Crypto-RL.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MatiasMingo/ML-Colab-Projects/blob/main/Crypto-RL.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CFYKMfEEEzni"
      },
      "source": [
        "## Stage 1: Installing dependencies and environment setup\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UEPWe6QNErug",
        "outputId": "ee4bbf3f-7076-4f00-f3c2-d2d15c6d93ae"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[31mERROR: Could not find a version that satisfies the requirement tensorflow-gpu==2.0.0rc0 (from versions: 1.13.1, 1.13.2, 1.14.0, 1.15.0, 1.15.2, 1.15.3, 1.15.4, 1.15.5, 2.0.0, 2.0.1, 2.0.2, 2.0.3, 2.0.4, 2.1.0, 2.1.1, 2.1.2, 2.1.3, 2.1.4, 2.2.0, 2.2.1, 2.2.2, 2.2.3, 2.3.0, 2.3.1, 2.3.2, 2.3.3, 2.3.4, 2.4.0, 2.4.1, 2.4.2, 2.4.3, 2.4.4, 2.5.0, 2.5.1, 2.5.2, 2.5.3, 2.6.0, 2.6.1, 2.6.2, 2.6.3, 2.7.0rc0, 2.7.0rc1, 2.7.0, 2.7.1, 2.8.0rc0, 2.8.0rc1, 2.8.0)\u001b[0m\n",
            "\u001b[31mERROR: No matching distribution found for tensorflow-gpu==2.0.0rc0\u001b[0m\n"
          ]
        }
      ],
      "source": [
        "!pip install tensorflow-gpu==2.0.0rc0"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6lafKy3gGRFW",
        "outputId": "62048bb0-2ced-4e8c-982f-0ac32be89cc9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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          ]
        }
      ],
      "source": [
        "!pip install pandas-datareader\n",
        "!pip install --upgrade pandas\n",
        "!pip install --upgrade pandas-datareader\n",
        "!pip install yfinance"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J0BVbvetGrlR"
      },
      "source": [
        "## Stage 2: Importing project dependencies"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qALiMginGiMW"
      },
      "outputs": [],
      "source": [
        "import math\n",
        "import random\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas_datareader as data_reader\n",
        "\n",
        "from tqdm import tqdm_notebook, tqdm\n",
        "from collections import deque"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        },
        "id": "drGd9adHGuje",
        "outputId": "e3ce286e-ef4d-4dac-9f30-53f497115399"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'2.8.0'"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "tf.__version__"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "__E4SMMaGwqb"
      },
      "source": [
        "## Stage 3: Building the AI Trader network"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PCggfrCtGyiG"
      },
      "outputs": [],
      "source": [
        "class AI_Trader():\n",
        "  \n",
        "  def __init__(self, state_size, action_space=3, model_name=\"AITrader\"): #Stay, Buy, Sell\n",
        "    \n",
        "    self.state_size = state_size\n",
        "    self.action_space = action_space\n",
        "    self.memory = deque(maxlen=2000)\n",
        "    self.inventory = []\n",
        "    self.model_name = model_name\n",
        "    \n",
        "    # Define hyperparamaters\n",
        "    self.gamma = 0.95\n",
        "    self.epsilon = 1.0\n",
        "    self.epsilon_final = 0.01\n",
        "    self.epsilon_decay = 0.995\n",
        "        \n",
        "    # Call a function  to build a model trought this class constructor\n",
        "    # More parameters could be ustilized to programaticaly define network size (layers and neurons)\n",
        "    self.model = self.model_builder()\n",
        "    \n",
        "    \n",
        "  def model_builder(self):\n",
        "    \n",
        "    model = tf.keras.models.Sequential()    \n",
        "    model.add(tf.keras.layers.Dense(units=32, activation='relu', input_dim=self.state_size))    \n",
        "    model.add(tf.keras.layers.Dense(units=64, activation='relu'))    \n",
        "    model.add(tf.keras.layers.Dense(units=128, activation='relu'))    \n",
        "    model.add(tf.keras.layers.Dense(units=self.action_space, activation='linear'))    \n",
        "    model.compile(loss='mse', optimizer=tf.keras.optimizers.Adam(lr=0.001))    \n",
        "    return model\n",
        "  \n",
        "  \n",
        "  \n",
        "  \n",
        "  # Trade function that takes state as an input and returns an action \n",
        "  # to perform in perticular state \n",
        "  def trade(self, state):\n",
        "    \n",
        "    # Should we perform a renadom generated action or action defined in model?\n",
        "    \n",
        "    # If value from our random generator is smaller or equal to our epsilon \n",
        "    #     then we will retun a random action from action_space [0-3)\n",
        "    if random.random() <= self.epsilon:\n",
        "      return random.randrange(self.action_space)\n",
        "    \n",
        "    # If our random is greater than epsilon then we will use model to perform action\n",
        "    actions = self.model.predict(state)\n",
        "    # return only a one number defining an action (#Stay - 0 , Buy - 1, Sell - 2) \n",
        "    #    that has maximum probability\n",
        "    return np.argmax(actions[0])\n",
        "  \n",
        "  \n",
        "  \n",
        "  def batch_train(self, batch_size):\n",
        "    \n",
        "    batch = []\n",
        "    \n",
        "    # Iterrate in momory, we do not want to randolmy select data as we are dealing with \n",
        "    #    time constraint data. We will always sample from the end of memory size of bath\n",
        "    for i in range(len(self.memory) - batch_size + 1, len(self.memory)):\n",
        "      # insert data from memory to batch      \n",
        "      batch.append(self.memory[i])\n",
        "    \n",
        "    \n",
        "    # Iterate trought batch of data and train the model for each sample from batch\n",
        "    # Order of variables in for loop is important\n",
        "    for state, action, reward, next_state, done in batch:\n",
        "      # Reward if agent is in terminal state\n",
        "      reward = reward\n",
        "      # Check that agent is not in terminal state\n",
        "      # If not in terminal state calculate reward for actions that could be played\n",
        "      if not done:\n",
        "        # Discounted total reward:\n",
        "        reward = reward + self.gamma * np.amax(self.model.predict(next_state)[0])        \n",
        "      # Target variable that is predicted by the model (action)\n",
        "      target = self.model.predict(state)\n",
        "      target[0][action] = reward\n",
        "      \n",
        "      self.model.fit(state, target, epochs=1, verbose=0)\n",
        "      \n",
        "    # We will decrease epsilon parameter that is 1 as defined in __init__  so\n",
        "    #    so we can stop performing random actions at some point\n",
        "    if self.epsilon > self.epsilon_final:\n",
        "      self.epsilon *= self.epsilon_decay"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7tcUyJMnS479"
      },
      "source": [
        "## Stage 4: Dataset preprocessing"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ya_4XPUMS8Pe"
      },
      "source": [
        "### Defining helper functions"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kK6UDGe0TACz"
      },
      "source": [
        "#### Sigmoid"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "IzXG-49iSZX3"
      },
      "outputs": [],
      "source": [
        "# Usually used at the end of a network for binary classifictation\n",
        "# It changes range of input to scale of [0,1]\n",
        "# So we can normalize input data for comparision day by day if they are on different scale\n",
        "def sigmoid(x):\n",
        "  return 1 / (1 + np.exp(-x))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0VRbmx_OTDtZ"
      },
      "source": [
        "#### Price format function"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "N8vVBL8YTGaE"
      },
      "outputs": [],
      "source": [
        "def stocks_price_format(n):\n",
        "  if n < 0:\n",
        "    return \"- $ {0:2f}\".format(abs(n))\n",
        "  else:\n",
        "    return \"$ {0:2f}\".format(abs(n))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "j8_bXTiFTHnH"
      },
      "source": [
        "#### Dataset loader"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-pXYjiBwNRsV",
        "outputId": "bf540a18-933f-4dda-86f6-d870e4901c22"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n",
            "Data set top rows: \n",
            "                     Open          High           Low         Close  \\\n",
            "Date                                                                 \n",
            "2021-01-01  28994.009766  29600.626953  28803.585938  29374.152344   \n",
            "2021-01-02  29376.455078  33155.117188  29091.181641  32127.267578   \n",
            "2021-01-03  32129.408203  34608.558594  32052.316406  32782.023438   \n",
            "2021-01-04  32810.949219  33440.218750  28722.755859  31971.914062   \n",
            "2021-01-05  31977.041016  34437.589844  30221.187500  33992.429688   \n",
            "\n",
            "               Adj Close       Volume  \n",
            "Date                                   \n",
            "2021-01-01  29374.152344  40730301359  \n",
            "2021-01-02  32127.267578  67865420765  \n",
            "2021-01-03  32782.023438  78665235202  \n",
            "2021-01-04  31971.914062  81163475344  \n",
            "2021-01-05  33992.429688  67547324782  \n",
            "Test some cutting with pandas\n",
            "Start date:  2021-01-01\n",
            "End date:  2021-07-01\n"
          ]
        }
      ],
      "source": [
        "from datetime import datetime\n",
        "import yfinance as yf\n",
        "import pandas_datareader.data as pdr\n",
        "import pandas as pd\n",
        "\n",
        "yf.pdr_override()\n",
        "\n",
        "start = datetime.strptime('2021-01-01', '%Y-%m-%d')\n",
        "end = datetime.strptime('2021-05-01', '%Y-%m-%d')\n",
        "dataset = pdr.get_data_yahoo(\"BTC-USD\", start, end)\n",
        "print(\"Data set top rows:\", \"\\n\" ,dataset.head())\n",
        "print(\"Test some cutting with pandas\")\n",
        "print(\"Start date: \", str(dataset.index[0]).split()[0])\n",
        "print(\"End date: \", str(dataset.index[-1]).split()[0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ZAcu8ZZzTNwm"
      },
      "outputs": [],
      "source": [
        "def dataset_loader(stock_name, web_data_source=\"yahoo\"): \n",
        "  yf.pdr_override()\n",
        "  start = datetime.strptime('2021-01-01', '%Y-%m-%d')\n",
        "  end = datetime.strptime('2021-05-01', '%Y-%m-%d')\n",
        "  dataset = pdr.get_data_yahoo(stock_name, start, end)\n",
        "  close = dataset['Close']\n",
        "  return close"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eG5ueRzH1Kh8"
      },
      "source": [
        "### State creator"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "zwTS0EyZ0O1k"
      },
      "outputs": [],
      "source": [
        "# Data -> dataset to predict from, gathered by data:loader()\n",
        "# Timestep -> Day in the dataset that we want to predict for [0:datalength]\n",
        "# window_suze -> how many days in past we want to use to predict current status[1:datalength]\n",
        "#         Try different setup to see what creates best fit\n",
        "def state_creator(data, timestep, window_size):\n",
        "  \n",
        "  # starting day of our state\n",
        "  starting_id = timestep - window_size + 1\n",
        "  \n",
        "  if starting_id >= 0:\n",
        "    windowed_data = data[starting_id:timestep+1]\n",
        "  else:\n",
        "    # Replicate member (data[0]) needed times\n",
        "    windowed_data = - starting_id * [data[0]] + list(data[0:timestep+1])\n",
        "    \n",
        "  state = []\n",
        "  # Iterate trough whole windowed_data minus current state (-1)\n",
        "  for i in range(window_size - 1):\n",
        "    # Normalize the difference from current day and the next day\n",
        "    # Because the prices can be very different and we want them on same scale\n",
        "    state.append(sigmoid(windowed_data[i+1] - windowed_data[i]))\n",
        "    \n",
        "  return np.array([state])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sV2a68QC34N-"
      },
      "source": [
        "### Loading a dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "acuYlqD83xcX",
        "outputId": "397d9041-b050-412d-f0c2-54ffc7ea9d57"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\r[*********************100%***********************]  1 of 1 completed\n"
          ]
        }
      ],
      "source": [
        "# Tage data for Bitcoin\n",
        "stock_name = \"BTC-USD\"\n",
        "data = dataset_loader(stock_name)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "k_KUeBY14o8Z"
      },
      "source": [
        "## Stage 5: Training the AI Trader"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hkyW12-L4qo_"
      },
      "source": [
        "### Setting hyper parameters"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dKfuoXO84c5X"
      },
      "outputs": [],
      "source": [
        "window_size = 10\n",
        "episodes = 1000 # same as epoch\n",
        "\n",
        "batch_size = 32\n",
        "data_samples = len(data) - 1 # discard last value, that we will predict on"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h2kvNZx24sJ7"
      },
      "source": [
        "### Defining the Trader model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "M4LmF2V94trY",
        "outputId": "0fe097ec-e62b-4320-ed53-3da94cc5a63d"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/keras/optimizer_v2/adam.py:105: UserWarning: The `lr` argument is deprecated, use `learning_rate` instead.\n",
            "  super(Adam, self).__init__(name, **kwargs)\n"
          ]
        }
      ],
      "source": [
        "trader = AI_Trader(window_size)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y66jkzwW4wNV",
        "outputId": "abb079a0-9054-4dd8-b4a5-52b0bce0cdf4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " dense (Dense)               (None, 32)                352       \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 64)                2112      \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 128)               8320      \n",
            "                                                                 \n",
            " dense_3 (Dense)             (None, 3)                 387       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 11,171\n",
            "Trainable params: 11,171\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "trader.model.summary()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QRip_rac5zHS"
      },
      "source": [
        "### Training loop"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "b0tytPl-5hdg",
        "outputId": "77ecaa8f-a846-46e7-c702-9ea2c959c5bb"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 1/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/181 [00:00<?, ?it/s]/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:5: RuntimeWarning: overflow encountered in exp\n",
            "  \"\"\"\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35566.656250\n",
            "AI Trader sold:  $ 33922.960938  Profit: - $ 1643.695312\n",
            "AI Trader bought:  $ 36825.367188\n",
            "AI Trader bought:  $ 35791.277344\n",
            "AI Trader sold:  $ 36069.804688  Profit: - $ 755.562500\n",
            "AI Trader bought:  $ 35547.750000\n",
            "AI Trader sold:  $ 30825.699219  Profit: - $ 4965.578125\n",
            "AI Trader bought:  $ 33005.761719\n",
            "AI Trader sold:  $ 32366.392578  Profit: - $ 3181.357422\n",
            "AI Trader bought:  $ 32569.849609\n",
            "AI Trader bought:  $ 33466.097656\n",
            "AI Trader sold:  $ 34316.386719  Profit: $ 1310.625000\n",
            "AI Trader bought:  $ 33537.175781\n",
            "AI Trader sold:  $ 35510.289062  Profit: $ 2940.439453\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37472.089844  Profit: $ 4005.992188\n"
          ]
        },
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36926.066406\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38144.308594  Profit: $ 4607.132812\n"
          ]
        },
        {
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          "text": [
            " 20%|██        | 37/181 [00:25<03:02,  1.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38903.441406  Profit: $ 1977.375000\n"
          ]
        },
        {
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          "output_type": "stream",
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            "\r 21%|██        | 38/181 [00:29<03:54,  1.64s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46196.464844\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46481.105469  Profit: $ 284.640625\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48717.289062\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47945.058594\n"
          ]
        },
        {
          "name": "stderr",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49199.871094\n"
          ]
        },
        {
          "name": "stderr",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 52149.007812  Profit: $ 3431.718750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51679.796875  Profit: $ 3734.738281\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55888.132812\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56099.519531\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48824.425781  Profit: - $ 375.445312\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49705.332031  Profit: - $ 6182.800781\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 47093.851562  Profit: - $ 9005.667969\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 45137.769531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49631.242188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48378.988281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 50538.242188  Profit: $ 5400.472656\n"
          ]
        },
        {
          "name": "stderr",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48561.167969\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48912.382812  Profit: - $ 718.859375\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51206.691406  Profit: $ 2827.703125\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56008.550781  Profit: $ 7447.382812\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 61243.085938\n"
          ]
        },
        {
          "name": "stderr",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59302.316406\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55907.199219  Profit: - $ 5335.886719\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56804.902344\n"
          ]
        },
        {
          "name": "stderr",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58870.894531  Profit: - $ 431.421875\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58346.652344  Profit: $ 1541.750000\n"
          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54529.144531\n"
          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51704.160156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55137.312500\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55973.511719\n"
          ]
        },
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55950.746094  Profit: $ 1421.601562\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58917.691406\n"
          ]
        },
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58918.832031\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59095.808594  Profit: $ 7391.648438\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59384.312500  Profit: $ 4247.000000\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59057.878906\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56048.937500\n"
          ]
        },
        {
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          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58323.953125  Profit: $ 2350.441406\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58245.003906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59793.234375\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 60204.964844  Profit: $ 1287.273438\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 63503.457031\n"
          ]
        },
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 63109.695312\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 63314.011719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 58%|█████▊    | 105/181 [05:23<05:31,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 61572.789062  Profit: $ 2653.957031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 59%|█████▉    | 107/181 [05:31<05:17,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56216.183594  Profit: - $ 2841.695312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 60%|█████▉    | 108/181 [05:36<05:12,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55724.265625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 60%|██████    | 109/181 [05:40<05:07,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56473.031250  Profit: $ 424.093750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████    | 110/181 [05:44<05:03,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53906.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████▏   | 111/181 [05:49<05:03,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51762.273438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 112/181 [05:53<04:58,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51093.652344  Profit: - $ 7151.351562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 113/181 [05:57<04:52,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 50050.867188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 63%|██████▎   | 114/181 [06:01<04:47,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49004.253906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▎   | 115/181 [06:06<04:42,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54021.753906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▍   | 116/181 [06:10<04:38,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55033.117188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 66%|██████▌   | 119/181 [06:23<04:28,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57750.175781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 66%|██████▋   | 120/181 [06:27<04:23,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57828.050781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 67%|██████▋   | 122/181 [06:36<04:13,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57200.292969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 68%|██████▊   | 123/181 [06:40<04:11,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 53333.539062  Profit: - $ 6459.695312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 69%|██████▊   | 124/181 [06:44<04:06,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57424.007812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 69%|██████▉   | 125/181 [06:49<04:03,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56396.515625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 70%|███████   | 127/181 [06:57<03:51,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58803.777344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████   | 128/181 [07:02<03:51,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58232.316406  Profit: - $ 5271.140625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████▏  | 129/181 [07:06<03:45,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55859.796875  Profit: - $ 7249.898438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 73%|███████▎  | 132/181 [07:19<03:30,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49716.191406  Profit: - $ 13597.820312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 133/181 [07:23<03:25,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49880.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 74%|███████▍  | 134/181 [07:28<03:22,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46760.187500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 75%|███████▍  | 135/181 [07:32<03:18,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46456.058594  Profit: - $ 9268.207031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 75%|███████▌  | 136/181 [07:37<03:17,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 43537.511719  Profit: - $ 10368.578125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 76%|███████▌  | 138/181 [07:45<03:06,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37002.441406  Profit: - $ 14759.832031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 77%|███████▋  | 139/181 [07:49<03:01,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 40782.738281  Profit: - $ 9268.128906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 77%|███████▋  | 140/181 [07:54<02:56,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37304.691406  Profit: - $ 11699.562500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 78%|███████▊  | 141/181 [07:58<02:50,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37536.632812  Profit: - $ 16485.121094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 78%|███████▊  | 142/181 [08:02<02:45,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 34770.582031  Profit: - $ 20262.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 79%|███████▉  | 143/181 [08:06<02:41,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38705.980469  Profit: - $ 19044.195312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 80%|███████▉  | 144/181 [08:11<02:37,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38402.222656  Profit: - $ 19425.828125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 80%|████████  | 145/181 [08:15<02:35,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39294.199219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 81%|████████  | 146/181 [08:19<02:30,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38436.968750  Profit: - $ 18763.324219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 82%|████████▏ | 148/181 [08:28<02:21,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 34616.066406  Profit: - $ 22807.941406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 82%|████████▏ | 149/181 [08:32<02:16,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35678.128906  Profit: - $ 20718.386719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 83%|████████▎ | 150/181 [08:36<02:12,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37332.855469  Profit: - $ 21470.921875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 84%|████████▍ | 152/181 [08:45<02:03,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37575.179688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 85%|████████▍ | 153/181 [08:50<02:01,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 39208.765625  Profit: - $ 10671.769531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 85%|████████▌ | 154/181 [08:54<01:57,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 36894.406250  Profit: - $ 9865.781250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 86%|████████▌ | 155/181 [08:58<01:52,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35551.957031  Profit: - $ 3742.242188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 86%|████████▌ | 156/181 [09:02<01:48,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35862.378906  Profit: - $ 1712.800781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 96%|█████████▌| 173/181 [10:16<00:34,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33723.027344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 96%|█████████▌| 174/181 [10:20<00:29,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34662.437500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 97%|█████████▋| 176/181 [10:29<00:21,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32186.277344  Profit: - $ 1536.750000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 98%|█████████▊| 178/181 [10:37<00:12,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34434.335938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 99%|█████████▉| 180/181 [10:46<00:04,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "########################\n",
            "TOTAL PROFIT: -257753.796875\n",
            "########################\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 181/181 [10:50<00:00,  3.60s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 2/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "  2%|▏         | 4/181 [00:16<12:27,  4.23s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33992.429688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 5/181 [00:21<12:25,  4.23s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36824.363281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 6/181 [00:25<12:35,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39371.042969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 7/181 [00:29<12:31,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40797.609375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 8/181 [00:34<12:24,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40254.546875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  5%|▍         | 9/181 [00:38<12:19,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38356.441406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "  6%|▌         | 11/181 [00:47<12:04,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33922.960938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  7%|▋         | 12/181 [00:51<11:58,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37316.359375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  7%|▋         | 13/181 [00:55<11:54,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 39187.328125  Profit: $ 5194.898438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  8%|▊         | 14/181 [00:59<11:51,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36825.367188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  8%|▊         | 15/181 [01:04<12:01,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 36178.140625  Profit: - $ 646.222656\n"
          ]
        },
        {
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36630.074219\n"
          ]
        },
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        },
        {
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            "AI Trader bought:  $ 36069.804688\n"
          ]
        },
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        },
        {
          "name": "stdout",
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          "text": [
            "AI Trader sold:  $ 35547.750000  Profit: - $ 3823.292969\n"
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        },
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        },
        {
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            "AI Trader sold:  $ 30825.699219  Profit: - $ 9971.910156\n"
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        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32067.642578  Profit: - $ 8186.904297\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32289.378906  Profit: - $ 6067.062500\n"
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        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32569.849609  Profit: - $ 1353.111328\n"
          ]
        },
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 30432.546875  Profit: - $ 6883.812500\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33466.097656  Profit: - $ 3359.269531\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
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            "AI Trader sold:  $ 34316.386719  Profit: - $ 2313.687500\n"
          ]
        },
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34269.523438\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader sold:  $ 33114.359375  Profit: - $ 2955.445312\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33537.175781  Profit: - $ 732.347656\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
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            "AI Trader bought:  $ 36926.066406\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader sold:  $ 38144.308594  Profit: $ 1218.242188\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57539.945312\n"
          ]
        },
        {
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        },
        {
          "name": "stdout",
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          "text": [
            "AI Trader sold:  $ 54207.320312  Profit: - $ 3332.625000\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48378.988281\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 50538.242188  Profit: $ 2159.253906\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48561.167969\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48927.304688  Profit: $ 366.136719\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 52774.265625\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51704.160156  Profit: - $ 1070.105469\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55973.511719\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55950.746094  Profit: - $ 22.765625\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59893.453125\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55724.265625\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57750.175781\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57828.050781  Profit: - $ 2065.402344\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57424.007812\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58803.777344\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58232.316406  Profit: $ 2508.050781\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55859.796875\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49150.535156\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49716.191406\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46760.187500\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46456.058594\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 43537.511719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 42909.402344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37002.441406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40782.738281\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37304.691406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37536.632812\n"
          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34770.582031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38705.980469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38402.222656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39294.199219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38436.968750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34616.066406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35678.128906\n"
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
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        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
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          ]
        },
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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          "output_type": "stream",
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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          "output_type": "stream",
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          ]
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          "output_type": "stream",
          "text": [
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          ]
        },
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          "output_type": "stream",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 159/181 [11:21<01:36,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37345.121094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 160/181 [11:26<01:30,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36702.597656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 89%|████████▉ | 161/181 [11:30<01:26,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37334.398438  Profit: - $ 20089.609375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|████████▉ | 162/181 [11:34<01:21,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35552.515625  Profit: - $ 23251.261719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|█████████ | 163/181 [11:38<01:17,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 39097.859375  Profit: - $ 16761.937500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 91%|█████████ | 164/181 [11:43<01:12,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 40218.476562  Profit: - $ 8932.058594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 91%|█████████ | 165/181 [11:47<01:08,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 40406.269531  Profit: - $ 9309.921875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 92%|█████████▏| 167/181 [11:56<01:00,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38053.503906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 93%|█████████▎| 168/181 [12:00<00:55,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35787.246094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 93%|█████████▎| 169/181 [12:04<00:51,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35615.871094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 94%|█████████▍| 170/181 [12:08<00:46,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35698.296875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 94%|█████████▍| 171/181 [12:13<00:42,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 31676.693359\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 97%|█████████▋| 176/181 [12:34<00:21,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32186.277344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 98%|█████████▊| 177/181 [12:38<00:17,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34649.644531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 98%|█████████▊| 178/181 [12:43<00:12,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34434.335938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 99%|█████████▉| 180/181 [12:51<00:04,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35040.835938\n",
            "########################\n",
            "TOTAL PROFIT: -140537.94140625\n",
            "########################\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 181/181 [12:55<00:00,  4.29s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 3/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/181 [00:00<?, ?it/s]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 29374.152344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  1%|          | 1/181 [00:04<12:40,  4.23s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32127.267578\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  1%|          | 2/181 [00:08<12:39,  4.24s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32782.023438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  2%|▏         | 3/181 [00:12<12:52,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 31971.914062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  2%|▏         | 4/181 [00:17<12:41,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33992.429688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 5/181 [00:21<12:29,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36824.363281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 6/181 [00:25<12:23,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39371.042969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 7/181 [00:29<12:15,  4.23s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40797.609375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 8/181 [00:33<12:10,  4.22s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40254.546875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  5%|▍         | 9/181 [00:38<12:08,  4.24s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38356.441406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  6%|▌         | 10/181 [00:42<12:03,  4.23s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35566.656250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33922.960938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  7%|▋         | 12/181 [00:51<12:07,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37316.359375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  7%|▋         | 13/181 [00:55<12:00,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39187.328125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36825.367188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36178.140625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35791.277344  Profit: $ 6417.125000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36630.074219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35547.750000  Profit: $ 3420.482422\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 30825.699219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33005.761719  Profit: $ 223.738281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32067.642578  Profit: $ 95.728516\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32289.378906  Profit: - $ 1703.050781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32366.392578  Profit: - $ 4457.970703\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 32569.849609  Profit: - $ 6801.193359\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 30432.546875  Profit: - $ 10365.062500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33466.097656  Profit: - $ 6788.449219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 34316.386719  Profit: - $ 4040.054688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33114.359375  Profit: - $ 2452.296875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33537.175781  Profit: - $ 385.785156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35510.289062  Profit: - $ 1806.070312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37472.089844  Profit: - $ 1715.238281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 36926.066406  Profit: $ 100.699219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38144.308594  Profit: $ 1966.167969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 39266.011719  Profit: $ 2635.937500\n"
          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38903.441406  Profit: $ 8077.742188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 27%|██▋       | 48/181 [03:25<09:36,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51679.796875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55888.132812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56099.519531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57539.945312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54207.320312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48824.425781  Profit: - $ 2855.371094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49705.332031  Profit: - $ 6182.800781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 30%|███       | 55/181 [03:55<09:08,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47093.851562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 31%|███       | 56/181 [04:00<09:00,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46339.761719  Profit: - $ 9759.757812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 31%|███▏      | 57/181 [04:04<08:54,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46188.453125  Profit: - $ 11351.492188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 32%|███▏      | 58/181 [04:08<08:49,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 45137.769531  Profit: - $ 9069.550781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 33%|███▎      | 59/181 [04:12<08:44,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49631.242188  Profit: $ 2537.390625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 60%|██████    | 109/181 [07:48<05:13,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56473.031250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████    | 110/181 [07:52<05:08,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53906.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████▏   | 111/181 [07:57<05:05,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51762.273438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 112/181 [08:01<05:02,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51093.652344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 113/181 [08:06<05:02,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 50050.867188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 63%|██████▎   | 114/181 [08:10<04:56,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49004.253906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▎   | 115/181 [08:15<04:50,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54021.753906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▍   | 116/181 [08:19<04:46,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55033.117188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 65%|██████▍   | 117/181 [08:23<04:41,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54824.703125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 65%|██████▌   | 118/181 [08:28<04:35,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53555.109375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 66%|██████▌   | 119/181 [08:32<04:30,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57750.175781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 66%|██████▋   | 120/181 [08:36<04:25,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57828.050781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 67%|██████▋   | 121/181 [08:41<04:21,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56631.078125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 67%|██████▋   | 122/181 [08:45<04:21,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57200.292969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 68%|██████▊   | 123/181 [08:50<04:15,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53333.539062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 69%|██████▊   | 124/181 [08:54<04:09,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57424.007812  Profit: $ 950.976562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 69%|██████▉   | 125/181 [08:58<04:04,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56396.515625  Profit: $ 2490.425781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 70%|██████▉   | 126/181 [09:03<03:59,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57356.402344  Profit: $ 5594.128906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 70%|███████   | 127/181 [09:07<03:54,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58803.777344  Profit: $ 7710.125000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████   | 128/181 [09:11<03:50,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58232.316406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████▏  | 129/181 [09:16<03:44,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55859.796875  Profit: $ 5808.929688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 72%|███████▏  | 130/181 [09:20<03:44,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56704.574219  Profit: $ 7700.320312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 72%|███████▏  | 131/181 [09:24<03:39,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49150.535156  Profit: - $ 4871.218750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 132/181 [09:29<03:33,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49716.191406  Profit: - $ 5316.925781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 133/181 [09:33<03:28,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49880.535156  Profit: - $ 4944.167969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 75%|███████▍  | 135/181 [09:42<03:19,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46456.058594  Profit: - $ 7099.050781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 75%|███████▌  | 136/181 [09:46<03:14,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 43537.511719  Profit: - $ 14212.664062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 76%|███████▌  | 137/181 [09:50<03:10,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 42909.402344  Profit: - $ 14918.648438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 76%|███████▌  | 138/181 [09:55<03:07,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37002.441406  Profit: - $ 19628.636719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 77%|███████▋  | 139/181 [09:59<03:06,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 40782.738281  Profit: - $ 16417.554688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 77%|███████▋  | 140/181 [10:04<03:00,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37304.691406  Profit: - $ 16028.847656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 78%|███████▊  | 141/181 [10:08<02:55,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37536.632812  Profit: - $ 20695.683594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 87%|████████▋ | 158/181 [11:22<01:39,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33472.632812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 159/181 [11:26<01:34,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37345.121094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 160/181 [11:30<01:30,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36702.597656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 89%|████████▉ | 161/181 [11:35<01:26,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37334.398438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|████████▉ | 162/181 [11:39<01:21,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35552.515625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|█████████ | 163/181 [11:43<01:17,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39097.859375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 91%|█████████ | 164/181 [11:48<01:15,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40218.476562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 92%|█████████▏| 166/181 [11:57<01:05,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38347.062500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 92%|█████████▏| 167/181 [12:01<01:01,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38053.503906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 93%|█████████▎| 168/181 [12:05<00:56,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35787.246094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 94%|█████████▍| 170/181 [12:14<00:47,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35698.296875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 94%|█████████▍| 171/181 [12:18<00:43,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 31676.693359\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 95%|█████████▌| 172/181 [12:22<00:39,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32505.660156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 96%|█████████▌| 173/181 [12:27<00:35,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33723.027344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 96%|█████████▌| 174/181 [12:31<00:30,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34662.437500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 98%|█████████▊| 177/181 [12:45<00:17,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 34649.644531  Profit: $ 1177.011719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 98%|█████████▊| 178/181 [12:49<00:13,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 34434.335938  Profit: - $ 2910.785156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 99%|█████████▉| 179/181 [12:53<00:08,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35867.777344  Profit: - $ 834.820312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 99%|█████████▉| 180/181 [12:58<00:04,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35040.835938  Profit: - $ 2293.562500\n",
            "########################\n",
            "TOTAL PROFIT: -152999.78125\n",
            "########################\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 181/181 [13:02<00:00,  4.32s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 4/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "  2%|▏         | 4/181 [00:17<12:42,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33992.429688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 5/181 [00:21<12:36,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36824.363281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 6/181 [00:25<12:32,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 39371.042969  Profit: $ 5378.613281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 7/181 [00:30<12:28,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 40797.609375  Profit: $ 3973.246094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 19%|█▉        | 34/181 [02:27<10:48,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36926.066406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 19%|█▉        | 35/181 [02:31<10:44,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38144.308594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 20%|█▉        | 36/181 [02:36<10:40,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39266.011719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 20%|██        | 37/181 [02:40<10:32,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38903.441406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 21%|██        | 38/181 [02:44<10:26,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46196.464844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 22%|██▏       | 39/181 [02:49<10:20,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46481.105469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 22%|██▏       | 40/181 [02:53<10:15,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 44918.183594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 23%|██▎       | 41/181 [02:57<10:10,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47909.332031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 23%|██▎       | 42/181 [03:02<10:06,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47504.851562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 24%|██▍       | 43/181 [03:06<10:14,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47105.515625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 24%|██▍       | 44/181 [03:11<10:05,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48717.289062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 31%|███       | 56/181 [04:03<09:09,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46339.761719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 31%|███▏      | 57/181 [04:08<09:07,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46188.453125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 32%|███▏      | 58/181 [04:12<09:00,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 45137.769531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 33%|███▎      | 59/181 [04:16<08:54,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49631.242188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 33%|███▎      | 60/181 [04:21<09:00,  4.47s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48378.988281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 34%|███▎      | 61/181 [04:25<08:53,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 50538.242188  Profit: $ 13612.175781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 34%|███▍      | 62/181 [04:30<08:46,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48561.167969  Profit: $ 10416.859375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 35%|███▍      | 63/181 [04:34<08:41,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48927.304688  Profit: $ 9661.292969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 35%|███▌      | 64/181 [04:39<08:34,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48912.382812  Profit: $ 10008.941406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 36%|███▌      | 65/181 [04:43<08:29,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51206.691406  Profit: $ 5010.226562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 36%|███▋      | 66/181 [04:47<08:25,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 52246.523438  Profit: $ 5765.417969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 37%|███▋      | 67/181 [04:52<08:21,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54824.117188  Profit: $ 9905.933594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 38%|███▊      | 68/181 [04:56<08:25,  4.48s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56008.550781  Profit: $ 8099.218750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 38%|███▊      | 69/181 [05:01<08:16,  4.44s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57805.121094  Profit: $ 10300.269531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 39%|███▊      | 70/181 [05:05<08:14,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57332.089844  Profit: $ 10226.574219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 39%|███▉      | 71/181 [05:10<08:09,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 61243.085938  Profit: $ 12525.796875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 40%|███▉      | 72/181 [05:14<08:02,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59302.316406  Profit: $ 12962.554688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 40%|████      | 73/181 [05:18<07:54,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55907.199219  Profit: $ 9718.746094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 41%|████      | 74/181 [05:23<07:47,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56804.902344  Profit: $ 11667.132812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 41%|████▏     | 75/181 [05:27<07:41,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58870.894531  Profit: $ 9239.652344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 42%|████▏     | 76/181 [05:32<07:44,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57858.921875  Profit: $ 9479.933594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 46%|████▌     | 83/181 [06:02<07:08,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51704.160156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 46%|████▋     | 84/181 [06:06<07:05,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55137.312500  Profit: $ 3433.152344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 50%|█████     | 91/181 [06:37<06:34,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59384.312500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 51%|█████     | 92/181 [06:42<06:30,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57603.890625  Profit: - $ 1780.421875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 60%|██████    | 109/181 [07:57<05:16,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56473.031250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████    | 110/181 [08:01<05:16,  4.46s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53906.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████▏   | 111/181 [08:06<05:11,  4.44s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51762.273438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 112/181 [08:10<05:04,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51093.652344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 113/181 [08:14<04:58,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 50050.867188  Profit: - $ 6422.164062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 63%|██████▎   | 114/181 [08:19<04:54,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49004.253906  Profit: - $ 4901.835938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▎   | 115/181 [08:23<04:48,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54021.753906  Profit: $ 2259.480469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▍   | 116/181 [08:27<04:43,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55033.117188  Profit: $ 3939.464844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 70%|███████   | 127/181 [09:16<03:58,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58803.777344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████   | 128/181 [09:20<03:53,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58232.316406  Profit: - $ 571.460938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 99%|█████████▉| 180/181 [13:09<00:04,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "########################\n",
            "TOTAL PROFIT: 163908.80078125\n",
            "########################\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 181/181 [13:14<00:00,  4.39s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 5/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "  5%|▍         | 9/181 [00:39<12:30,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38356.441406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  6%|▌         | 10/181 [00:43<12:27,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35566.656250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  6%|▌         | 11/181 [00:48<12:23,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33922.960938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  7%|▋         | 12/181 [00:52<12:18,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37316.359375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  7%|▋         | 13/181 [00:56<12:18,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39187.328125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  8%|▊         | 14/181 [01:01<12:23,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36825.367188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  8%|▊         | 15/181 [01:05<12:12,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36178.140625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  9%|▉         | 16/181 [01:10<12:06,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35791.277344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  9%|▉         | 17/181 [01:14<12:00,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36630.074219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 10%|▉         | 18/181 [01:18<11:55,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36069.804688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 10%|█         | 19/181 [01:23<11:50,  4.38s/it]"
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35547.750000\n"
          ]
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        {
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            "AI Trader bought:  $ 30825.699219\n"
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            "AI Trader bought:  $ 33005.761719\n"
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            "AI Trader bought:  $ 32067.642578\n"
          ]
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            "AI Trader bought:  $ 32289.378906\n"
          ]
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            "AI Trader bought:  $ 32366.392578\n"
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          "text": [
            "AI Trader bought:  $ 32569.849609\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader bought:  $ 30432.546875\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader bought:  $ 33466.097656\n"
          ]
        },
        {
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            "AI Trader bought:  $ 34316.386719\n"
          ]
        },
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34269.523438\n"
          ]
        },
        {
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        {
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          "text": [
            "AI Trader bought:  $ 33114.359375\n"
          ]
        },
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            "AI Trader bought:  $ 33537.175781\n"
          ]
        },
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        {
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            "AI Trader bought:  $ 35510.289062\n"
          ]
        },
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        {
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          "text": [
            "AI Trader bought:  $ 37472.089844\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader sold:  $ 36926.066406  Profit: - $ 1430.375000\n"
          ]
        },
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            "AI Trader bought:  $ 38144.308594\n"
          ]
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            "AI Trader bought:  $ 39266.011719\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader bought:  $ 38903.441406\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader bought:  $ 46196.464844\n"
          ]
        },
        {
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        },
        {
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          "text": [
            "AI Trader bought:  $ 46481.105469\n"
          ]
        },
        {
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        },
        {
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          ]
        },
        {
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        },
        {
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            "AI Trader bought:  $ 47909.332031\n"
          ]
        },
        {
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        },
        {
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            "AI Trader bought:  $ 47504.851562\n"
          ]
        },
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        },
        {
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          "text": [
            "AI Trader bought:  $ 47105.515625\n"
          ]
        },
        {
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          ]
        },
        {
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          ]
        },
        {
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        },
        {
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          ]
        },
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        },
        {
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          ]
        },
        {
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        },
        {
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          "text": [
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          ]
        },
        {
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        },
        {
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          "text": [
            "AI Trader bought:  $ 51679.796875\n"
          ]
        },
        {
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        },
        {
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          "text": [
            "AI Trader bought:  $ 55888.132812\n"
          ]
        },
        {
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        },
        {
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          "text": [
            "AI Trader bought:  $ 56099.519531\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57539.945312\n"
          ]
        },
        {
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        },
        {
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          "text": [
            "AI Trader bought:  $ 54207.320312\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48824.425781\n"
          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 45137.769531  Profit: $ 11214.808594\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49631.242188  Profit: $ 12314.882812\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48378.988281  Profit: $ 9191.660156\n"
          ]
        },
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 50538.242188  Profit: $ 13712.875000\n"
          ]
        },
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 48561.167969  Profit: $ 12383.027344\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51206.691406  Profit: $ 15136.886719\n"
          ]
        },
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 52246.523438  Profit: $ 16698.773438\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56008.550781  Profit: $ 23002.789062\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        },
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57332.089844  Profit: $ 25042.710938\n"
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        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59302.316406  Profit: $ 26732.466797\n"
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        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        },
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
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        },
        {
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          "output_type": "stream",
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          ]
        },
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          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54529.144531  Profit: $ 17057.054688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 45%|████▍     | 81/181 [05:53<07:08,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54738.945312  Profit: $ 16594.636719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 45%|████▌     | 82/181 [05:57<07:12,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 52774.265625  Profit: $ 13508.253906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 46%|████▌     | 83/181 [06:01<07:06,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51704.160156  Profit: $ 12800.718750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 46%|████▋     | 84/181 [06:06<06:59,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55137.312500  Profit: $ 8940.847656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 47%|████▋     | 85/181 [06:10<06:54,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55973.511719  Profit: $ 9492.406250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 48%|████▊     | 86/181 [06:14<06:49,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55950.746094  Profit: $ 11032.562500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 48%|████▊     | 87/181 [06:19<06:47,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57750.199219  Profit: $ 9840.867188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 49%|████▊     | 88/181 [06:23<06:43,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58917.691406  Profit: $ 11412.839844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 49%|████▉     | 89/181 [06:27<06:38,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58918.832031  Profit: $ 11813.316406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 50%|████▉     | 90/181 [06:32<06:39,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59095.808594  Profit: $ 10378.519531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 50%|█████     | 91/181 [06:36<06:31,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59384.312500  Profit: $ 11439.253906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 51%|█████     | 92/181 [06:40<06:25,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57603.890625  Profit: $ 8404.019531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 51%|█████▏    | 93/181 [06:45<06:22,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58758.554688  Profit: $ 6609.546875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 52%|█████▏    | 94/181 [06:49<06:17,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59057.878906  Profit: $ 7378.082031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 52%|█████▏    | 95/181 [06:53<06:11,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58192.359375  Profit: $ 2304.226562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 53%|█████▎    | 96/181 [06:58<06:07,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56048.937500  Profit: - $ 50.582031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 54%|█████▎    | 97/181 [07:02<06:02,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58323.953125  Profit: $ 784.007812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 54%|█████▍    | 98/181 [07:06<05:58,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58245.003906  Profit: $ 4037.683594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 55%|█████▍    | 99/181 [07:11<05:59,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59793.234375  Profit: $ 10968.808594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 55%|█████▌    | 100/181 [07:15<05:52,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 60204.964844  Profit: $ 10499.632812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 56%|█████▌    | 101/181 [07:19<05:46,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59893.453125  Profit: $ 13553.691406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 61%|██████    | 110/181 [07:59<05:09,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53906.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████▏   | 111/181 [08:03<05:03,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51762.273438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 112/181 [08:07<04:57,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51093.652344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 113/181 [08:11<04:53,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 50050.867188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 63%|██████▎   | 114/181 [08:16<04:48,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49004.253906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▎   | 115/181 [08:20<04:45,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54021.753906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▍   | 116/181 [08:25<04:46,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55033.117188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 65%|██████▍   | 117/181 [08:29<04:41,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54824.703125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 65%|██████▌   | 118/181 [08:33<04:34,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53555.109375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 66%|██████▌   | 119/181 [08:38<04:29,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57750.175781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 66%|██████▋   | 120/181 [08:42<04:24,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57828.050781  Profit: $ 3921.960938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 67%|██████▋   | 121/181 [08:46<04:19,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56631.078125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 67%|██████▋   | 122/181 [08:51<04:14,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57200.292969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 68%|██████▊   | 123/181 [08:55<04:10,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 53333.539062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 69%|██████▊   | 124/181 [08:59<04:06,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57424.007812  Profit: $ 5661.734375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 69%|██████▉   | 125/181 [09:04<04:05,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56396.515625  Profit: $ 5302.863281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 70%|██████▉   | 126/181 [09:08<03:59,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57356.402344  Profit: $ 7305.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 70%|███████   | 127/181 [09:12<03:53,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58803.777344  Profit: $ 9799.523438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████   | 128/181 [09:17<03:48,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58232.316406  Profit: $ 4210.562500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 71%|███████▏  | 129/181 [09:21<03:43,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55859.796875  Profit: $ 826.679688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 72%|███████▏  | 130/181 [09:25<03:38,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56704.574219  Profit: $ 1879.871094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 72%|███████▏  | 131/181 [09:29<03:34,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49150.535156  Profit: - $ 4404.574219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 132/181 [09:34<03:30,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49716.191406  Profit: - $ 8033.984375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 133/181 [09:38<03:27,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49880.535156  Profit: - $ 6750.542969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 74%|███████▍  | 134/181 [09:43<03:26,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46760.187500  Profit: - $ 10440.105469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 75%|███████▍  | 135/181 [09:47<03:20,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46456.058594  Profit: - $ 6877.480469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 85%|████████▌ | 154/181 [11:08<01:56,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36894.406250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 86%|████████▌ | 155/181 [11:13<01:52,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35551.957031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 86%|████████▌ | 156/181 [11:17<01:48,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35862.378906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 87%|████████▋ | 157/181 [11:21<01:43,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33560.707031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 87%|████████▋ | 158/181 [11:26<01:39,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33472.632812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 159/181 [11:30<01:35,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37345.121094  Profit: $ 450.714844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 160/181 [11:35<01:32,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 36702.597656  Profit: $ 1150.640625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 89%|████████▉ | 161/181 [11:39<01:27,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37334.398438  Profit: $ 1472.019531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|████████▉ | 162/181 [11:43<01:22,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35552.515625  Profit: $ 1991.808594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|█████████ | 163/181 [11:48<01:18,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 39097.859375  Profit: $ 5625.226562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 99%|█████████▉| 180/181 [13:01<00:04,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "########################\n",
            "TOTAL PROFIT: 670430.732421875\n",
            "########################\n"
          ]
        },
        {
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          "output_type": "stream",
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            "100%|██████████| 181/181 [13:05<00:00,  4.34s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 6/1000\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
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          "text": [
            "AI Trader bought:  $ 46481.105469\n"
          ]
        },
        {
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        },
        {
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          "text": [
            "AI Trader bought:  $ 44918.183594\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
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          "text": [
            "AI Trader bought:  $ 47909.332031\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47504.851562\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47105.515625\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48717.289062\n"
          ]
        },
        {
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47945.058594\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49199.871094\n"
          ]
        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 52149.007812\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51679.796875\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55888.132812\n"
          ]
        },
        {
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          "output_type": "stream",
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56099.519531\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57539.945312\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54207.320312\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48824.425781\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49705.332031\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 47093.851562\n"
          ]
        },
        {
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46339.761719\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46188.453125\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 45137.769531\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49631.242188\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48378.988281\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 50538.242188\n"
          ]
        },
        {
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          "output_type": "stream",
          "text": [
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48561.167969\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48927.304688\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48912.382812\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 51206.691406\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 52246.523438\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54824.117188\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56008.550781\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57805.121094\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57332.089844\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 61243.085938\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59302.316406\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55907.199219\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56804.902344\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58870.894531\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57858.921875\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58346.652344\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58313.644531\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57523.421875  Profit: $ 11042.316406\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54529.144531  Profit: $ 9610.960938\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54738.945312  Profit: $ 6829.613281\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 52774.265625  Profit: $ 5269.414062\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51704.160156  Profit: $ 4598.644531\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55137.312500  Profit: $ 6420.023438\n"
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55973.511719  Profit: $ 8028.453125\n"
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55950.746094  Profit: $ 6750.875000\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57750.199219  Profit: $ 5601.191406\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58917.691406  Profit: $ 7237.894531\n"
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58918.832031  Profit: $ 3030.699219\n"
          ]
        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59095.808594  Profit: $ 2996.289062\n"
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59384.312500  Profit: $ 1844.367188\n"
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 57603.890625  Profit: $ 3396.570312\n"
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        },
        {
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          "output_type": "stream",
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58758.554688  Profit: $ 9934.128906\n"
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        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59057.878906  Profit: $ 9352.546875\n"
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        },
        {
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          ]
        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58192.359375  Profit: $ 11098.507812\n"
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        {
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        },
        {
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56048.937500  Profit: $ 9709.175781\n"
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          "output_type": "stream",
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58323.953125  Profit: $ 12135.500000\n"
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        {
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          "output_type": "stream",
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          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 58245.003906  Profit: $ 13107.234375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 55%|█████▍    | 99/181 [07:07<06:03,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59793.234375  Profit: $ 10161.992188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 55%|█████▌    | 100/181 [07:11<05:55,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 60204.964844  Profit: $ 11825.976562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 56%|█████▌    | 101/181 [07:15<05:50,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 59893.453125  Profit: $ 9355.210938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 56%|█████▋    | 102/181 [07:20<05:45,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 63503.457031  Profit: $ 14942.289062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 57%|█████▋    | 103/181 [07:24<05:40,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 63109.695312  Profit: $ 14182.390625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 57%|█████▋    | 104/181 [07:28<05:34,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 63314.011719  Profit: $ 14401.628906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 58%|█████▊    | 105/181 [07:33<05:29,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 61572.789062  Profit: $ 10366.097656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 59%|█████▊    | 106/181 [07:37<05:25,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 60683.820312  Profit: $ 8437.296875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 59%|█████▉    | 107/181 [07:41<05:20,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56216.183594  Profit: $ 1392.066406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 60%|█████▉    | 108/181 [07:46<05:22,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55724.265625  Profit: - $ 284.285156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 60%|██████    | 109/181 [07:50<05:16,  4.39s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 56473.031250  Profit: - $ 1332.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████    | 110/181 [07:55<05:11,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 53906.089844  Profit: - $ 3426.000000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 61%|██████▏   | 111/181 [07:59<05:05,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51762.273438  Profit: - $ 9480.812500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 112/181 [08:03<05:01,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 51093.652344  Profit: - $ 8208.664062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 62%|██████▏   | 113/181 [08:08<04:56,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 50050.867188  Profit: - $ 5856.332031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 63%|██████▎   | 114/181 [08:12<04:53,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49004.253906  Profit: - $ 7800.648438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▎   | 115/181 [08:17<04:48,  4.38s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54021.753906  Profit: - $ 4849.140625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 64%|██████▍   | 116/181 [08:21<04:44,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 55033.117188  Profit: - $ 2825.804688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 65%|██████▍   | 117/181 [08:25<04:44,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 54824.703125  Profit: - $ 3521.949219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 65%|██████▌   | 118/181 [08:30<04:38,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 53555.109375  Profit: - $ 4758.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 72%|███████▏  | 131/181 [09:28<03:42,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49150.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 132/181 [09:32<03:38,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49716.191406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 133/181 [09:37<03:33,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49880.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 74%|███████▍  | 134/181 [09:42<03:35,  4.58s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46760.187500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 75%|███████▍  | 135/181 [09:46<03:29,  4.56s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46456.058594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 75%|███████▌  | 136/181 [09:51<03:24,  4.54s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 43537.511719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 76%|███████▌  | 137/181 [09:55<03:19,  4.53s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 42909.402344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 76%|███████▌  | 138/181 [10:00<03:14,  4.52s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37002.441406  Profit: - $ 12148.093750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 77%|███████▋  | 139/181 [10:04<03:09,  4.51s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 40782.738281  Profit: - $ 8933.453125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 77%|███████▋  | 140/181 [10:09<03:03,  4.47s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37304.691406  Profit: - $ 12575.843750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 78%|███████▊  | 141/181 [10:13<02:57,  4.44s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37536.632812  Profit: - $ 9223.554688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 78%|███████▊  | 142/181 [10:17<02:53,  4.44s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 34770.582031  Profit: - $ 11685.476562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 79%|███████▉  | 143/181 [10:22<02:51,  4.53s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38705.980469  Profit: - $ 4831.531250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 80%|███████▉  | 144/181 [10:27<02:46,  4.50s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38402.222656  Profit: - $ 4507.179688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 98%|█████████▊| 178/181 [12:57<00:13,  4.44s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34434.335938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 99%|█████████▉| 179/181 [13:02<00:08,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35867.777344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 99%|█████████▉| 180/181 [13:06<00:04,  4.43s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35040.835938\n",
            "########################\n",
            "TOTAL PROFIT: 126809.9609375\n",
            "########################\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 181/181 [13:10<00:00,  4.37s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 7/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/181 [00:00<?, ?it/s]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 29374.152344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  1%|          | 1/181 [00:04<13:15,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32127.267578\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  1%|          | 2/181 [00:08<13:09,  4.41s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32782.023438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  2%|▏         | 3/181 [00:13<13:06,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 31971.914062  Profit: $ 2597.761719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  2%|▏         | 4/181 [00:17<12:59,  4.40s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33992.429688  Profit: $ 1865.162109\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 5/181 [00:22<13:13,  4.51s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 36824.363281  Profit: $ 4042.339844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 6/181 [00:26<13:04,  4.49s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39371.042969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 7/181 [00:31<12:55,  4.46s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40797.609375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 8/181 [00:35<12:50,  4.45s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40254.546875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  5%|▍         | 9/181 [00:40<12:42,  4.44s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 38356.441406  Profit: - $ 1014.601562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  6%|▌         | 10/181 [00:44<12:35,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 35566.656250  Profit: - $ 5230.953125\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  6%|▌         | 11/181 [00:48<12:30,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 33922.960938  Profit: - $ 6331.585938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 28%|██▊       | 50/181 [03:39<09:23,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56099.519531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 28%|██▊       | 51/181 [03:44<09:20,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57539.945312\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 29%|██▉       | 53/181 [03:52<09:05,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 48824.425781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 30%|██▉       | 54/181 [03:56<08:59,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49705.332031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 31%|███       | 56/181 [04:05<09:01,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46339.761719  Profit: - $ 9759.757812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 31%|███▏      | 57/181 [04:09<08:54,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 46188.453125  Profit: - $ 11351.492188\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 32%|███▏      | 58/181 [04:13<08:47,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 45137.769531  Profit: - $ 3686.656250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 33%|███▎      | 59/181 [04:18<08:40,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 49631.242188  Profit: - $ 74.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            " 36%|███▋      | 66/181 [04:48<08:14,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 52246.523438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 54824.117188\n"
          ]
        },
        {
          "name": "stderr",
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56008.550781\n"
          ]
        },
        {
          "name": "stderr",
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        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57805.121094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 57332.089844\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 61243.085938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 59302.316406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 40%|████      | 73/181 [05:17<07:40,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55907.199219\n"
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 41%|████      | 74/181 [05:22<07:44,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56804.902344\n"
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 41%|████▏     | 75/181 [05:26<07:38,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 58870.894531\n"
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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          "text": [
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
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        {
          "name": "stdout",
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          "text": [
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
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        {
          "name": "stdout",
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          "text": [
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
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        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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        },
        {
          "name": "stdout",
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        {
          "name": "stderr",
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          "text": [
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        {
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          "name": "stderr",
          "output_type": "stream",
          "text": [
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          "name": "stderr",
          "output_type": "stream",
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        {
          "name": "stderr",
          "output_type": "stream",
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          "name": "stderr",
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          "text": [
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          "name": "stderr",
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          "text": [
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          "name": "stderr",
          "output_type": "stream",
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          "name": "stderr",
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          "name": "stderr",
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          "text": [
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          "name": "stderr",
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          "name": "stderr",
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          "text": [
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          "text": [
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          "name": "stderr",
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        {
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          "name": "stderr",
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          "name": "stdout",
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          "name": "stderr",
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        {
          "name": "stderr",
          "output_type": "stream",
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        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
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        {
          "name": "stdout",
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        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
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          "name": "stdout",
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          "text": [
            "AI Trader sold:  $ 51762.273438  Profit: - $ 484.250000\n"
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        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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        {
          "name": "stdout",
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          "name": "stderr",
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          "text": [
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          "name": "stderr",
          "output_type": "stream",
          "text": [
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          "text": [
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          "text": [
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          "text": [
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          "text": [
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          "text": [
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          "text": [
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          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 55859.796875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 56704.574219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49150.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 73%|███████▎  | 132/181 [09:31<03:31,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49716.191406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 49880.535156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46760.187500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 46456.058594\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 43537.511719\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 42909.402344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37002.441406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40782.738281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37304.691406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37536.632812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34770.582031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38705.980469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38402.222656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39294.199219\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
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          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38436.968750\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 81%|████████  | 147/181 [10:36<02:28,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35697.605469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 82%|████████▏ | 148/181 [10:41<02:23,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34616.066406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 82%|████████▏ | 149/181 [10:45<02:18,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35678.128906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 83%|████████▎ | 150/181 [10:49<02:14,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37332.855469\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 83%|████████▎ | 151/181 [10:54<02:12,  4.42s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36684.925781\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 84%|████████▍ | 152/181 [10:58<02:06,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader sold:  $ 37575.179688  Profit: - $ 20229.941406\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 85%|████████▍ | 153/181 [11:02<02:01,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39208.765625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 85%|████████▌ | 154/181 [11:07<01:56,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36894.406250\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 86%|████████▌ | 155/181 [11:11<01:52,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35551.957031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 86%|████████▌ | 156/181 [11:15<01:47,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35862.378906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 87%|████████▋ | 157/181 [11:20<01:43,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33560.707031\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 87%|████████▋ | 158/181 [11:24<01:39,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33472.632812\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 159/181 [11:28<01:34,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37345.121094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 88%|████████▊ | 160/181 [11:33<01:31,  4.37s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36702.597656\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 89%|████████▉ | 161/181 [11:37<01:26,  4.35s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 37334.398438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|████████▉ | 162/181 [11:41<01:22,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35552.515625\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 90%|█████████ | 163/181 [11:46<01:17,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39097.859375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 91%|█████████ | 164/181 [11:50<01:13,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40218.476562\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 91%|█████████ | 165/181 [11:54<01:08,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40406.269531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 92%|█████████▏| 166/181 [11:58<01:04,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38347.062500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 92%|█████████▏| 167/181 [12:03<01:00,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38053.503906\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 93%|█████████▎| 168/181 [12:07<00:56,  4.36s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35787.246094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 93%|█████████▎| 169/181 [12:12<00:52,  4.34s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35615.871094\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 94%|█████████▍| 170/181 [12:16<00:47,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35698.296875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 94%|█████████▍| 171/181 [12:20<00:43,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 31676.693359\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 95%|█████████▌| 172/181 [12:24<00:38,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32505.660156\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 96%|█████████▌| 173/181 [12:29<00:34,  4.31s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33723.027344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 96%|█████████▌| 174/181 [12:33<00:30,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34662.437500\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 97%|█████████▋| 175/181 [12:37<00:25,  4.28s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 31637.779297\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 97%|█████████▋| 176/181 [12:41<00:21,  4.27s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32186.277344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 98%|█████████▊| 177/181 [12:46<00:17,  4.33s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34649.644531\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 98%|█████████▊| 178/181 [12:50<00:12,  4.32s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 34434.335938\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 99%|█████████▉| 179/181 [12:55<00:08,  4.30s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35867.777344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r 99%|█████████▉| 180/181 [12:59<00:04,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 35040.835938\n",
            "########################\n",
            "TOTAL PROFIT: -57464.724609375\n",
            "########################\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "100%|██████████| 181/181 [13:03<00:00,  4.33s/it]\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Episode: 8/1000\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/181 [00:00<?, ?it/s]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 29374.152344\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  1%|          | 1/181 [00:04<12:36,  4.20s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32127.267578\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  1%|          | 2/181 [00:08<12:32,  4.20s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 32782.023438\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  2%|▏         | 3/181 [00:12<12:26,  4.20s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 31971.914062\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  2%|▏         | 4/181 [00:17<12:38,  4.29s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 33992.429688\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 5/181 [00:21<12:28,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 36824.363281\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  3%|▎         | 6/181 [00:25<12:24,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 39371.042969\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 7/181 [00:29<12:20,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40797.609375\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  4%|▍         | 8/181 [00:33<12:16,  4.25s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 40254.546875\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "\r  5%|▍         | 9/181 [00:38<12:12,  4.26s/it]"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "AI Trader bought:  $ 38356.441406\n"
          ]
        }
      ],
      "source": [
        "for episode in range(1, episodes + 1):\n",
        "  \n",
        "  # To keep track of training process\n",
        "  # .format populates {} with variables in .format(x,y)\n",
        "  print(\"Episode: {}/{}\".format(episode, episodes))\n",
        "  \n",
        "  # Create state\n",
        "  # second parameter is timestep = 0\n",
        "  state = state_creator(data, 0, window_size + 1)\n",
        "  \n",
        "  total_profit = 0\n",
        "  # Empty inventory before starting episode\n",
        "  trader.inventory = []\n",
        "  \n",
        "  # One timestep is one day so number of timesteps we have represent data we have\n",
        "  # tqdm is used for visualization\n",
        "  for t in tqdm(range(data_samples)):\n",
        "    \n",
        "    # First we will access action that is going to be taken by model \n",
        "    action = trader.trade(state)\n",
        "    \n",
        "    # Use action to get to next state(t+)\n",
        "    next_state = state_creator(data, t+1, window_size + 1)\n",
        "    # As we did not calculate anything up to this point reward is 0\n",
        "    reward = 0\n",
        "    \n",
        "    if action == 1: #Buying\n",
        "      # Put buyed stock to inventory to trade with\n",
        "      trader.inventory.append(data[t])\n",
        "      print(\"AI Trader bought: \", stocks_price_format(data[t]))\n",
        "      \n",
        "    # To sell we need to have something in inventory  \n",
        "    elif action == 2 and len(trader.inventory) > 0: #Selling\n",
        "      # Check buy price, pop removes first value from list\n",
        "      buy_price = trader.inventory.pop(0)\n",
        "      \n",
        "      # If we gain money (current price - buy price) we have reward \n",
        "      #    if we lost money then reward is 0\n",
        "      reward = max(data[t] - buy_price, 0)\n",
        "      total_profit += data[t] - buy_price\n",
        "      print(\"AI Trader sold: \", stocks_price_format(data[t]), \" Profit: \" + stocks_price_format(data[t] - buy_price) )\n",
        "      \n",
        "    # if t is last sample in our dateset we are done\n",
        "    #     we do not have any steps to perform in current episode\n",
        "    if t == data_samples - 1:\n",
        "      done = True\n",
        "    else:\n",
        "      done = False\n",
        "    \n",
        "    # Append all data to trader-agent memory, experience buffer\n",
        "    trader.memory.append((state, action, reward, next_state, done))\n",
        "    \n",
        "    # change state to next state, so we are done with an episode\n",
        "    state = next_state\n",
        "    \n",
        "    if done:\n",
        "      print(\"########################\")\n",
        "      print(\"TOTAL PROFIT: {}\".format(total_profit))\n",
        "      print(\"########################\")\n",
        "    \n",
        "    # Chekc if we have more information in our memory than batch size\n",
        "    if len(trader.memory) > batch_size:\n",
        "      trader.batch_train(batch_size)\n",
        "  \n",
        "  # Save the model every 10 episodes\n",
        "  if episode % 10 == 0:\n",
        "    trader.model.save(\"ai_trader_{}.h5\".format(episode))\n",
        "    "
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "collapsed_sections": [],
      "machine_shape": "hm",
      "name": "Copia de Reinforcement Learning for Stock Market Trading.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}