\n",
            "Day:  464\n",
            "Stock:  AMZN Action: Sell: $ 136.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 396.3599853515625\n",
            "Day:  465\n",
            "Day:  466\n",
            "Day:  467\n",
            "Day:  468\n",
            "Day:  469\n",
            "Day:  470\n",
            "Day:  471\n",
            "Day:  472\n",
            "Day:  473\n",
            "Day:  474\n",
            "Day:  475\n",
            "Day:  476\n",
            "Day:  477\n",
            "Day:  478\n",
            "Day:  479\n",
            "Stock:  ADBE Action: Buy: $ 285.239990234375\n",
            "Day:  480\n",
            "Stock:  AMZN Action: Buy: $ 121.08999633789062\n",
            "Stock:  ADBE Action: Sell: $ 294.9700012207031\n",
            "Day:  481\n",
            "Stock:  AMZN Action: Sell: $ 120.94999694824219\n",
            "Day:  482\n",
            "Day:  483\n",
            "Day:  484\n",
            "Day:  485\n",
            "Day:  486\n",
            "Day:  487\n",
            "Stock:  ADBE Action: Buy: $ 294.739990234375\n",
            "Day:  488\n",
            "Stock:  ADBE Action: Hold: $ 287.94000244140625\n",
            "Day:  489\n",
            "Stock:  ADBE Action: Sell: $ 293.5\n",
            "Day:  490\n",
            "Stock:  AMZN Action: Buy: $ 116.36000061035156\n",
            "Day:  491\n",
            "Stock:  AMZN Action: Hold: $ 115.06999969482422\n",
            "Day:  492\n",
            "Stock:  AMZN Action: Hold: $ 115.25\n",
            "Day:  493\n",
            "Stock:  AMZN Action: Sell: $ 119.31999969482422\n",
            "Day:  494\n",
            "Stock:  AMZN Action: Buy: $ 119.81999969482422\n",
            "Stock:  ADBE Action: Buy: $ 316.2200012207031\n",
            "Day:  495\n",
            "Stock:  AMZN Action: Sell: $ 120.5999984741211\n",
            "Stock:  ADBE Action: Sell: $ 323.7900085449219\n",
            "Day:  496\n",
            "Day:  497\n",
            "Day:  498\n",
            "Stock:  AAPL Action: Buy: $ 154.03334045410156\n",
            "Day:  499\n",
            "Stock:  AAPL Action: Hold: $ 151.65963745117188\n",
            "Day:  500\n",
            "Stock:  AAPL Action: Hold: $ 148.99908447265625\n",
            "Day:  501\n",
            "Stock:  AAPL Action: Hold: $ 143.44068908691406\n",
            "Day:  502\n",
            "Stock:  AAPL Action: Hold: $ 137.3581085205078\n",
            "Day:  503\n",
            "Stock:  AAPL Action: Hold: $ 137.09060668945312\n",
            "Day:  504\n",
            "Stock:  AAPL Action: Hold: $ 137.62559509277344\n",
            "Stock:  ADBE Action: Buy: $ 299.5400085449219\n",
            "Day:  505\n",
            "Stock:  AAPL Action: Hold: $ 138.20018005371094\n",
            "Stock:  ADBE Action: Sell: $ 302.1700134277344\n",
            "Day:  506\n",
            "Stock:  AAPL Action: Hold: $ 133.61331176757812\n",
            "Day:  507\n",
            "Stock:  AAPL Action: Sell: $ 145.50149536132812\n",
            "Stock:  AMZN Action: Buy: $ 96.62999725341797\n",
            "Stock:  ADBE Action: Buy: $ 329.95001220703125\n",
            "Day:  508\n",
            "Stock:  ABNB Action: Buy: $ 96.29948425292969\n",
            "Stock:  AMZN Action: Sell: $ 100.79000091552734\n",
            "Stock:  ADBE Action: Sell: $ 341.1499938964844\n",
            "Day:  509\n",
            "Stock:  ABNB Action: Hold: $ 95.59028625488281\n",
            "Day:  510\n",
            "Stock:  ABNB Action: Sell: $ 98.32715606689453\n",
            "Day:  511\n",
            "Day:  512\n",
            "Day:  513\n",
            "Day:  514\n",
            "Day:  515\n",
            "Day:  516\n",
            "Day:  517\n",
            "Day:  518\n",
            "Day:  519\n",
            "Day:  520\n",
            "Stock:  ABNB Action: Buy: $ 100.87422180175781\n",
            "Stock:  ADBE Action: Buy: $ 344.92999267578125\n",
            "Day:  521\n",
            "Stock:  ABNB Action: Sell: $ 100.87422180175781\n",
            "Stock:  ADBE Action: Sell: $ 344.1099853515625\n",
            "Day:  522\n",
            "Day:  523\n",
            "Day:  524\n",
            "Day:  525\n",
            "Day:  526\n",
            "Day:  527\n",
            "Day:  528\n",
            "Day:  529\n",
            "Day:  530\n",
            "Day:  531\n",
            "Day:  532\n",
            "Stock:  ADBE Action: Buy: $ 338.5400085449219\n",
            "Day:  533\n",
            "Stock:  ADBE Action: Hold: $ 328.760009765625\n",
            "Day:  534\n",
            "Stock:  ADBE Action: Sell: $ 338.2200012207031\n",
            "Day:  535\n",
            "Day:  536\n",
            "Day:  537\n",
            "Day:  538\n",
            "Day:  539\n",
            "Day:  540\n",
            "Day:  541\n",
            "Day:  542\n",
            "Day:  543\n",
            "Day:  544\n",
            "Day:  545\n",
            "Day:  546\n",
            "Stock:  ADBE Action: Buy: $ 341.9800109863281\n",
            "Day:  547\n",
            "Stock:  AMZN Action: Buy: $ 89.87000274658203\n",
            "Stock:  ADBE Action: Hold: $ 338.70001220703125\n",
            "Day:  548\n",
            "Stock:  AMZN Action: Sell: $ 95.08999633789062\n",
            "Stock:  ADBE Action: Sell: $ 342.92999267578125\n",
            "Day:  549\n",
            "Stock:  AMZN Action: Buy: $ 95.2699966430664\n",
            "Day:  550\n",
            "Stock:  AMZN Action: Sell: $ 98.12000274658203\n",
            "Day:  551\n",
            "Day:  552\n",
            "Day:  553\n",
            "Day:  554\n",
            "Stock:  ABNB Action: Buy: $ 97.90763092041016\n",
            "Stock:  AMZN Action: Buy: $ 97.25\n",
            "Stock:  ADBE Action: Buy: $ 356.3800048828125\n",
            "Day:  555\n",
            "Stock:  ABNB Action: Sell: $ 99.67560577392578\n",
            "Stock:  AMZN Action: Sell: $ 97.5199966430664\n",
            "Stock:  ADBE Action: Sell: $ 364.9800109863281\n",
            "Day:  556\n",
            "Day:  557\n",
            "Day:  558\n",
            "Stock:  AMZN Action: Buy: $ 99.22000122070312\n",
            "Stock:  ADBE Action: Buy: $ 365.82000732421875\n",
            "Day:  559\n",
            "Stock:  ABNB Action: Buy: $ 99.25608825683594\n",
            "Stock:  AMZN Action: Sell: $ 102.23999786376953\n",
            "Stock:  ADBE Action: Sell: $ 370.7099914550781\n",
            "Day:  560\n",
            "Stock:  ABNB Action: Hold: $ 96.82887268066406\n",
            "Stock:  AMZN Action: Buy: $ 100.55000305175781\n",
            "Day:  561\n",
            "Stock:  ABNB Action: Sell: $ 98.72669219970703\n",
            "Stock:  AMZN Action: Sell: $ 103.12999725341797\n",
            "Day:  562\n",
            "Stock:  ABNB Action: Buy: $ 100.31487274169922\n",
            "Stock:  AMZN Action: Buy: $ 105.1500015258789\n",
            "Stock:  ADBE Action: Buy: $ 383.9200134277344\n",
            "Day:  563\n",
            "Stock:  ABNB Action: Sell: $ 107.61648559570312\n",
            "Stock:  AMZN Action: Sell: $ 112.91000366210938\n",
            "Stock:  ADBE Action: Sell: $ 392.2300109863281\n",
            "Day:  564\n",
            "Stock:  ABNB Action: Buy: $ 104.65988159179688\n",
            "Day:  565\n",
            "Stock:  ABNB Action: Hold: $ 102.78203582763672\n",
            "Day:  566\n",
            "Stock:  ABNB Action: Sell: $ 107.5166015625\n",
            "Stock:  ADBE Action: Buy: $ 383.82000732421875\n",
            "Day:  567\n",
            "Stock:  ADBE Action: Hold: $ 378.3599853515625\n",
            "Day:  568\n",
            "Stock:  ADBE Action: Hold: $ 375.80999755859375\n",
            "Day:  569\n",
            "Stock:  ADBE Action: Hold: $ 370.989990234375\n",
            "Day:  570\n",
            "Stock:  ADBE Action: Sell: $ 375.0\n",
            "Day:  571\n",
            "Day:  572\n",
            "Stock:  AMZN Action: Buy: $ 101.16000366210938\n",
            "Day:  573\n",
            "Stock:  AMZN Action: Hold: $ 98.1500015258789\n",
            "Day:  574\n",
            "Stock:  AMZN Action: Hold: $ 97.19999694824219\n",
            "Day:  575\n",
            "Stock:  AMZN Action: Hold: $ 94.58000183105469\n",
            "Day:  576\n",
            "Stock:  AMZN Action: Hold: $ 95.79000091552734\n",
            "Day:  577\n",
            "Stock:  AMZN Action: Hold: $ 95.81999969482422\n",
            "Day:  578\n",
            "Stock:  AMZN Action: Hold: $ 93.5\n",
            "Day:  579\n",
            "Stock:  AMZN Action: Hold: $ 93.76000213623047\n",
            "Day:  580\n",
            "Stock:  AMZN Action: Hold: $ 94.2300033569336\n",
            "Day:  581\n",
            "Stock:  AMZN Action: Hold: $ 92.16999816894531\n",
            "Day:  582\n",
            "Stock:  AMZN Action: Hold: $ 92.12999725341797\n",
            "Stock:  ADBE Action: Buy: $ 333.5\n",
            "Day:  583\n",
            "Stock:  AMZN Action: Sell: $ 94.9000015258789\n",
            "Stock:  ADBE Action: Sell: $ 344.0400085449219\n",
            "Day:  584\n",
            "Day:  585\n",
            "Day:  586\n",
            "Day:  587\n",
            "Day:  588\n",
            "Day:  589\n",
            "Day:  590\n",
            "Stock:  AMZN Action: Buy: $ 94.87999725341797\n",
            "Day:  591\n",
            "Stock:  AMZN Action: Sell: $ 96.19999694824219\n",
            "Day:  592\n",
            "Stock:  ABNB Action: Buy: $ 100.20499420166016\n",
            "Stock:  AMZN Action: Buy: $ 100.04000091552734\n",
            "Stock:  ADBE Action: Buy: $ 353.2900085449219\n",
            "Day:  593\n",
            "Stock:  ABNB Action: Sell: $ 101.50350952148438\n",
            "Stock:  AMZN Action: Sell: $ 98.94999694824219\n",
            "Stock:  ADBE Action: Sell: $ 358.1400146484375\n",
            "Day:  594\n",
            "Stock:  ABNB Action: Buy: $ 101.10396575927734\n",
            "Day:  595\n",
            "Stock:  ABNB Action: Sell: $ 104.79972076416016\n",
            "Stock:  AMZN Action: Buy: $ 100.61000061035156\n",
            "Stock:  ADBE Action: Buy: $ 374.2200012207031\n",
            "Day:  596\n",
            "Stock:  ABNB Action: Buy: $ 103.25150299072266\n",
            "Stock:  AMZN Action: Sell: $ 98.69999694824219\n",
            "Stock:  ADBE Action: Hold: $ 361.7099914550781\n",
            "Day:  597\n",
            "Stock:  ABNB Action: Sell: $ 105.47894287109375\n",
            "Stock:  ADBE Action: Sell: $ 369.0\n",
            "Day:  598\n",
            "Stock:  ABNB Action: Buy: $ 105.31912994384766\n",
            "Day:  599\n",
            "Stock:  ABNB Action: Hold: $ 102.34254455566406\n",
            "Day:  600\n",
            "Stock:  ABNB Action: Hold: $ 100.91417694091797\n",
            "Day:  601\n",
            "Stock:  ABNB Action: Hold: $ 101.27376556396484\n",
            "Stock:  AMZN Action: Buy: $ 100.25\n",
            "Day:  602\n",
            "Stock:  ABNB Action: Hold: $ 100.77433776855469\n",
            "Stock:  AMZN Action: Sell: $ 102.0\n",
            "Day:  603\n",
            "Stock:  ABNB Action: Sell: $ 103.61109161376953\n",
            "Stock:  AMZN Action: Buy: $ 103.29000091552734\n",
            "Day:  604\n",
            "Stock:  AMZN Action: Sell: $ 102.41000366210938\n",
            "Day:  605\n",
            "Stock:  AMZN Action: Buy: $ 103.94999694824219\n",
            "Day:  606\n",
            "Stock:  AMZN Action: Hold: $ 101.0999984741211\n",
            "Day:  607\n",
            "Stock:  ABNB Action: Buy: $ 108.29570770263672\n",
            "Stock:  AMZN Action: Sell: $ 102.05999755859375\n",
            "Day:  608\n",
            "Stock:  ABNB Action: Sell: $ 106.31798553466797\n",
            "Day:  609\n",
            "Day:  610\n",
            "Day:  611\n",
            "Stock:  ABNB Action: Buy: $ 107.30684661865234\n",
            "Stock:  AMZN Action: Buy: $ 102.4000015258789\n",
            "Day:  612\n",
            "Stock:  ABNB Action: Sell: $ 108.74519348144531\n",
            "Stock:  AMZN Action: Sell: $ 102.51000213623047\n",
            "Day:  613\n",
            "Stock:  AMZN Action: Buy: $ 102.73999786376953\n",
            "Day:  614\n",
            "Stock:  AMZN Action: Sell: $ 102.30000305175781\n",
            "Day:  615\n",
            "Stock:  AMZN Action: Buy: $ 104.30000305175781\n",
            "Day:  616\n",
            "Stock:  AMZN Action: Sell: $ 103.80999755859375\n",
            "Day:  617\n",
            "Stock:  AMZN Action: Buy: $ 106.95999908447266\n",
            "Day:  618\n",
            "Stock:  AMZN Action: Sell: $ 106.20999908447266\n",
            "Day:  619\n",
            "Day:  620\n",
            "Day:  621\n",
            "Stock:  ABNB Action: Buy: $ 107.46665954589844\n",
            "Stock:  AMZN Action: Buy: $ 109.81999969482422\n",
            "Stock:  ADBE Action: Buy: $ 371.4200134277344\n",
            "Day:  622\n",
            "Stock:  ABNB Action: Sell: $ 107.2169418334961\n",
            "Stock:  AMZN Action: Hold: $ 105.44999694824219\n",
            "Stock:  ADBE Action: Sell: $ 377.55999755859375\n",
            "Day:  623\n",
            "Stock:  AMZN Action: Hold: $ 102.05000305175781\n",
            "Day:  624\n",
            "Stock:  AMZN Action: Hold: $ 103.62999725341797\n",
            "Day:  625\n",
            "Stock:  AMZN Action: Sell: $ 103.6500015258789\n",
            "Day:  626\n",
            "Day:  627\n",
            "Stock:  AMZN Action: Buy: $ 105.66000366210938\n",
            "Day:  628\n",
            "Stock:  AMZN Action: Sell: $ 105.83000183105469\n",
            "Day:  629\n",
            "Stock:  AMZN Action: Buy: $ 106.62000274658203\n",
            "Day:  630\n",
            "Stock:  ABNB Action: Buy: $ 111.62189483642578\n",
            "Stock:  AMZN Action: Sell: $ 110.19000244140625\n",
            "Day:  631\n",
            "Stock:  ABNB Action: Sell: $ 116.43636322021484\n",
            "Stock:  AMZN Action: Buy: $ 112.18000030517578\n",
            "Day:  632\n",
            "Stock:  ABNB Action: Buy: $ 117.37528991699219\n",
            "Stock:  AMZN Action: Sell: $ 110.26000213623047\n",
            "Day:  633\n",
            "Stock:  ABNB Action: Sell: $ 116.37643432617188\n",
            "Stock:  AMZN Action: Buy: $ 111.19999694824219\n",
            "Stock:  ADBE Action: Buy: $ 345.6700134277344\n",
            "Day:  634\n",
            "Stock:  ABNB Action: Buy: $ 119.37300109863281\n",
            "Stock:  AMZN Action: Sell: $ 113.4000015258789\n",
            "Stock:  ADBE Action: Sell: $ 345.1099853515625\n",
            "Day:  635\n",
            "Stock:  ABNB Action: Sell: $ 120.70146942138672\n",
            "Stock:  AMZN Action: Buy: $ 115.5\n",
            "Stock:  ADBE Action: Buy: $ 356.6300048828125\n",
            "Day:  636\n",
            "Stock:  ABNB Action: Buy: $ 122.68919372558594\n",
            "Stock:  AMZN Action: Sell: $ 118.1500015258789\n",
            "Stock:  ADBE Action: Sell: $ 360.42999267578125\n",
            "Day:  637\n",
            "Stock:  ABNB Action: Sell: $ 122.61927032470703\n",
            "Stock:  AMZN Action: Buy: $ 116.25\n",
            "Stock:  ADBE Action: Buy: $ 371.25\n",
            "Day:  638\n",
            "Stock:  ABNB Action: Buy: $ 124.90664672851562\n",
            "Stock:  AMZN Action: Sell: $ 115.01000213623047\n",
            "Stock:  ADBE Action: Sell: $ 372.04998779296875\n",
            "Day:  639\n",
            "Stock:  ABNB Action: Sell: $ 122.41949462890625\n",
            "Day:  640\n",
            "Stock:  AMZN Action: Buy: $ 116.75\n",
            "Day:  641\n",
            "Stock:  ABNB Action: Buy: $ 123.33844757080078\n",
            "Stock:  AMZN Action: Sell: $ 115.0\n",
            "Stock:  ADBE Action: Buy: $ 392.05999755859375\n",
            "Day:  642\n",
            "Stock:  ABNB Action: Sell: $ 124.46714782714844\n",
            "Stock:  AMZN Action: Buy: $ 120.11000061035156\n",
            "Stock:  ADBE Action: Sell: $ 415.3900146484375\n",
            "Day:  643\n",
            "Stock:  ABNB Action: Buy: $ 123.52822875976562\n",
            "Stock:  AMZN Action: Sell: $ 121.66000366210938\n",
            "Stock:  ADBE Action: Buy: $ 417.2099914550781\n",
            "Day:  644\n",
            "Stock:  ABNB Action: Sell: $ 122.7291488647461\n",
            "Stock:  AMZN Action: Buy: $ 120.58000183105469\n",
            "Stock:  ADBE Action: Hold: $ 417.7900085449219\n",
            "Day:  645\n",
            "Stock:  ABNB Action: Buy: $ 123.57817077636719\n",
            "Stock:  AMZN Action: Sell: $ 122.7699966430664\n",
            "Stock:  ADBE Action: Sell: $ 426.75\n",
            "Day:  646\n",
            "Stock:  ABNB Action: Sell: $ 124.5270767211914\n",
            "Stock:  AMZN Action: Buy: $ 124.25\n",
            "Stock:  ADBE Action: Buy: $ 436.3699951171875\n",
            "Day:  647\n",
            "Stock:  ABNB Action: Buy: $ 125.86554718017578\n",
            "Stock:  AMZN Action: Sell: $ 125.30000305175781\n",
            "Stock:  ADBE Action: Sell: $ 434.17999267578125\n",
            "Day:  648\n",
            "Stock:  ABNB Action: Sell: $ 127.16405487060547\n",
            "Stock:  AMZN Action: Buy: $ 126.61000061035156\n",
            "Day:  649\n",
            "Stock:  AMZN Action: Hold: $ 121.2300033569336\n",
            "Day:  650\n",
            "Stock:  AMZN Action: Sell: $ 124.25\n",
            "Stock:  ADBE Action: Buy: $ 439.0299987792969\n",
            "Day:  651\n",
            "Stock:  ADBE Action: Sell: $ 454.0\n",
            "Day:  652\n",
            "Stock:  AMZN Action: Buy: $ 126.56999969482422\n",
            "Stock:  ADBE Action: Buy: $ 474.6300048828125\n",
            "Day:  653\n",
            "Stock:  AMZN Action: Sell: $ 126.66000366210938\n",
            "Stock:  ADBE Action: Sell: $ 478.989990234375\n",
            "Day:  654\n",
            "Stock:  AMZN Action: Buy: $ 126.41999816894531\n",
            "Day:  655\n",
            "Stock:  ABNB Action: Buy: $ 124.94659423828125\n",
            "Stock:  AMZN Action: Sell: $ 127.11000061035156\n",
            "Stock:  ADBE Action: Buy: $ 490.9100036621094\n",
            "Day:  656\n",
            "Stock:  ABNB Action: Hold: $ 123.38838958740234\n",
            "Stock:  ADBE Action: Sell: $ 495.17999267578125\n",
            "Day:  657\n",
            "Stock:  ABNB Action: Hold: $ 122.95887756347656\n",
            "Day:  658\n",
            "Stock:  ABNB Action: Hold: $ 120.41180419921875\n",
            "Day:  659\n",
            "Stock:  ABNB Action: Sell: $ 123.00882720947266\n",
            "Stock:  AMZN Action: Buy: $ 130.14999389648438\n",
            "Day:  660\n",
            "Stock:  AMZN Action: Sell: $ 129.3300018310547\n",
            "Stock:  ADBE Action: Buy: $ 484.7200012207031\n",
            "Day:  661\n",
            "Stock:  ADBE Action: Sell: $ 479.510009765625\n",
            "Day:  662\n",
            "Stock:  AMZN Action: Buy: $ 129.17999267578125\n",
            "Stock:  ADBE Action: Buy: $ 489.2699890136719\n",
            "Day:  663\n",
            "Stock:  AMZN Action: Sell: $ 129.0399932861328\n",
            "Stock:  ADBE Action: Hold: $ 482.42999267578125\n",
            "Day:  664\n",
            "Stock:  ADBE Action: Sell: $ 483.7699890136719\n",
            "Day:  665\n",
            "Stock:  AMZN Action: Buy: $ 130.36000061035156\n",
            "Day:  666\n",
            "Stock:  AMZN Action: Sell: $ 130.22000122070312\n",
            "Day:  667\n",
            "Stock:  AMZN Action: Buy: $ 130.3800048828125\n",
            "Day:  668\n",
            "Stock:  AMZN Action: Hold: $ 128.36000061035156\n",
            "Day:  669\n",
            "Stock:  AMZN Action: Sell: $ 129.77999877929688\n",
            "Day:  670\n",
            "Stock:  ADBE Action: Buy: $ 496.3500061035156\n",
            "Day:  671\n",
            "Stock:  AMZN Action: Buy: $ 128.77999877929688\n",
            "Stock:  ADBE Action: Sell: $ 504.739990234375\n",
            "Day:  672\n",
            "Stock:  AMZN Action: Sell: $ 130.8000030517578\n",
            "Day:  673\n",
            "Stock:  ABNB Action: Buy: $ 124.39723205566406\n",
            "Stock:  AMZN Action: Buy: $ 134.3000030517578\n",
            "Stock:  ADBE Action: Buy: $ 517.280029296875\n",
            "Day:  674\n",
            "Stock:  ABNB Action: Sell: $ 125.2762222290039\n",
            "Stock:  AMZN Action: Sell: $ 134.67999267578125\n",
            "Stock:  ADBE Action: Hold: $ 514.8300170898438\n",
            "Day:  675\n",
            "Stock:  ADBE Action: Sell: $ 522.0\n",
            "Day:  676\n",
            "Stock:  ADBE Action: Buy: $ 532.22998046875\n",
            "Day:  677\n",
            "Stock:  AMZN Action: Buy: $ 135.36000061035156\n",
            "Stock:  ADBE Action: Hold: $ 527.1699829101562\n",
            "Day:  678\n",
            "Stock:  AMZN Action: Hold: $ 129.9600067138672\n",
            "Stock:  ADBE Action: Hold: $ 516.8800048828125\n",
            "Day:  679\n",
            "Stock:  AMZN Action: Hold: $ 130.0\n",
            "Stock:  ADBE Action: Sell: $ 520.22998046875\n",
            "Day:  680\n",
            "Stock:  AMZN Action: Hold: $ 128.8000030517578\n",
            "Day:  681\n",
            "Stock:  AMZN Action: Hold: $ 129.1300048828125\n",
            "Day:  682\n",
            "Stock:  ABNB Action: Buy: $ 129.12181091308594\n",
            "Stock:  AMZN Action: Hold: $ 128.14999389648438\n",
            "Day:  683\n",
            "Stock:  ABNB Action: Sell: $ 129.25164794921875\n",
            "Stock:  AMZN Action: Sell: $ 128.25\n",
            "Day:  684\n",
            "Stock:  ABNB Action: Buy: $ 132.42800903320312\n",
            "Stock:  AMZN Action: Buy: $ 132.2100067138672\n",
            "Stock:  ADBE Action: Buy: $ 528.8699951171875\n",
            "Day:  685\n",
            "Stock:  ABNB Action: Sell: $ 132.56785583496094\n",
            "Stock:  AMZN Action: Sell: $ 133.67999267578125\n",
            "Stock:  ADBE Action: Sell: $ 546.1699829101562\n",
            "Day:  686\n",
            "Day:  687\n",
            "Day:  688\n",
            "Day:  689\n",
            "Stock:  AMZN Action: Buy: $ 139.57000732421875\n",
            "Day:  690\n",
            "Stock:  ABNB Action: Buy: $ 131.37921142578125\n",
            "Stock:  AMZN Action: Sell: $ 142.22000122070312\n",
            "Day:  691\n",
            "Stock:  ABNB Action: Sell: $ 131.24935913085938\n",
            "Stock:  AMZN Action: Buy: $ 139.94000244140625\n",
            "Day:  692\n",
            "Stock:  AMZN Action: Sell: $ 137.85000610351562\n",
            "Day:  693\n",
            "Day:  694\n",
            "Day:  695\n",
            "Stock:  ABNB Action: Buy: $ 131.179443359375\n",
            "Stock:  AMZN Action: Buy: $ 140.57000732421875\n",
            "Stock:  ADBE Action: Buy: $ 522.25\n",
            "Day:  696\n",
            "Stock:  ABNB Action: Hold: $ 129.6312255859375\n",
            "Stock:  AMZN Action: Hold: $ 137.6699981689453\n",
            "Stock:  ADBE Action: Hold: $ 518.7000122070312\n",
            "Day:  697\n",
            "Stock:  ABNB Action: Hold: $ 128.55245971679688\n",
            "Stock:  AMZN Action: Hold: $ 135.07000732421875\n",
            "Stock:  ADBE Action: Hold: $ 514.489990234375\n",
            "Day:  698\n",
            "Stock:  ABNB Action: Sell: $ 129.77105712890625\n",
            "Stock:  AMZN Action: Hold: $ 133.97999572753906\n",
            "Stock:  ADBE Action: Hold: $ 511.6700134277344\n",
            "Day:  699\n",
            "Stock:  AMZN Action: Hold: $ 133.22000122070312\n",
            "Stock:  ADBE Action: Hold: $ 508.1300048828125\n",
            "Day:  700\n",
            "Stock:  AMZN Action: Sell: $ 134.67999267578125\n",
            "Stock:  ADBE Action: Sell: $ 520.469970703125\n",
            "Day:  701\n",
            "Day:  702\n",
            "Stock:  ABNB Action: Buy: $ 132.21824645996094\n",
            "Stock:  AMZN Action: Buy: $ 135.52000427246094\n",
            "Day:  703\n",
            "Stock:  ABNB Action: Hold: $ 129.6312255859375\n",
            "Stock:  AMZN Action: Hold: $ 131.83999633789062\n",
            "Day:  704\n",
            "Stock:  ABNB Action: Hold: $ 129.73110961914062\n",
            "Stock:  AMZN Action: Sell: $ 133.25999450683594\n",
            "Day:  705\n",
            "Stock:  ABNB Action: Sell: $ 130.85980224609375\n",
            "Day:  706\n",
            "Stock:  ABNB Action: Buy: $ 134.41574096679688\n",
            "Stock:  AMZN Action: Buy: $ 134.91000366210938\n",
            "Stock:  ADBE Action: Buy: $ 540.5700073242188\n",
            "Day:  707\n",
            "Stock:  ABNB Action: Sell: $ 135.72422790527344\n",
            "Stock:  AMZN Action: Sell: $ 135.07000732421875\n",
            "Stock:  ADBE Action: Sell: $ 545.3599853515625\n",
            "Day:  708\n",
            "Stock:  ABNB Action: Buy: $ 136.01390075683594\n",
            "Stock:  AMZN Action: Buy: $ 138.00999450683594\n",
            "Stock:  ADBE Action: Buy: $ 559.3400268554688\n",
            "Day:  709\n",
            "Stock:  ABNB Action: Sell: $ 135.50448608398438\n",
            "Stock:  AMZN Action: Sell: $ 138.1199951171875\n",
            "Stock:  ADBE Action: Sell: $ 563.2100219726562\n",
            "Day:  710\n",
            "Day:  711\n",
            "Day:  712\n",
            "Stock:  AMZN Action: Buy: $ 137.85000610351562\n",
            "Day:  713\n",
            "Stock:  ABNB Action: Buy: $ 136.22366333007812\n",
            "Stock:  AMZN Action: Sell: $ 138.22999572753906\n",
            "Day:  714\n",
            "Stock:  ABNB Action: Sell: $ 136.76303100585938\n",
            "Stock:  AMZN Action: Buy: $ 143.10000610351562\n",
            "Day:  715\n",
            "Stock:  AMZN Action: Sell: $ 141.22999572753906\n",
            "Day:  716\n",
            "Stock:  AMZN Action: Buy: $ 144.85000610351562\n",
            "Stock:  ADBE Action: Buy: $ 553.5599975585938\n",
            "Day:  717\n",
            "Stock:  ABNB Action: Buy: $ 137.9416961669922\n",
            "Stock:  AMZN Action: Sell: $ 144.72000122070312\n",
            "Stock:  ADBE Action: Hold: $ 552.1599731445312\n",
            "Day:  718\n",
            "Stock:  ABNB Action: Sell: $ 137.2424774169922\n",
            "Stock:  ADBE Action: Hold: $ 528.8900146484375\n",
            "Day:  719\n",
            "Stock:  ADBE Action: Sell: $ 532.4199829101562\n",
            "Day:  720\n",
            "Stock:  ADBE Action: Buy: $ 541.6900024414062\n",
            "Day:  721\n",
            "Stock:  ADBE Action: Hold: $ 535.780029296875\n",
            "Day:  722\n",
            "Stock:  ADBE Action: Hold: $ 513.8800048828125\n",
            "Day:  723\n",
            "Stock:  ADBE Action: Hold: $ 512.9000244140625\n",
            "Day:  724\n",
            "Stock:  ADBE Action: Hold: $ 511.6000061035156\n",
            "Day:  725\n",
            "Stock:  ADBE Action: Hold: $ 506.29998779296875\n",
            "Day:  726\n",
            "Stock:  ADBE Action: Hold: $ 502.6000061035156\n",
            "Day:  727\n",
            "Stock:  ADBE Action: Hold: $ 504.6700134277344\n",
            "Day:  728\n",
            "Stock:  ADBE Action: Sell: $ 509.8999938964844\n",
            "Day:  729\n",
            "Stock:  ABNB Action: Buy: $ 134.0161895751953\n",
            "Stock:  AMZN Action: Buy: $ 129.4600067138672\n",
            "Stock:  ADBE Action: Buy: $ 521.1300048828125\n",
            "Day:  730\n",
            "Stock:  ABNB Action: Hold: $ 132.27818298339844\n",
            "Stock:  AMZN Action: Hold: $ 124.72000122070312\n",
            "Stock:  ADBE Action: Hold: $ 507.0299987792969\n",
            "Day:  731\n",
            "Stock:  ABNB Action: Sell: $ 135.08497619628906\n",
            "Stock:  AMZN Action: Hold: $ 127.0\n",
            "Stock:  ADBE Action: Sell: $ 518.4199829101562\n",
            "Day:  732\n",
            "Stock:  AMZN Action: Hold: $ 125.95999908447266\n",
            "Day:  733\n",
            "Stock:  ABNB Action: Buy: $ 137.4222869873047\n",
            "Stock:  AMZN Action: Sell: $ 127.95999908447266\n",
            "Stock:  ADBE Action: Buy: $ 526.6799926757812\n",
            "Day:  734\n",
            "Stock:  ABNB Action: Sell: $ 138.26132202148438\n",
            "Stock:  ADBE Action: Sell: $ 529.2899780273438\n",
            "Day:  735\n",
            "Stock:  AMZN Action: Buy: $ 129.47999572753906\n",
            "Day:  736\n",
            "Stock:  ABNB Action: Buy: $ 140.38888549804688\n",
            "Stock:  AMZN Action: Sell: $ 131.8300018310547\n",
            "Stock:  ADBE Action: Buy: $ 549.9099731445312\n",
            "Day:  737\n",
            "Stock:  ABNB Action: Sell: $ 138.81068420410156\n",
            "Stock:  AMZN Action: Buy: $ 132.3300018310547\n",
            "Stock:  ADBE Action: Sell: $ 559.6300048828125\n",
            "Day:  738\n",
            "Stock:  AMZN Action: Hold: $ 129.7899932861328\n",
            "Day:  739\n",
            "Stock:  AMZN Action: Sell: $ 132.5500030517578\n",
            "Day:  740\n",
            "Stock:  ADBE Action: Buy: $ 560.0900268554688\n",
            "Day:  741\n",
            "Stock:  ADBE Action: Sell: $ 557.8699951171875\n",
            "Day:  742\n",
            "Day:  743\n",
            "Day:  744\n",
            "Day:  745\n",
            "Stock:  ABNB Action: Buy: $ 138.65086364746094\n",
            "Day:  746\n",
            "Stock:  ABNB Action: Hold: $ 125.46600341796875\n",
            "Day:  747\n",
            "Stock:  ABNB Action: Hold: $ 122.13981628417969\n",
            "Day:  748\n",
            "Stock:  ABNB Action: Hold: $ 122.02994537353516\n",
            "Stock:  AMZN Action: Buy: $ 127.73999786376953\n",
            "Day:  749\n",
            "Stock:  ABNB Action: Hold: $ 124.31732177734375\n",
            "Stock:  AMZN Action: Sell: $ 132.7100067138672\n",
            "Stock:  ADBE Action: Buy: $ 526.9400024414062\n",
            "Day:  750\n",
            "Stock:  ABNB Action: Hold: $ 123.93775939941406\n",
            "Stock:  AMZN Action: Buy: $ 133.08999633789062\n",
            "Stock:  ADBE Action: Sell: $ 532.0599975585938\n",
            "Day:  751\n",
            "Stock:  ABNB Action: Hold: $ 126.30503845214844\n",
            "Stock:  AMZN Action: Sell: $ 137.0\n",
            "Stock:  ADBE Action: Buy: $ 544.5\n",
            "Day:  752\n",
            "Stock:  ABNB Action: Hold: $ 127.3438491821289\n",
            "Stock:  AMZN Action: Buy: $ 138.07000732421875\n",
            "Stock:  ADBE Action: Sell: $ 558.7100219726562\n",
            "Day:  753\n",
            "Stock:  ABNB Action: Hold: $ 128.95201110839844\n",
            "Stock:  AMZN Action: Sell: $ 138.60000610351562\n",
            "Stock:  ADBE Action: Buy: $ 563.6599731445312\n",
            "Day:  754\n",
            "Stock:  ABNB Action: Hold: $ 130.10067749023438\n",
            "Stock:  AMZN Action: Buy: $ 139.74000549316406\n",
            "Stock:  ADBE Action: Sell: $ 565.4500122070312\n",
            "Day:  755\n",
            "Stock:  ABNB Action: Hold: $ 130.81985473632812\n",
            "Stock:  AMZN Action: Sell: $ 142.7100067138672\n",
            "Stock:  ADBE Action: Buy: $ 585.2000122070312\n",
            "Day:  756\n",
            "Stock:  ABNB Action: Sell: $ 131.68885803222656\n",
            "Stock:  AMZN Action: Buy: $ 142.0800018310547\n",
            "Stock:  ADBE Action: Sell: $ 585.3099975585938\n",
            "Day:  757\n",
            "Stock:  AMZN Action: Sell: $ 140.60000610351562\n",
            "Day:  758\n",
            "Stock:  AMZN Action: Buy: $ 143.55999755859375\n",
            "Stock:  ADBE Action: Buy: $ 597.219970703125\n",
            "Day:  759\n",
            "Stock:  AMZN Action: Sell: $ 142.58999633789062\n",
            "Stock:  ADBE Action: Sell: $ 590.3400268554688\n",
            "Day:  760\n",
            "Stock:  AMZN Action: Buy: $ 145.8000030517578\n",
            "Stock:  ADBE Action: Buy: $ 604.3300170898438\n",
            "Day:  761\n",
            "Stock:  AMZN Action: Sell: $ 143.1999969482422\n",
            "Stock:  ADBE Action: Hold: $ 595.3099975585938\n",
            "Day:  762\n",
            "Stock:  ABNB Action: Buy: $ 136.7730255126953\n",
            "Stock:  ADBE Action: Sell: $ 602.0599975585938\n",
            "Day:  763\n",
            "Stock:  ABNB Action: Hold: $ 135.15487670898438\n",
            "Stock:  AMZN Action: Buy: $ 145.17999267578125\n",
            "Day:  764\n",
            "Stock:  ABNB Action: Sell: $ 136.09381103515625\n",
            "Stock:  AMZN Action: Sell: $ 146.1300048828125\n",
            "Stock:  ADBE Action: Buy: $ 612.7000122070312\n",
            "Day:  765\n",
            "Stock:  ADBE Action: Sell: $ 610.989990234375\n",
            "Day:  766\n",
            "Stock:  ABNB Action: Buy: $ 138.33123779296875\n",
            "Stock:  AMZN Action: Buy: $ 146.7100067138672\n",
            "Stock:  ADBE Action: Buy: $ 619.719970703125\n",
            "Day:  767\n",
            "Stock:  ABNB Action: Hold: $ 136.53330993652344\n",
            "Stock:  AMZN Action: Sell: $ 146.74000549316406\n",
            "Stock:  ADBE Action: Sell: $ 619.4299926757812\n",
            "Day:  768\n",
            "Stock:  ABNB Action: Hold: $ 136.25363159179688\n",
            "Stock:  AMZN Action: Buy: $ 147.72999572753906\n",
            "Day:  769\n",
            "Stock:  ABNB Action: Hold: $ 137.04270935058594\n",
            "Stock:  AMZN Action: Sell: $ 147.02999877929688\n",
            "Day:  770\n",
            "Stock:  ABNB Action: Hold: $ 134.8352508544922\n",
            "Day:  771\n",
            "Stock:  ABNB Action: Hold: $ 132.37806701660156\n",
            "Day:  772\n",
            "Stock:  ABNB Action: Hold: $ 131.70884704589844\n",
            "Stock:  AMZN Action: Buy: $ 147.02999877929688\n",
            "Day:  773\n",
            "Stock:  ABNB Action: Hold: $ 129.12181091308594\n",
            "Stock:  AMZN Action: Hold: $ 144.83999633789062\n",
            "Day:  774\n",
            "Stock:  ABNB Action: Hold: $ 130.83984375\n",
            "Stock:  AMZN Action: Sell: $ 146.8800048828125\n",
            "Day:  775\n",
            "Stock:  ABNB Action: Hold: $ 129.87095642089844\n",
            "Day:  776\n",
            "Stock:  ABNB Action: Sell: $ 136.7730255126953\n",
            "Stock:  AMZN Action: Buy: $ 146.8800048828125\n",
            "Stock:  ADBE Action: Buy: $ 608.780029296875\n",
            "Day:  777\n",
            "Stock:  AMZN Action: Sell: $ 147.4199981689453\n",
            "Stock:  ADBE Action: Sell: $ 610.010009765625\n",
            "Day:  778\n",
            "Stock:  ADBE Action: Buy: $ 625.2000122070312\n",
            "Day:  779\n",
            "Stock:  AMZN Action: Buy: $ 147.47999572753906\n",
            "Stock:  ADBE Action: Sell: $ 633.6599731445312\n",
            "Day:  780\n",
            "Stock:  AMZN Action: Sell: $ 148.83999633789062\n",
            "Day:  781\n",
            "Day:  782\n",
            "Stock:  AMZN Action: Buy: $ 149.97000122070312\n",
            "Day:  783\n",
            "Stock:  ABNB Action: Buy: $ 135.64431762695312\n",
            "Stock:  AMZN Action: Sell: $ 154.07000732421875\n",
            "Stock:  ADBE Action: Buy: $ 599.1300048828125\n",
            "Day:  784\n",
            "Stock:  ABNB Action: Sell: $ 136.49334716796875\n",
            "Stock:  AMZN Action: Buy: $ 153.7899932861328\n",
            "Stock:  ADBE Action: Sell: $ 604.6400146484375\n",
            "Day:  785\n",
            "Stock:  AMZN Action: Sell: $ 152.1199951171875\n",
            "Day:  786\n",
            "Stock:  ABNB Action: Buy: $ 140.25901794433594\n",
            "Stock:  AMZN Action: Buy: $ 153.83999633789062\n",
            "Day:  787\n",
            "Stock:  ABNB Action: Sell: $ 141.3278045654297\n",
            "Stock:  AMZN Action: Sell: $ 153.4199981689453\n",
            "Day:  788\n",
            "Day:  789\n",
            "Day:  790\n",
            "Day:  791\n",
            "Day:  792\n",
            "Day:  793\n",
            "Day:  794\n",
            "Day:  795\n",
            "Day:  796\n",
            "Stock:  AMZN Action: Buy: $ 149.10000610351562\n",
            "Stock:  ADBE Action: Buy: $ 580.5499877929688\n",
            "Day:  797\n",
            "Stock:  ABNB Action: Buy: $ 140.78842163085938\n",
            "Stock:  AMZN Action: Sell: $ 151.3699951171875\n",
            "Stock:  ADBE Action: Sell: $ 586.2000122070312\n",
            "Day:  798\n",
            "Stock:  ABNB Action: Sell: $ 142.1168975830078\n",
            "Stock:  AMZN Action: Buy: $ 153.72999572753906\n",
            "Day:  799\n",
            "Stock:  AMZN Action: Sell: $ 155.17999267578125\n",
            "Day:  800\n",
            "Day:  801\n",
            "Day:  802\n",
            "Day:  803\n",
            "Stock:  AMZN Action: Buy: $ 153.5\n",
            "Day:  804\n",
            "Stock:  ABNB Action: Buy: $ 146.2122039794922\n",
            "Stock:  AMZN Action: Sell: $ 155.33999633789062\n",
            "Stock:  ADBE Action: Buy: $ 611.5499877929688\n",
            "Day:  805\n",
            "Stock:  ABNB Action: Sell: $ 145.82264709472656\n",
            "Stock:  ADBE Action: Hold: $ 603.5900268554688\n",
            "Day:  806\n",
            "Stock:  AMZN Action: Buy: $ 156.02000427246094\n",
            "Stock:  ADBE Action: Hold: $ 597.1799926757812\n",
            "Day:  807\n",
            "Stock:  ABNB Action: Buy: $ 148.52952575683594\n",
            "Stock:  AMZN Action: Sell: $ 156.8699951171875\n",
            "Stock:  ADBE Action: Sell: $ 606.47998046875\n",
            "Day:  808\n",
            "Stock:  ABNB Action: Sell: $ 151.69589233398438\n",
            "Stock:  AMZN Action: Buy: $ 157.75\n",
            "Stock:  ADBE Action: Buy: $ 622.5800170898438\n",
            "Day:  809\n",
            "Stock:  ABNB Action: Buy: $ 152.01553344726562\n",
            "Stock:  AMZN Action: Sell: $ 159.1199951171875\n",
            "Stock:  ADBE Action: Hold: $ 613.9299926757812\n",
            "Day:  810\n",
            "Stock:  ABNB Action: Sell: $ 153.33401489257812\n",
            "Stock:  AMZN Action: Buy: $ 161.25999450683594\n",
            "Stock:  ADBE Action: Sell: $ 630.22998046875\n",
            "Day:  811\n",
            "Stock:  AMZN Action: Hold: $ 159.0\n",
            "Day:  812\n",
            "Stock:  AMZN Action: Hold: $ 155.1999969482422\n",
            "Day:  813\n",
            "Stock:  AMZN Action: Sell: $ 159.27999877929688\n",
            "Stock:  ADBE Action: Buy: $ 627.9099731445312\n",
            "Day:  814\n",
            "Stock:  AMZN Action: Buy: $ 171.80999755859375\n",
            "Stock:  ADBE Action: Sell: $ 634.760009765625\n",
            "Day:  815\n",
            "Stock:  AMZN Action: Sell: $ 170.30999755859375\n",
            "Day:  816\n",
            "Stock:  AMZN Action: Buy: $ 169.14999389648438\n",
            "Day:  817\n",
            "Stock:  AMZN Action: Sell: $ 170.52999877929688\n",
            "Stock:  ADBE Action: Buy: $ 615.8499755859375\n",
            "Day:  818\n",
            "Stock:  AMZN Action: Buy: $ 169.83999633789062\n",
            "Stock:  ADBE Action: Hold: $ 615.8599853515625\n",
            "Day:  819\n",
            "Stock:  ABNB Action: Buy: $ 148.82919311523438\n",
            "Stock:  AMZN Action: Sell: $ 174.4499969482422\n",
            "Stock:  ADBE Action: Sell: $ 627.2100219726562\n",
            "Day:  820\n",
            "Stock:  ABNB Action: Hold: $ 147.36087036132812\n",
            "Stock:  AMZN Action: Buy: $ 172.33999633789062\n",
            "Day:  821\n",
            "Stock:  ABNB Action: Hold: $ 144.97361755371094\n",
            "Stock:  AMZN Action: Hold: $ 168.63999938964844\n",
            "Day:  822\n",
            "Stock:  ABNB Action: Hold: $ 145.772705078125\n",
            "Stock:  AMZN Action: Sell: $ 170.97999572753906\n",
            "Day:  823\n",
            "Stock:  ABNB Action: Hold: $ 142.60633850097656\n",
            "Day:  824\n",
            "Stock:  ABNB Action: Hold: $ 140.35891723632812\n",
            "Day:  825\n",
            "Stock:  ABNB Action: Hold: $ 140.95822143554688\n",
            "Day:  826\n",
            "Stock:  ABNB Action: Hold: $ 142.38658142089844\n",
            "Stock:  AMZN Action: Buy: $ 168.58999633789062\n",
            "Day:  827\n",
            "Stock:  ABNB Action: Sell: $ 143.92481994628906\n",
            "Stock:  AMZN Action: Sell: $ 174.5800018310547\n",
            "Day:  828\n",
            "Stock:  AMZN Action: Buy: $ 174.99000549316406\n",
            "Stock:  ADBE Action: Buy: $ 553.4400024414062\n",
            "Day:  829\n",
            "Stock:  AMZN Action: Sell: $ 174.72999572753906\n",
            "Stock:  ADBE Action: Sell: $ 560.47998046875\n",
            "Day:  830\n",
            "Day:  831\n",
            "Day:  832\n",
            "Stock:  AMZN Action: Buy: $ 176.75999450683594\n",
            "Day:  833\n",
            "Stock:  AMZN Action: Sell: $ 178.22000122070312\n",
            "Stock:  ADBE Action: Buy: $ 570.9299926757812\n",
            "Day:  834\n",
            "Stock:  AMZN Action: Buy: $ 177.5800018310547\n",
            "Stock:  ADBE Action: Hold: $ 567.9400024414062\n",
            "Day:  835\n",
            "Stock:  AMZN Action: Hold: $ 174.1199951171875\n",
            "Stock:  ADBE Action: Hold: $ 544.8400268554688\n",
            "Day:  836\n",
            "Stock:  AMZN Action: Hold: $ 173.50999450683594\n",
            "Stock:  ADBE Action: Hold: $ 543.0900268554688\n",
            "Day:  837\n",
            "Stock:  AMZN Action: Sell: $ 176.82000732421875\n",
            "Stock:  ADBE Action: Sell: $ 556.0399780273438\n",
            "Day:  838\n",
            "Day:  839\n",
            "Stock:  ADBE Action: Buy: $ 560.4199829101562\n",
            "Day:  840\n",
            "Stock:  AMZN Action: Buy: $ 175.38999938964844\n",
            "Stock:  ADBE Action: Sell: $ 579.1400146484375\n",
            "Day:  841\n",
            "Stock:  AMZN Action: Sell: $ 176.55999755859375\n",
            "Day:  842\n",
            "Stock:  ABNB Action: Buy: $ 142.9359588623047\n",
            "Stock:  AMZN Action: Buy: $ 178.75\n",
            "Day:  843\n",
            "Stock:  ABNB Action: Hold: $ 141.0181427001953\n",
            "Stock:  AMZN Action: Hold: $ 174.4199981689453\n",
            "Day:  844\n",
            "Stock:  ABNB Action: Sell: $ 147.5106964111328\n",
            "Stock:  AMZN Action: Sell: $ 174.47999572753906\n",
            "Stock:  ADBE Action: Buy: $ 513.8599853515625\n",
            "Day:  845\n",
            "Stock:  AMZN Action: Buy: $ 175.89999389648438\n",
            "Stock:  ADBE Action: Sell: $ 521.1900024414062\n",
            "Day:  846\n",
            "Stock:  ABNB Action: Buy: $ 148.56948852539062\n",
            "Stock:  AMZN Action: Sell: $ 178.14999389648438\n",
            "Stock:  ADBE Action: Buy: $ 519.1400146484375\n",
            "Day:  847\n",
            "Stock:  ABNB Action: Sell: $ 147.43080139160156\n",
            "Stock:  AMZN Action: Buy: $ 178.14999389648438\n",
            "Stock:  ADBE Action: Hold: $ 511.25\n",
            "Day:  848\n",
            "Stock:  ABNB Action: Buy: $ 150.59716796875\n",
            "Stock:  AMZN Action: Sell: $ 178.8699951171875\n",
            "Stock:  ADBE Action: Hold: $ 499.5199890136719\n",
            "Day:  849\n",
            "Stock:  ABNB Action: Sell: $ 149.89796447753906\n",
            "Stock:  AMZN Action: Buy: $ 179.7100067138672\n",
            "Stock:  ADBE Action: Sell: $ 507.2300109863281\n",
            "Day:  850\n",
            "Stock:  ABNB Action: Buy: $ 150.4972686767578\n",
            "Stock:  AMZN Action: Sell: $ 178.3000030517578\n",
            "Day:  851\n",
            "Stock:  ABNB Action: Sell: $ 150.69703674316406\n",
            "Stock:  AMZN Action: Buy: $ 179.8300018310547\n",
            "Day:  852\n",
            "Stock:  AMZN Action: Sell: $ 180.3800048828125\n",
            "Day:  853\n",
            "Stock:  ABNB Action: Buy: $ 155.31175231933594\n",
            "Stock:  AMZN Action: Buy: $ 180.97000122070312\n",
            "Day:  854\n",
            "Stock:  ABNB Action: Sell: $ 154.3828125\n",
            "Stock:  AMZN Action: Sell: $ 180.69000244140625\n",
            "Day:  855\n",
            "Stock:  ABNB Action: Buy: $ 154.74240112304688\n",
            "Stock:  AMZN Action: Buy: $ 182.41000366210938\n",
            "Day:  856\n",
            "Stock:  ABNB Action: Hold: $ 150.35743713378906\n",
            "Stock:  AMZN Action: Hold: $ 180.0\n",
            "Day:  857\n",
            "Stock:  ABNB Action: Sell: $ 152.32518005371094\n",
            "Stock:  AMZN Action: Sell: $ 185.07000732421875\n",
            "Day:  858\n",
            "Stock:  ABNB Action: Buy: $ 154.6724853515625\n",
            "Stock:  AMZN Action: Buy: $ 185.19000244140625\n",
            "Day:  859\n",
            "Stock:  ABNB Action: Sell: $ 156.4204864501953\n",
            "Stock:  AMZN Action: Sell: $ 185.6699981689453\n",
            "Stock:  ADBE Action: Buy: $ 492.54998779296875\n",
            "Day:  860\n",
            "Stock:  ADBE Action: Hold: $ 487.2200012207031\n",
            "Day:  861\n",
            "Stock:  ABNB Action: Buy: $ 159.22726440429688\n",
            "Stock:  AMZN Action: Buy: $ 189.0500030517578\n",
            "Stock:  ADBE Action: Sell: $ 484.2799987792969\n",
            "Day:  862\n",
            "Stock:  ABNB Action: Sell: $ 157.54917907714844\n",
            "Stock:  AMZN Action: Hold: $ 186.1300048828125\n",
            "Day:  863\n",
            "Stock:  AMZN Action: Hold: $ 183.6199951171875\n",
            "Day:  864\n",
            "Stock:  AMZN Action: Hold: $ 183.32000732421875\n",
            "Stock:  ADBE Action: Buy: $ 476.2200012207031\n",
            "Day:  865\n",
            "Stock:  AMZN Action: Hold: $ 181.27999877929688\n",
            "Stock:  ADBE Action: Sell: $ 474.45001220703125\n",
            "Day:  866\n",
            "Stock:  AMZN Action: Hold: $ 179.22000122070312\n",
            "Day:  867\n",
            "Stock:  AMZN Action: Hold: $ 174.6300048828125\n",
            "Day:  868\n",
            "Stock:  AMZN Action: Sell: $ 177.22999572753906\n",
            "Day:  869\n",
            "Stock:  ABNB Action: Buy: $ 158.0785675048828\n",
            "Stock:  AMZN Action: Buy: $ 179.5399932861328\n",
            "Stock:  ADBE Action: Buy: $ 472.8999938964844\n",
            "Day:  870\n",
            "Stock:  ABNB Action: Sell: $ 158.9475860595703\n",
            "Stock:  AMZN Action: Hold: $ 176.58999633789062\n",
            "Stock:  ADBE Action: Sell: $ 477.1199951171875\n",
            "Day:  871\n",
            "Stock:  AMZN Action: Hold: $ 173.6699981689453\n",
            "Day:  872\n",
            "Stock:  ABNB Action: Buy: $ 171.7528839111328\n",
            "Stock:  AMZN Action: Sell: $ 179.6199951171875\n",
            "Stock:  ADBE Action: Buy: $ 477.55999755859375\n",
            "Day:  873\n",
            "Stock:  ABNB Action: Sell: $ 165.9595184326172\n",
            "Stock:  AMZN Action: Buy: $ 180.9600067138672\n",
            "Stock:  ADBE Action: Sell: $ 473.07000732421875\n",
            "Day:  874\n",
            "Stock:  AMZN Action: Hold: $ 175.0\n",
            "Day:  875\n",
            "Stock:  ABNB Action: Buy: $ 163.67214965820312\n",
            "Stock:  AMZN Action: Sell: $ 179.0\n",
            "Stock:  ADBE Action: Buy: $ 469.3900146484375\n",
            "Day:  876\n",
            "Stock:  ABNB Action: Sell: $ 166.42898559570312\n",
            "Stock:  AMZN Action: Buy: $ 184.72000122070312\n",
            "Stock:  ADBE Action: Sell: $ 476.57000732421875\n",
            "Day:  877\n",
            "Stock:  ABNB Action: Buy: $ 167.04827880859375\n",
            "Stock:  AMZN Action: Sell: $ 186.2100067138672\n",
            "Stock:  ADBE Action: Buy: $ 486.17999267578125\n",
            "Day:  878\n",
            "Stock:  ABNB Action: Sell: $ 167.9073028564453\n",
            "Stock:  AMZN Action: Buy: $ 188.6999969482422\n",
            "Stock:  ADBE Action: Sell: $ 493.5899963378906\n",
            "Day:  879\n",
            "Stock:  ABNB Action: Buy: $ 171.05368041992188\n",
            "Stock:  AMZN Action: Sell: $ 188.75999450683594\n",
            "Day:  880\n",
            "Stock:  ABNB Action: Sell: $ 169.1858367919922\n",
            "Stock:  AMZN Action: Buy: $ 188.0\n",
            "Day:  881\n",
            "Stock:  ABNB Action: Buy: $ 169.76516723632812\n",
            "Stock:  AMZN Action: Sell: $ 189.5\n",
            "Day:  882\n",
            "Stock:  ABNB Action: Sell: $ 168.4566650390625\n",
            "Day:  883\n",
            "Stock:  ABNB Action: Buy: $ 168.94610595703125\n",
            "Day:  884\n",
            "Stock:  ABNB Action: Sell: $ 170.1447296142578\n",
            "Day:  885\n",
            "Stock:  ABNB Action: Buy: $ 172.31224060058594\n",
            "Stock:  ADBE Action: Buy: $ 485.3500061035156\n",
            "Day:  886\n",
            "Stock:  ABNB Action: Sell: $ 173.98031616210938\n",
            "Stock:  ADBE Action: Sell: $ 482.8800048828125\n",
            "Day:  887\n",
            "Stock:  ABNB Action: Buy: $ 175.85816955566406\n",
            "Day:  888\n",
            "Stock:  ABNB Action: Sell: $ 176.71717834472656\n",
            "Day:  889\n",
            "Stock:  ABNB Action: Buy: $ 177.6461181640625\n",
            "Day:  890\n",
            "Stock:  ABNB Action: Sell: $ 176.1778106689453\n",
            "Stock:  ADBE Action: Buy: $ 483.92999267578125\n",
            "Day:  891\n",
            "Stock:  ADBE Action: Sell: $ 483.30999755859375\n",
            "Day:  892\n",
            "Stock:  ABNB Action: Buy: $ 174.78939819335938\n",
            "Day:  893\n",
            "Stock:  ABNB Action: Sell: $ 176.19776916503906\n",
            "Day:  894\n",
            "Stock:  ABNB Action: Buy: $ 175.69834899902344\n",
            "Day:  895\n",
            "Stock:  ABNB Action: Hold: $ 171.91270446777344\n",
            "Day:  896\n",
            "Stock:  ABNB Action: Sell: $ 172.30224609375\n",
            "Day:  897\n",
            "Day:  898\n",
            "Stock:  AMZN Action: Buy: $ 179.33999633789062\n",
            "Stock:  ADBE Action: Buy: $ 448.3699951171875\n",
            "Day:  899\n",
            "Stock:  ABNB Action: Buy: $ 175.20892333984375\n",
            "Stock:  AMZN Action: Sell: $ 181.27999877929688\n",
            "Stock:  ADBE Action: Sell: $ 455.79998779296875\n",
            "Day:  900\n",
            "Stock:  ABNB Action: Sell: $ 176.5273895263672\n",
            "Stock:  AMZN Action: Buy: $ 185.0\n",
            "Day:  901\n",
            "Stock:  AMZN Action: Sell: $ 184.3000030517578\n",
            "Day:  902\n",
            "Stock:  AMZN Action: Buy: $ 187.05999755859375\n",
            "Day:  903\n",
            "Stock:  AAPL Action: Buy: $ 206.91049194335938\n",
            "Stock:  ABNB Action: Buy: $ 176.6199951171875\n",
            "Stock:  AMZN Action: Sell: $ 187.22999572753906\n",
            "Stock:  ADBE Action: Buy: $ 462.69000244140625\n",
            "Day:  904\n",
            "Stock:  AAPL Action: Sell: $ 212.82366943359375\n",
            "Stock:  ABNB Action: Sell: $ 177.7899932861328\n",
            "Stock:  ADBE Action: Sell: $ 459.8699951171875\n",
            "Day:  905\n",
            "Day:  906\n",
            "Stock:  ABNB Action: Buy: $ 176.7899932861328\n",
            "Stock:  ADBE Action: Buy: $ 525.3099975585938\n",
            "Day:  907\n",
            "Stock:  ABNB Action: Sell: $ 177.24000549316406\n",
            "Stock:  ADBE Action: Hold: $ 518.739990234375\n",
            "Day:  908\n",
            "Stock:  ADBE Action: Sell: $ 522.25\n",
            "Day:  909\n",
            "Stock:  ABNB Action: Buy: $ 176.3000030517578\n",
            "Stock:  AMZN Action: Buy: $ 186.10000610351562\n",
            "Day:  910\n",
            "Stock:  ABNB Action: Sell: $ 179.6300048828125\n",
            "Stock:  AMZN Action: Sell: $ 189.0800018310547\n",
            "Stock:  ADBE Action: Buy: $ 533.4400024414062\n",
            "Day:  911\n",
            "Stock:  ABNB Action: Buy: $ 179.22000122070312\n",
            "Stock:  ADBE Action: Hold: $ 524.1699829101562\n",
            "Day:  912\n",
            "Stock:  ABNB Action: Sell: $ 184.02999877929688\n",
            "Stock:  ADBE Action: Sell: $ 526.8800048828125\n",
            "Day:  913\n",
            "Stock:  ABNB Action: Buy: $ 183.8800048828125\n",
            "Stock:  AMZN Action: Buy: $ 193.61000061035156\n",
            "Day:  914\n",
            "Stock:  ABNB Action: Sell: $ 185.41000366210938\n",
            "Stock:  AMZN Action: Sell: $ 197.85000610351562\n",
            "Stock:  ADBE Action: Buy: $ 546.760009765625\n",
            "Day:  915\n",
            "Stock:  ADBE Action: Sell: $ 555.5399780273438\n",
            "Day:  916\n",
            "Stock:  ABNB Action: Buy: $ 182.99000549316406\n",
            "Stock:  AMZN Action: Buy: $ 197.1999969482422\n",
            "Stock:  ADBE Action: Buy: $ 560.010009765625\n",
            "Day:  917\n",
            "Stock:  ABNB Action: Sell: $ 185.24000549316406\n",
            "Stock:  AMZN Action: Sell: $ 200.0\n",
            "Stock:  ADBE Action: Sell: $ 567.7100219726562\n",
            "Day:  918\n",
            "Stock:  ABNB Action: Buy: $ 185.82000732421875\n",
            "Stock:  AMZN Action: Buy: $ 197.58999633789062\n",
            "Stock:  ADBE Action: Buy: $ 570.1500244140625\n",
            "Day:  919\n",
            "Stock:  ABNB Action: Sell: $ 190.60000610351562\n",
            "Stock:  AMZN Action: Sell: $ 200.0\n",
            "Stock:  ADBE Action: Sell: $ 578.3400268554688\n",
            "Day:  920\n",
            "Stock:  ABNB Action: Buy: $ 189.02999877929688\n",
            "Stock:  AMZN Action: Buy: $ 199.2899932861328\n",
            "Day:  921\n",
            "Stock:  ABNB Action: Sell: $ 188.97999572753906\n",
            "Stock:  AMZN Action: Sell: $ 199.33999633789062\n",
            "Day:  922\n",
            "Stock:  ABNB Action: Buy: $ 191.17999267578125\n",
            "Stock:  AMZN Action: Buy: $ 199.7899932861328\n",
            "Day:  923\n",
            "Stock:  ABNB Action: Hold: $ 185.57000732421875\n",
            "Stock:  AMZN Action: Hold: $ 195.0500030517578\n",
            "Day:  924\n",
            "Stock:  ABNB Action: Sell: $ 185.07000732421875\n",
            "Stock:  AMZN Action: Hold: $ 194.49000549316406\n",
            "Day:  925\n",
            "Stock:  ABNB Action: Buy: $ 186.52999877929688\n",
            "Stock:  AMZN Action: Hold: $ 192.72000122070312\n",
            "Stock:  ADBE Action: Buy: $ 565.7100219726562\n",
            "Day:  926\n",
            "Stock:  ABNB Action: Hold: $ 183.9199981689453\n",
            "Stock:  AMZN Action: Sell: $ 193.02000427246094\n",
            "Stock:  ADBE Action: Sell: $ 566.5399780273438\n",
            "Day:  927\n",
            "Stock:  ABNB Action: Hold: $ 181.02000427246094\n",
            "Day:  928\n",
            "Stock:  ABNB Action: Hold: $ 177.69000244140625\n",
            "Day:  929\n",
            "Stock:  ABNB Action: Hold: $ 177.66000366210938\n",
            "Day:  930\n",
            "Stock:  ABNB Action: Sell: $ 181.6699981689453\n",
            "Day:  931\n",
            "Stock:  AMZN Action: Buy: $ 186.41000366210938\n",
            "Day:  932\n",
            "Stock:  AMZN Action: Hold: $ 180.8300018310547\n",
            "Day:  933\n",
            "Stock:  AMZN Action: Hold: $ 179.85000610351562\n",
            "Day:  934\n",
            "Stock:  AMZN Action: Sell: $ 182.5\n",
            "Stock:  ADBE Action: Buy: $ 542.4400024414062\n",
            "Day:  935\n",
            "Stock:  ADBE Action: Hold: $ 536.6099853515625\n",
            "Day:  936\n",
            "Stock:  ADBE Action: Hold: $ 538.7100219726562\n",
            "Day:  937\n",
            "Stock:  AMZN Action: Buy: $ 186.97999572753906\n",
            "Stock:  ADBE Action: Sell: $ 551.6500244140625\n",
            "Day:  938\n",
            "Stock:  AMZN Action: Hold: $ 184.07000732421875\n",
            "Day:  939\n",
            "Stock:  AMZN Action: Hold: $ 167.89999389648438\n",
            "Day:  940\n",
            "Stock:  AMZN Action: Hold: $ 161.02000427246094\n",
            "Day:  941\n",
            "Stock:  AMZN Action: Hold: $ 161.92999267578125\n",
            "Stock:  ADBE Action: Buy: $ 514.2000122070312\n",
            "Day:  942\n",
            "Stock:  AMZN Action: Hold: $ 162.77000427246094\n",
            "Stock:  ADBE Action: Hold: $ 513.6199951171875\n",
            "Day:  943\n",
            "Stock:  AMZN Action: Hold: $ 165.8000030517578\n",
            "Stock:  ADBE Action: Sell: $ 530.239990234375\n",
            "Day:  944\n",
            "Stock:  AMZN Action: Sell: $ 166.94000244140625\n",
            "-------------------------------------\n",
            " Maximum Invested Amount: $ 988.32 \n",
            " Total Profit: $ 193.46 \n",
            " Total Buys = 492\n",
            " Total Sold = 492\n",
            "-------------------------------------\n"
          ]
        }
      ],
      "source": [
        "state = getstate(diff_test, 0)\n",
        "total_profit = 0\n",
        "pfag.inventory = OrderedDict()\n",
        "\n",
        "for stock in stocks:\n",
        "    pfag.inventory[stock] = []\n",
        "l = len(diff_test[0])-1\n",
        "\n",
        "totalinvest = 0\n",
        "totalbuys = 0\n",
        "totalsold = 0\n",
        "\n",
        "for t in range(l):\n",
        "    actions = pfag.epsilon_greedy(state, eval = True)\n",
        "    # sit\n",
        "    next_state = getstate(diff_test, t+1)\n",
        "    reward = np.zeros((4,1))\n",
        "\n",
        "    print(\"Day: \", t+1)\n",
        "    for i in range(len(actions)):\n",
        "        action = actions[i]\n",
        "        stock = stocks[i]\n",
        "\n",
        "        if action == 0 and len(pfag.inventory[stock]) > 0:\n",
        "            print(\"Stock: \", stock, \"Action: Hold: $\", true_test[i,t])\n",
        "\n",
        "        elif action == 1: # buy\n",
        "            pfag.inventory[stock].append(true_test[i,t])\n",
        "            totalbuys += 1\n",
        "            print(\"Stock: \", stock, \"Action: Buy: $\", true_test[i,t])\n",
        "\n",
        "        elif action == 2 and len(pfag.inventory[stock]) > 0: # sell\n",
        "            totalsold += 1\n",
        "            bought_price = pfag.inventory[stock].pop(0)\n",
        "            reward[i] = np.max(true_test[i,t] - bought_price, 0)\n",
        "            # print(reward)\n",
        "            total_profit += true_test[i,t] - bought_price\n",
        "            print(\"Stock: \",stock,\"Action: Sell: $\", (true_test[i,t]))\n",
        "    totalinvest = max(totalinvest, sum([item for sublist in pfag.inventory.values() for item in sublist if sublist]))\n",
        "    done = True if t == l - 1 else False\n",
        "    pfag.store_transition(state, actions, reward, next_state, done)\n",
        "    state = next_state\n",
        "    if done:\n",
        "        print(\"-------------------------------------\")\n",
        "        print(\" Maximum Invested Amount: $ {:.2f} \".format(totalinvest))\n",
        "        print(\" Total Profit: $ {:.2f} \".format(total_profit))\n",
        "        print(\" Total Buys = {}\".format(totalbuys))\n",
        "        print(\" Total Sold = {}\".format(totalsold))\n",
        "        print(\"-------------------------------------\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "meE81Sn5yOBt"
      },
      "source": [
        "### $\\textbf{30 DAYS SAMPLE}$"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "owryIxj3yOBu",
        "outputId": "5f07ef80-746a-414a-8da3-9d19208d4290"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Day:  1\n",
            "Stock:  ABNB Action: Buy: $ 87.88563537597656\n",
            "Stock:  AMZN Action: Buy: $ 165.56849670410156\n",
            "Day:  2\n",
            "Stock:  ABNB Action: Sell: $ 87.97003936767578\n",
            "Stock:  AMZN Action: Hold: $ 157.18699645996094\n",
            "Day:  3\n",
            "Stock:  AMZN Action: Hold: $ 151.75100708007812\n",
            "Day:  4\n",
            "Stock:  AMZN Action: Sell: $ 156.8695068359375\n",
            "Stock:  ADBE Action: Buy: $ 467.75\n",
            "Day:  5\n",
            "Stock:  ADBE Action: Hold: $ 462.5799865722656\n",
            "Day:  6\n",
            "Stock:  ABNB Action: Buy: $ 88.51141357421875\n",
            "Stock:  ADBE Action: Sell: $ 469.3399963378906\n",
            "Day:  7\n",
            "Stock:  ABNB Action: Sell: $ 88.59981536865234\n",
            "Day:  8\n",
            "Day:  9\n",
            "Day:  10\n",
            "Day:  11\n",
            "Day:  12\n",
            "Day:  13\n",
            "Day:  14\n",
            "Stock:  AMZN Action: Buy: $ 159.2534942626953\n",
            "Stock:  ADBE Action: Buy: $ 470.0799865722656\n",
            "Day:  15\n",
            "Stock:  ABNB Action: Buy: $ 89.24856567382812\n",
            "Stock:  AMZN Action: Sell: $ 159.76699829101562\n",
            "Stock:  ADBE Action: Sell: $ 477.0299987792969\n",
            "Day:  16\n",
            "Stock:  ABNB Action: Hold: $ 87.61943817138672\n",
            "Day:  17\n",
            "Stock:  ABNB Action: Sell: $ 89.66509246826172\n",
            "Stock:  AMZN Action: Buy: $ 161.00399780273438\n",
            "Day:  18\n",
            "Stock:  ABNB Action: Buy: $ 91.14389038085938\n",
            "Stock:  AMZN Action: Sell: $ 160.17649841308594\n",
            "Day:  19\n",
            "Stock:  ABNB Action: Sell: $ 90.98757934570312\n",
            "Stock:  ADBE Action: Buy: $ 484.2799987792969\n",
            "Day:  20\n",
            "Stock:  ADBE Action: Sell: $ 486.0\n",
            "Day:  21\n",
            "Day:  22\n",
            "Day:  23\n",
            "Day:  24\n",
            "Day:  25\n",
            "Day:  26\n",
            "Stock:  AMZN Action: Buy: $ 157.84849548339844\n",
            "Stock:  ADBE Action: Buy: $ 486.4200134277344\n",
            "Day:  27\n",
            "Stock:  AMZN Action: Sell: $ 158.25599670410156\n",
            "Stock:  ADBE Action: Hold: $ 482.6400146484375\n",
            "Day:  28\n",
            "Stock:  AMZN Action: Buy: $ 162.04800415039062\n",
            "Stock:  ADBE Action: Sell: $ 489.8999938964844\n",
            "Day:  29\n",
            "Stock:  AMZN Action: Sell: $ 161.8040008544922\n",
            "Day:  30\n",
            "Stock:  ADBE Action: Buy: $ 502.95001220703125\n",
            "-------------------------------------\n",
            " Maximum Invested Amount: $ 644.27 \n",
            " Total Profit: $ 5.32 \n",
            " Total Buys = 14\n",
            " Total Sold = 13\n",
            "-------------------------------------\n"
          ]
        }
      ],
      "source": [
        "state = getstate(diff_test, 0)\n",
        "total_profit = 0\n",
        "pfag.inventory = OrderedDict()\n",
        "\n",
        "for stock in stocks:\n",
        "    pfag.inventory[stock] = []\n",
        "l = 30\n",
        "\n",
        "totalinvest = 0\n",
        "totalbuys = 0\n",
        "totalsold = 0\n",
        "\n",
        "for t in range(l):\n",
        "    actions = pfag.epsilon_greedy(state, eval = True)\n",
        "    # sit\n",
        "    next_state = getstate(diff_test, t+1)\n",
        "    reward = np.zeros((4,1))\n",
        "\n",
        "    print(\"Day: \", t+1)\n",
        "    for i in range(len(actions)):\n",
        "        action = actions[i]\n",
        "        stock = stocks[i]\n",
        "\n",
        "        if action == 0 and len(pfag.inventory[stock]) > 0:\n",
        "            print(\"Stock: \", stock, \"Action: Hold: $\", true_test[i,t])\n",
        "\n",
        "        elif action == 1: # buy\n",
        "            pfag.inventory[stock].append(true_test[i,t])\n",
        "            totalbuys += 1\n",
        "            print(\"Stock: \", stock, \"Action: Buy: $\", true_test[i,t])\n",
        "\n",
        "        elif action == 2 and len(pfag.inventory[stock]) > 0: # sell\n",
        "            totalsold += 1\n",
        "            bought_price = pfag.inventory[stock].pop(0)\n",
        "            reward[i] = np.max(true_test[i,t] - bought_price, 0)\n",
        "            # print(reward)\n",
        "            total_profit += true_test[i,t] - bought_price\n",
        "            print(\"Stock: \",stock,\"Action: Sell: $\", (true_test[i,t]))\n",
        "    totalinvest = max(totalinvest, sum([item for sublist in pfag.inventory.values() for item in sublist if sublist]))\n",
        "    done = True if t == l - 1 else False\n",
        "    pfag.store_transition(state, actions, reward, next_state, done)\n",
        "    state = next_state\n",
        "    if done:\n",
        "        print(\"-------------------------------------\")\n",
        "        print(\" Maximum Invested Amount: $ {:.2f} \".format(totalinvest))\n",
        "        print(\" Total Profit: $ {:.2f} \".format(total_profit))\n",
        "        print(\" Total Buys = {}\".format(totalbuys))\n",
        "        print(\" Total Sold = {}\".format(totalsold))\n",
        "        print(\"-------------------------------------\")"
      ]
    }
  ],
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}