notebooks/02_external_validation.ipynb

{
  "cells": [
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      "cell_type": "markdown",
      "source": [
        "[Run on Colab](https://colab.research.google.com/drive/1VwWV3CuREOYR60yrrsrEGy_j8jsKBgKm#scrollTo=Sb66hWQ5-ulU)"
      ],
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      "cell_type": "markdown",
      "metadata": {
        "id": "aiiNa40PFv6S"
      },
      "source": [
        "# Model validation with external data\n",
        "In this notebook I will try to get the performance of the model on an external dataset I have obtained from a public repository, like ChEMBL, PubChem, Therapeutics Data Commons or MoleculeNet.\n",
        "\n",
        "I need to find a dataset for which experimental data exactly as the one used to train my model of interest is available."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# About the Dataset\n",
        "\n",
        "The dataset contains 4510 data which is a subset of Aqueous Solubility from MLSMR Stock Solutions [PubChem AID 1996](https://pubchem.ncbi.nlm.nih.gov/bioassay/1996)."
      ],
      "metadata": {
        "id": "StsNlIEj1ox6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Import necessary libraries\n",
        "In this codeblock I will import the necessary packages and specify the paths to relevant folders"
      ],
      "metadata": {
        "id": "vpeRsDWv-X-g"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 5,
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        },
        "id": "F16l6RhiFv6V",
        "outputId": "6bf40cea-dfc3-45a3-d68a-40d074649767"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n",
            "Requirement already satisfied: rdkit in /usr/local/lib/python3.10/dist-packages (2023.9.5)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from rdkit) (1.25.2)\n",
            "Requirement already satisfied: Pillow in /usr/local/lib/python3.10/dist-packages (from rdkit) (9.4.0)\n"
          ]
        }
      ],
      "source": [
        "\n",
        "\n",
        "## Mount google drive\n",
        "from google.colab import drive\n",
        "drive.mount(\"/content/drive\")\n",
        "import sys\n",
        "\n",
        "_ = sys.path.append(\"/usr/local/lib/python3.7/site-packages\")\n",
        "\n",
        "\n",
        "sys.path.append(\"/content/drive/MyDrive/Ersilia_ModelValidation\")\n",
        "\n",
        "\n",
        "!pip install rdkit\n",
        "\n",
        "\n",
        "\n",
        "import os\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from rdkit import Chem\n",
        "from src.src import standardise_smiles\n",
        "from src.src import get_inchikey\n",
        "from sklearn.metrics import roc_curve, auc, roc_auc_score, balanced_accuracy_score, confusion_matrix\n",
        "\n",
        "\n",
        "\n",
        "# specify your output folder\n",
        "\n",
        "output_folder = \"/content/drive/MyDrive/Ersilia_ModelValidation/Data/Output\"  # @param {type:\"string\"}\n",
        "\n",
        "# specify the input folder path\n",
        "\n",
        "input_folder = \"/content/drive/MyDrive/Ersilia_ModelValidation/Data/Input\"  # @param {type:\"string\"}\n",
        "plot_folder = \"/content/drive/MyDrive/Ersilia_ModelValidation/Plots\"  # @param {type:\"string\"}\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plot_folder = \"/content/drive/MyDrive/Ersilia_ModelValidation/Plots\"  # @param {type:\"string\"}"
      ],
      "metadata": {
        "id": "W05ytjQX2qnk"
      },
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# In this codeblock I will load the external dataset as a pandas dataframe"
      ],
      "metadata": {
        "id": "O5K1-F8z-Peo"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 6,
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          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "gqi-R5DMFv6W",
        "outputId": "f76351a3-f209-46b6-c25a-b941610d08a6"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  ID  Value                                      SMILES  outcomes  \\\n",
              "0  >   46.0       COC1=CC=CC(=C1)CNC(=O)CCC(=O)N2CCOCC2         0   \n",
              "1  >   50.6  CCCCCC(=O)NC1=CC(=CC=C1)S(=O)(=O)NC2=NCCC2         0   \n",
              "2  >   46.6  C1=CC(=C(N=C1)NC(=O)CCC(=O)C2=CC=C(S2)Cl)O         0   \n",
              "3  >   47.0     COC1=CC=CC=C1C(=O)NCCC(=O)NCC2=CC=NC=C2         0   \n",
              "4  >   46.3  CN(C1CCS(=O)(=O)C1)C(=O)COC2=CC=CC(=C2)C#N         0   \n",
              "\n",
              "        Solubility  \n",
              "0  high_solubility  \n",
              "1  high_solubility  \n",
              "2  high_solubility  \n",
              "3  high_solubility  \n",
              "4  high_solubility  "
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            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "test_data",
              "summary": "{\n  \"name\": \"test_data\",\n  \"rows\": 4510,\n  \"fields\": [\n    {\n      \"column\": \"ID\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \">\",\n          \"=\",\n          \"<\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Value\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 18.57583872909011,\n        \"min\": 0.1,\n        \"max\": 171.0,\n        \"num_unique_values\": 578,\n        \"samples\": [\n          38.0,\n          7.1,\n          0.6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"SMILES\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4510,\n        \"samples\": [\n          \"CC1=C(C(=NO1)C2=C(C=CC=C2Cl)Cl)C(=O)N=C(N)N3CCCC3\",\n          \"CN(CC(=O)NC1=CC=C(C=C1)F)CC(=O)N2CCCC2\",\n          \"CCCNC(=O)C1=CC=CC=C1SCC2=C(ON=C2C)C\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"outcomes\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0,\n        \"min\": 0,\n        \"max\": 1,\n        \"num_unique_values\": 2,\n        \"samples\": [\n          1,\n          0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Solubility\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"low_solubility\",\n          \"high_solubility\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "# Read the external data into pandas dataframe\n",
        "\n",
        "test_data = pd.read_csv(os.path.join(input_folder, 'external_data.csv'))\n",
        "# Map classes to solubility outcomes\n",
        "test_data['Solubility'] = test_data['outcomes'].map({1: 'low_solubility', 0: 'high_solubility'})\n",
        "\n",
        "# check the first five rows with its header\n",
        "test_data.head()"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "5z2LLY3UAK-_"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "#  Exploratory Data Analysis"
      ],
      "metadata": {
        "id": "SWmd6i2Z-COP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        " Data distribution: How many molecules do I have in each class? How many low solubles and how many high solubles molecules?"
      ],
      "metadata": {
        "id": "eRncrFAOWBWM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Count the number of molecules in each class\n",
        "class_count= test_data['Solubility'].value_counts()\n",
        "class_count"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rbW7_H2SHfNK",
        "outputId": "518ab4fd-048a-4827-b7ea-c285a18109e2"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "high_solubility    3177\n",
              "low_solubility     1333\n",
              "Name: Solubility, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Let's visualise to understand the data"
      ],
      "metadata": {
        "id": "ok74L6wuIRWJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# use piechart to visualise the univariate categorical variable\n",
        "#create a pieplot\n",
        "plt.pie(class_count.values, labels=class_count.index, colors= ['green', 'red'],autopct='%1.1f%%')\n",
        "\n",
        "my_circle= plt.Circle((0,0), 0.4, color='white')\n",
        "p=plt.gcf()\n",
        "p.gca().add_artist(my_circle)\n",
        "# Save the plot\n",
        "plt.savefig(os.path.join(plot_folder, 'Model_external_data_validation','test_data_class_count.png'));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "id": "4jkcSePHH2HJ",
        "outputId": "f408b9c1-f171-4900-87a9-348b51ad4bbc"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data Preprocessing\n",
        "In this codeblocks I will process the external dataset so that I have a dataframe with three columns: standard smiles / InchiKey / experimental_value"
      ],
      "metadata": {
        "id": "sL8Xda89WTAJ"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "lEpDV3dZFv6X"
      },
      "outputs": [],
      "source": [
        "# drop the id column\n",
        "test_data= test_data.drop(columns= 'ID')\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# check that the data contains valid smiles\n",
        "smiles_list = test_data['SMILES'].tolist()\n",
        "\n",
        "# List to store valid smiles and invalid smiles\n",
        "valid_smiles = []\n",
        "invalid_smiles = []\n",
        "\n",
        "# Iterate over each smiles string\n",
        "for smiles in smiles_list:\n",
        "    mol = Chem.MolFromSmiles(smiles)\n",
        "    if mol is not None:\n",
        "        valid_smiles.append(smiles)\n",
        "    else:\n",
        "        invalid_smiles.append(smiles)\n",
        "\n",
        "# Print the number of valid and invalid SMILES\n",
        "print(f'Number of valid SMILES: {len(valid_smiles)}')\n",
        "print(f'Number of invalid SMILES: {len(invalid_smiles)}')\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4N67UXIv_Zs4",
        "outputId": "6f275ad7-0727-41e1-af8a-6fa6417eed8c"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of valid SMILES: 4510\n",
            "Number of invalid SMILES: 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# check for missing values\n",
        "test_data.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HTX-FNBY_A7g",
        "outputId": "888f0dac-e395-4bf2-ea21-5c26c8fc8629"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Value         0\n",
              "SMILES        0\n",
              "outcomes      0\n",
              "Solubility    0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test_data.duplicated().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E6GebWn0_KDp",
        "outputId": "024b94a3-0d67-4792-f958-7f570ed7d08d"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# create standardized_smiles column: Convert molecules to standard smiles by applying the standardise_smile function on the 'SMILE' column\n",
        "test_data['standardized_smiles'] = test_data['SMILES'].apply(standardise_smiles)"
      ],
      "metadata": {
        "id": "9ONixcj7BVou"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# In this codeblock I will get the Inchikey representation of the molecules using the RDKIT package\n",
        "# Apply the function to the \"standardise_smile\" column\n",
        "\n",
        "test_data[\"inchi_key\"] = test_data[\"SMILES\"].apply(get_inchikey)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Tt49z_ISCBA3",
        "outputId": "6463364e-7042-4a99-f11b-194777b8c9be"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:39] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Proton(s) added/removed\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:40] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Proton(s) added/removed\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:41] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged; Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n",
            "[08:09:42] WARNING: Charges were rearranged\n",
            "\n",
            "[08:09:42] WARNING: Omitted undefined stereo\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# check the columns in the data\n",
        "test_data.columns"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YmkcCobICPb1",
        "outputId": "800efd61-7b13-4dfc-f549-8c7c96ffd94c"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Value', 'SMILES', 'outcomes', 'Solubility', 'standardized_smiles',\n",
              "       'inchi_key'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "relevant_columns= ['standardized_smiles', 'inchi_key', 'outcomes']\n",
        "test_data= test_data[relevant_columns]\n",
        "new_columns= test_data.columns\n",
        "print(f'The columns in the test_data are: {new_columns}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cb6xwDXlCfzl",
        "outputId": "9df0b123-c963-44d4-e725-06ce774e57a4"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The columns in the test_data are: Index(['standardized_smiles', 'inchi_key', 'outcomes'], dtype='object')\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#  In this codeblock I will make sure there are no repeated molecules between the train set used in the model and the external dataset I curated\n",
        " Repeated molecules must be eliminated to avoid bias"
      ],
      "metadata": {
        "id": "3pBL9GPn9su4"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1pT6ZZlRFv6X",
        "outputId": "7f95fab2-09a9-42cd-b265-6c1642449c89"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overlap detected. Common molecules:\n",
            "                                    standardized_smiles  \\\n",
            "132   CCn1cc(C(=O)O)c(=O)c2cnc(N3CCN(C(=S)Nc4ccccc4)...   \n",
            "874                CS(=O)(=O)c1ccc2nc(NC(=O)C3CC3)sc2c1   \n",
            "1416               O=C(Nc1ccccc1O)c1ccc(NC(=O)C2CC2)cc1   \n",
            "\n",
            "                        inchi_key  outcomes  \n",
            "132   ARGUMDNARGOSPU-UHFFFAOYSA-N         0  \n",
            "874   IXYYBELPQCLWCW-UHFFFAOYSA-N         0  \n",
            "1416  NWGMMNNPEZGBQM-UHFFFAOYSA-N         1  \n",
            "Removed common molecules from test dataset.\n",
            "The count of molecules in the test data before cleaning is: 4510\n",
            "The count of unique molecules in the cleaned test data is: 4507\n",
            "The count of common molecules in train and test data that was removed 3\n"
          ]
        }
      ],
      "source": [
        "\n",
        "\n",
        "train_data = pd.read_csv(os.path.join(input_folder, 'eos74bo_validation', 'train_data.csv'))\n",
        "\n",
        "molecule_count = len(test_data)\n",
        "# Extract unique identifiers (InChI keys)\n",
        "train_identifiers = set(train_data['inchi_key'])\n",
        "test_identifiers = set(test_data['inchi_key'])\n",
        "\n",
        "# Check for overlap\n",
        "overlap = train_identifiers.intersection(test_identifiers)\n",
        "\n",
        "if overlap:\n",
        "    print(\"Overlap detected. Common molecules:\")\n",
        "    common_molecules = train_data[train_data['inchi_key'].isin(overlap)]\n",
        "    print(common_molecules)\n",
        "\n",
        "    # Remove common molecules from test dataset\n",
        "    test_data = test_data[~test_data['inchi_key'].isin(overlap)]\n",
        "    print(\"Removed common molecules from test dataset.\")\n",
        "else:\n",
        "    print(\"No overlap detected. Test dataset is unique.\")\n",
        "unique_molecule_count = len(test_data)\n",
        "molecule_removed_count= molecule_count - unique_molecule_count\n",
        "print(f\"The count of molecules in the test data before cleaning is: {molecule_count}\")\n",
        "print(f\"The count of unique molecules in the cleaned test data is: {unique_molecule_count}\")\n",
        "print(f\"The count of common molecules in train and test data that was removed {molecule_removed_count}\")\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Let's confirm that the common molecules has been eliminated"
      ],
      "metadata": {
        "id": "XaJTwfg7Wmrs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Extract the unique Inchi_keys from train_data and test_data\n",
        "train_inchi_keys = set(train_data['inchi_key'])\n",
        "test_inchi_keys = set(test_data['inchi_key'])\n",
        "\n",
        "# Check for common Inchi_keys\n",
        "common_inchi_keys = train_inchi_keys.intersection(test_inchi_keys)\n",
        "\n",
        "if len(common_inchi_keys) == 0:\n",
        "    print(\"No common Inchi_keys found between train_data and test_data.\")\n",
        "else:\n",
        "    print(\"There are common Inchi_keys between train_data and test_data.\")\n",
        "    print(\"Common Inchi_keys:\", common_inchi_keys)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aKQq1VCTP4Ta",
        "outputId": "49f18b52-277b-4482-a725-b213fa663910"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "No common Inchi_keys found between train_data and test_data.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#  In this codeblocks, I will load the predictions I obtained with the EMH model and check several ML performance metrics"
      ],
      "metadata": {
        "id": "CvZ0pmJv9hAK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "external_validation_prediction = pd.read_csv(os.path.join(output_folder, 'external_predictions_result.csv'))"
      ],
      "metadata": {
        "id": "PRgUCsYK3qR4"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Generate x values (indices)\n",
        "x = range(len(external_validation_prediction))\n",
        "plt.scatter(x, external_validation_prediction['predicted_probability'])\n",
        "plt.xlabel('Index')\n",
        "plt.ylabel('model_probabilitied')\n",
        "plt.title('Model_external_validation')\n",
        "# Save the plot\n",
        "plt.savefig(os.path.join(plot_folder, 'Model_external_data_validation', 'scatter.png'))\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "3hvwIt_R3h-l",
        "outputId": "3aeded71-4399-48c4-da94-a89302c57e53"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "xus5MnSWFv6X",
        "outputId": "a0cad0a7-8d9f-4a55-ee92-5dc6b740aaef"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# evaluate the perfomance of the model on external dataset\n",
        "\n",
        "fpr, tpr, thresholds = roc_curve(external_validation_prediction['outcomes'], external_validation_prediction['predicted_outcomes'])\n",
        "roc_auc = auc(fpr, tpr)\n",
        "\n",
        "# Plot ROC curve\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.plot(fpr, tpr, color='blue', lw=2, label='eos74b0 ROC curve (AUC = %0.4f)' % roc_auc)\n",
        "plt.plot([0, 1], [0, 1], color='red', linestyle='--', lw=2, label='Random guess')\n",
        "plt.xlabel('False Positive Rate')\n",
        "plt.ylabel('True Positive Rate')\n",
        "plt.title('Receiver Operating Characteristic (ROC) Curve for eos74bo')\n",
        "plt.legend(loc='lower right')\n",
        "# Save the plot\n",
        "plt.savefig(os.path.join(plot_folder,'Model_external_data_validation', 'external_data_AUROC.png'))\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# evaluate the model with the following metrics\n",
        "auc_roc = roc_auc_score(external_validation_prediction['outcomes'], external_validation_prediction['predicted_outcomes'])\n",
        "bacc = balanced_accuracy_score(external_validation_prediction['outcomes'], external_validation_prediction['predicted_outcomes'])\n",
        "tn, fp, fn, tp = confusion_matrix(external_validation_prediction['outcomes'], external_validation_prediction['predicted_outcomes']).ravel()\n",
        "\n",
        "sensitivity = tp / (tp + fn)\n",
        "specificity = tn / (tn + fp)\n",
        "\n",
        "\n",
        "print(f'auc_roc score is {auc_roc:.4f}')\n",
        "print(f'The balanced accuracy is {bacc:.4f}')\n",
        "print(f'The sensitivity is {sensitivity:.4f} and the specificity is {specificity:.4f}')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ryxQHm_JS9_9",
        "outputId": "9eab5a98-2cce-49aa-cd92-6585aa64133c"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "auc_roc score is 0.7411\n",
            "The balanced accuracy is 0.7411\n",
            "The sensitivity is 0.7637 and the specificity is 0.7186\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "#Result Interpretation\n",
        "\n",
        "An AUC-ROC (Area Under the Receiver Operating Characteristic Curve) score of 0.7411 means that the model's performance in terms of differentiating  between the positive(low solubility) and negative(high solubility) classes is relatively good because the closer the AUC-ROC score is to 1, the better the model's performance.\n",
        "\n",
        "The model's balanced accuracy is 74.11% across both classes (i.e., active and inactive) as revealed in the balanced accuracy score. This is a useful metric when dealing with imbalanced dataset and this is the case with test dataset that I used.\n",
        "\n",
        "Sensitivity score of 0.7637 means the model correctly identifies 76.37% of the positive cases (i.e. low soluble compounds) out of all actual positive case (all low soluble compounds in the data). The sensitivity is really important because we want to able to identify low soluble compounds correctly such that we do not mistakenly use poor soluble compounds to develop drugs which will be very costly since the focus is on minimizing Type 2 errors.\n",
        "\n",
        "Specificity score of 0.7186 indicates that approximately 71.86% of the actual negative cases (high solubility molecules) are correctly identified as negative by the model.\n",
        "\n"
      ],
      "metadata": {
        "id": "pMvD7D8FYp5N"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Conclusion\n",
        "\n",
        "Results are based on a clean version of test data set by removing the four common samples in the train data set  and test data set.\n"
      ],
      "metadata": {
        "id": "J7_s7cambHKN"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "lykTFA1ObNy-"
      },
      "execution_count": 25,
      "outputs": []
    }
  ],
  "metadata": {
    "language_info": {
      "name": "python"
    },
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}