ML_protein_binnding_data_prep.ipynb

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      "source": [
        "# Prediction of binding affinity for UniPort proteins for various ligands\n",
        "\n",
        "In this Notebook we explore the dataset (Deloitte_Drug_Discovery_dataset.csv). This dataset contains the list of Uniport IDs for various proteins, lingands chem ids for ligands and lignad binding affinity measured by kiba_score.  In this Notebook we perform the following:\n",
        "\n",
        "1) Exploratory data analysis and data cleaning (removing duplicates)\n",
        "\n",
        "2) Expand the datasset for negative samples\n",
        "\n",
        "3) Extract features for Uniprot proteins (https://www.uniprot.org/) from UniRep and features for Pub Chem ligands (https://pubchem.ncbi.nlm.nih.gov/).\n",
        "\n",
        "4) We form the dataset for ML model."
      ],
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      "cell_type": "markdown",
      "source": [
        "# Import libaries"
      ],
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      "source": [
        "\n",
        "# Install missing modules\n",
        "!pip install rdkit --quiet\n",
        "!pip install pubchempy --quiet\n"
      ],
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            "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m32.8/32.8 MB\u001b[0m \u001b[31m66.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h  Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Building wheel for pubchempy (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
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      "cell_type": "code",
      "source": [
        "\n",
        " # Data Science libraries\n",
        "import pandas as pd\n",
        "from matplotlib import pyplot as plt\n",
        "import seaborn as sns\n",
        "import numpy as np\n",
        "import requests\n",
        "\n",
        "# Get ML libraries\n",
        "from transformers import AutoTokenizer, AutoModel\n",
        "import torch\n",
        "\n",
        "# data manipulation\n",
        "import pickle\n",
        "\n",
        "# parallel library\n",
        "from concurrent.futures import ProcessPoolExecutor, as_completed\n",
        "\n",
        "# add time to measure speed\n",
        "import time\n",
        "\n",
        "# Get RDkit libraries\n",
        "from rdkit import Chem\n",
        "from rdkit.Chem import AllChem\n",
        "import pubchempy as pcp\n",
        "from rdkit.Chem import AllChem, rdMolDescriptors, Descriptors\n"
      ],
      "metadata": {
        "id": "MJT0P-EFVEVR"
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      "execution_count": null,
      "outputs": []
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    {
      "cell_type": "code",
      "source": [
        "\n",
        "# save requirements\n",
        "!pip freeze > requirements_data_prep.txt\n"
      ],
      "metadata": {
        "id": "x7H8h3ACzrIQ"
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      "execution_count": null,
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      "cell_type": "markdown",
      "source": [
        "# Import the data"
      ],
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        "\n",
        "# read the data (test)\n",
        "data=pd.read_csv('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/Deloitte_DrugDiscovery_dataset.csv')\n",
        "# show the data\n",
        "data.head(5)\n"
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              "   UniProt_ID  pubchem_cid  kiba_score kiba_score_estimated\n",
              "0  A0A0B4J268       7428.0     21400.0                 True\n",
              "1  A0A0B4J268      65303.0     21300.0                 True\n",
              "2  A0A0B4J268      96506.0     21400.0                 True\n",
              "3  A0A0B4J268     174326.0     21300.0                 True\n",
              "4  A0A0B4J268     225906.0      7910.0                 True"
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    {
      "cell_type": "markdown",
      "source": [
        "# **Problem** : Some values are TRUE \"kiba_score_estimated\", but have the kiba_score.\n",
        "\n",
        "**Assumption:** only values with \"kiba_score_estimated\" == True are valid data points, where kiba score has been estimated.\n",
        "\n",
        "**Solution:** we will keep only these values for model training and evaluation.\n"
      ],
      "metadata": {
        "id": "1Fn----JADeB"
      }
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    {
      "cell_type": "code",
      "source": [
        "\n",
        "# keep only reliably estimated values\n",
        "data=data[data['kiba_score_estimated']==True]\n"
      ],
      "metadata": {
        "id": "iD-f5jneADkp"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Checking data consistency"
      ],
      "metadata": {
        "id": "UFIZZtTrhPTq"
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    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# basic properties\n",
        "n_points=data.shape[0]\n",
        "n_features=data.shape[1]\n",
        "print(f'Number of points: {n_points}')\n",
        "print(f'Number of features: {n_features}')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HGkyux1ihOBS",
        "outputId": "bf4efaa3-edb6-4172-dbe6-eb3209ee643c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of points: 1076648\n",
            "Number of features: 4\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "n_unique_uniport=data['UniProt_ID'].nunique()\n",
        "print(f'Number of unique UniPort IDs: {n_unique_uniport}')\n",
        "n_unique_pubchem=len(np.unique(data['pubchem_cid']))\n",
        "print(f'Number of unique PubChem IDs: {n_unique_pubchem}')\n"
      ],
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        },
        "id": "nZN5T6SvZRes",
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      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of unique UniPort IDs: 4340\n",
            "Number of unique PubChem IDs: 652280\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Drop NaN values**\n",
        "\n",
        "**Problem:** There are values that are NaN in Uniprot_ID, pubchem_cid or kiba_score. We would not be able to use these values for model training, so we would remove them.\n",
        "\n",
        "**Solution:** We make an assumption that these values could not be properly estimated. Therefore we will remove these rows from out dataset\n"
      ],
      "metadata": {
        "id": "S-noW8wa4uCY"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "print('Original dataset')\n",
        "print(data.shape)\n",
        "print('No NaN dataset')\n",
        "print(data.dropna().shape)\n",
        "\n",
        "# remove the NaNs from the shuffled data\n",
        "data=data.dropna()\n"
      ],
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      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original dataset\n",
            "(1076648, 4)\n",
            "No NaN dataset\n",
            "(1064928, 4)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Finding the duplicates\n",
        "\n",
        "Problem: Duplicates in the dataset could decrease the model perforance down the line. First we find the duplicates and estimatate the amount of them in the dataset."
      ],
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      "cell_type": "code",
      "source": [
        "\n",
        "# Find duplicates based on UniProt_ID and pubchem_cid\n",
        "duplicates = data[data.duplicated(subset=['UniProt_ID', 'pubchem_cid'], keep=False)]\n",
        "\n",
        "# Display the duplicate rows\n",
        "print(\"Duplicate pairs based on UniProt_ID and pubchem_cid:\")\n",
        "print(duplicates.shape)\n",
        "duplicates.head(5)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 242
        },
        "id": "EEZKvtKfkCXa",
        "outputId": "5c8b904e-eee6-4ad0-a0fe-060e3685c7f9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Duplicate pairs based on UniProt_ID and pubchem_cid:\n",
            "(45116, 4)\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     UniProt_ID  pubchem_cid  kiba_score kiba_score_estimated\n",
              "725      B0BNF9   56840672.0   11100.000                 True\n",
              "726      B0BNF9   56840672.0   11100.000                 True\n",
              "922      C7C422  118256794.0       0.497                 True\n",
              "923      C7C422  118256794.0       0.314                 True\n",
              "1007     C7C422  118257183.0       1.950                 True"
            ],
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "duplicates",
              "summary": "{\n  \"name\": \"duplicates\",\n  \"rows\": 45116,\n  \"fields\": [\n    {\n      \"column\": \"UniProt_ID\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1229,\n        \"samples\": [\n          \"P31213\",\n          \"Q9H5J4\",\n          \"P08833\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"pubchem_cid\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 44043290.63530003,\n        \"min\": 190.0,\n        \"max\": 164620869.0,\n        \"num_unique_values\": 15761,\n        \"samples\": [\n          135517470.0,\n          10176689.0,\n          89745365.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"kiba_score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 175885.03364989822,\n        \"min\": 0.000596,\n        \"max\": 18700000.0,\n        \"num_unique_values\": 3678,\n        \"samples\": [\n          1790.0,\n          993.0,\n          4.82\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"kiba_score_estimated\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          true\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Showing kiba score for multiple proteins (scores for multiple ligands)**\n",
        "\n",
        "---\n",
        "\n"
      ],
      "metadata": {
        "id": "ics34038WRSk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# get values for unique samples\n",
        "UniProt_ID_unique=np.unique(duplicates['UniProt_ID'].values)\n",
        "\n",
        "# Plot kiba_score for multiple unique UniPort\n",
        "n_sample=[0, 1, 2, 3 ,4, 5, 6, 7]\n",
        "\n",
        "fig, axes = plt.subplots(2, 4, figsize=(12, 8))\n",
        "\n",
        "# Flatten axes for easy indexing in the loop\n",
        "axes = axes.flatten()\n",
        "\n",
        "# Plot values for 4 scores\n",
        "for i, sample in enumerate(n_sample):\n",
        "    # Filter the data for the specific UniProt_ID\n",
        "    data_to_plot = duplicates[duplicates['UniProt_ID'] == UniProt_ID_unique[sample]]['kiba_score'].values\n",
        "    # Plot the histogram in the corresponding subplot\n",
        "    axes[i].hist(data_to_plot, bins=30, edgecolor='black', alpha=0.7)\n",
        "    axes[i].set_xlabel('KIBA Score')\n",
        "    axes[i].set_ylabel('Frequency')\n",
        "    axes[i].set_title(f'KIBA Scores for {UniProt_ID_unique[sample]}')\n",
        "# no overlap\n",
        "plt.tight_layout()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "0_-f6IJJnWS9",
        "outputId": "7f2d147d-5cd4-4abe-ae53-0518e0822110"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Problem:** there are multiple pairs of UniProt_ID x pubchem_cid\n",
        "\n",
        "**Assumption:** Different values for UniProt_ID x pubchem_cid pair correspond to multiple experimental measures.\n",
        "\n",
        "**Solution:** Since there are multiple measurements per protein x ligand pair, we assume these experiments contain equally valuable data in every experiment. Theferefore we will average these measurements per Uniprot_ID x pubchem_id value to estimate the average kiba_score from every experiment."
      ],
      "metadata": {
        "id": "e47NdwOMuaVN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Calculate the mean kiba_score for each pair and assign it back to each row in the group\n",
        "data['kiba_score_mean'] = data.groupby(['UniProt_ID', 'pubchem_cid'])['kiba_score'].transform('mean')\n",
        "\n",
        "# Drop the original kiba_score column and remove duplicates based on unique pairs\n",
        "data_unique = data.drop(columns='kiba_score').drop_duplicates(subset=['UniProt_ID', 'pubchem_cid']).rename(columns={'kiba_score_mean': 'kiba_score'})\n",
        "\n",
        "# Display the result\n",
        "print(data_unique)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wObvgIJsDQlI",
        "outputId": "b9465b46-9291-4f0a-f528-55671a1c5792"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "         UniProt_ID  pubchem_cid kiba_score_estimated  kiba_score\n",
            "0        A0A0B4J268       7428.0                 True     21400.0\n",
            "1        A0A0B4J268      65303.0                 True     21300.0\n",
            "2        A0A0B4J268      96506.0                 True     21400.0\n",
            "3        A0A0B4J268     174326.0                 True     21300.0\n",
            "4        A0A0B4J268     225906.0                 True      7910.0\n",
            "...             ...          ...                  ...         ...\n",
            "1134632      Q9ZLT0  135992859.0                 True      2220.0\n",
            "1134633      Q9ZLT0  136059714.0                 True      3570.0\n",
            "1134634      Q9ZLT0  136059715.0                 True     12100.0\n",
            "1134635      Q9ZLT0  136059716.0                 True      2480.0\n",
            "1134636      Q9ZLT0  136237280.0                 True       317.0\n",
            "\n",
            "[1042216 rows x 4 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# check for duplicates in the data\n",
        "has_duplicates = data_unique.duplicated(subset=['UniProt_ID', 'pubchem_cid']).any()\n",
        "print('Are there duplicates?')\n",
        "print(has_duplicates)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9wCI7S6SDnqz",
        "outputId": "6ce0b0f2-d359-41af-e1c4-70a7542da09e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Are there duplicates?\n",
            "False\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Problem:** there are is small amount of negative contols\n",
        "\n",
        "**Assumption:** We have found that mostly positive binding values (kiba_score > 0) are found in the dataset. Negative controls (not bound values) are not present.\n",
        "\n",
        "**Solution:** We will shuffle Uniport ID and Chem ID to create synthetic dataset with negative bindings. This will create an equal size dataset with negative bindings to ballance the \"positive\" dataset with positive bindings values from experiments."
      ],
      "metadata": {
        "id": "fnla3qQO2nT0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Distribution of kiba_scores**"
      ],
      "metadata": {
        "id": "bEo0Yvo139Xs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# find median for kiba_score\n",
        "median_thr = np.median(data_unique['kiba_score'].values)\n",
        "print('Mean value of kiba_score')\n",
        "print(median_thr)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gVqv1QAm7AlA",
        "outputId": "a834325c-534e-45e2-875f-945a94e21251"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mean value of kiba_score\n",
            "179.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Calculate the median threshold for the KIBA score\n",
        "thr = 0.01\n",
        "\n",
        "# Create the histogram with log scale on the horizontal axis\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.histplot(data_unique['kiba_score'], bins=30, log_scale=(True, False))\n",
        "plt.axvline(thr, color='red', linestyle='dashed', linewidth=2, label=f'Threshold: {thr:.2f}')\n",
        "plt.xlabel('KIBA Score (log scale)')\n",
        "plt.title('Histogram of KIBA Scores with Threshold')\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 569
        },
        "id": "QgTNTET4YvDb",
        "outputId": "bb0d5277-9611-4415-dd5c-0d340c5c1bae"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Kiba score encoding**\n",
        "\n",
        "In order to ensure bound and not bound targets are present in our dataset, we have added kiba_scores based on medians.\n",
        "\n",
        "**Binding encoding:** 0 - not bound, 1 - bound."
      ],
      "metadata": {
        "id": "LeQuAi34-RU2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# MANUAL THRESHOLD\n",
        "\n",
        "# Add label for bounded based on median\n",
        "# 0 - not found, 1 - bound\n",
        "data_unique['bound'] = (data_unique['kiba_score'] > 0).astype(int)\n"
      ],
      "metadata": {
        "id": "6bnWWtea39xs"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# create negative data by shuffling\n",
        "data_negative = data_unique.copy()\n",
        "\n",
        "# shuffle only pubchem_id, preserve the order for uniport\n",
        "data_negative['pubchem_cid'] = np.random.permutation(data_negative['pubchem_cid'].values)\n",
        "\n",
        "# set kiba score for zero (synthetic negative samples)\n",
        "\n",
        "# added kiba_score as higher than medium -> not bound\n",
        "data_negative['kiba_score']= 0\n",
        "data_negative['kiba_score_estimated']=False\n",
        "\n",
        "# make sure these pairs are negative\n",
        "data_negative['bound']=0\n",
        "\n",
        "# show results\n",
        "print('Negative samples')\n",
        "print(data_negative.head(5))\n",
        "print()\n",
        "print('Positive samples')\n",
        "print(data_unique.head(5))\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qgAnea020kUq",
        "outputId": "2c9bfb40-f18f-47b0-9a02-1442776551b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Negative samples\n",
            "   UniProt_ID  pubchem_cid  kiba_score_estimated  kiba_score  bound\n",
            "0  A0A0B4J268  118620117.0                 False           0      0\n",
            "1  A0A0B4J268  155566994.0                 False           0      0\n",
            "2  A0A0B4J268  155560069.0                 False           0      0\n",
            "3  A0A0B4J268  118753751.0                 False           0      0\n",
            "4  A0A0B4J268   75180736.0                 False           0      0\n",
            "\n",
            "Positive samples\n",
            "   UniProt_ID  pubchem_cid kiba_score_estimated  kiba_score  bound\n",
            "0  A0A0B4J268       7428.0                 True     21400.0      1\n",
            "1  A0A0B4J268      65303.0                 True     21300.0      1\n",
            "2  A0A0B4J268      96506.0                 True     21400.0      1\n",
            "3  A0A0B4J268     174326.0                 True     21300.0      1\n",
            "4  A0A0B4J268     225906.0                 True      7910.0      1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Filter out randomly occuring protein to ligand pairs"
      ],
      "metadata": {
        "id": "-zqiwuY4FS73"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Problem:** After random shuffling there is a chance that some pairs in negative will be assigned 0, while they have been measured in the original dataset. This would create the duplicates and make the data inconsistent.\n",
        "\n",
        "**Solution:** We will find all intersections between positive and negative parirs of proteins and ligands and remove these pairs from data_negative."
      ],
      "metadata": {
        "id": "6m3IAU8-FGdb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# check if there are no randomly occuring pairs due to random shuffling\n",
        "positive_pairs = set(tuple(x) for x in data_unique[['UniProt_ID', 'pubchem_cid']].to_numpy())\n",
        "negative_pairs = set(tuple(x) for x in data_negative[['UniProt_ID', 'pubchem_cid']].to_numpy())\n",
        "\n",
        "# find common pairs\n",
        "common_pairs = positive_pairs.intersection(negative_pairs)\n",
        "\n",
        "# check if the intersection is empty\n",
        "if len(common_pairs) == 0:\n",
        "       print(\"No randomly occurring pairs found.\")\n",
        "else:\n",
        "  print(f\"Found {len(common_pairs)} randomly occurring pairs:\")\n",
        "  print(common_pairs)\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k6TyPQeoFG0k",
        "outputId": "229d6ec2-e621-44e1-9481-50b64142d8c8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 8713 randomly occurring pairs:\n",
            "{('P53667', 5330790.0), ('P27338', 137640020.0), ('P49768', 127028397.0), ('P00533', 66838546.0), ('P04626', 216239.0), ('P35916', 11712649.0), ('P50750', 3038525.0), ('O60885', 164616886.0), ('Q9Y6E0', 9926054.0), ('P10635', 54582019.0), ('P35968', 88876306.0), ('P00915', 71459903.0), ('P28482', 44143534.0), ('O43570', 164624049.0), ('P48736', 42642645.0), ('P29274', 155534836.0), ('P35968', 16678439.0), ('P11309', 44551653.0), ('P23975', 46701015.0), ('Q02750', 25126798.0), ('P53779', 5281628.0), ('Q06187', 5494449.0), ('P23458', 9884685.0), ('P42336', 24905145.0), ('P00915', 162674412.0), ('P29474', 12778904.0), ('P10721', 156414.0), ('Q9ULX7', 20161.0), ('P22607', 9933475.0), ('O14965', 58056356.0), ('Q16790', 156017797.0), ('Q9BY41', 45141751.0), ('Q9UBF8', 176870.0), ('Q16790', 126508295.0), ('Q9UM73', 25184036.0), ('P19784', 4908365.0), ('P07949', 5494449.0), ('P35968', 155545755.0), ('P42336', 137453918.0), ('P12931', 17755052.0), ('P30543', 10248282.0), ('P00918', 162674235.0), ('P49761', 5279.0), ('Q06187', 24764449.0), ('Q06187', 16007391.0), ('Q9Y233', 68578314.0), ('P52333', 11617559.0), ('P51812', 10427712.0), ('P49674', 24180719.0), ('P05979', 46232874.0), ('Q9Y5Y6', 23731157.0), ('P42345', 24905167.0), ('O76074', 176155.0), ('P07949', 16007391.0), ('P00915', 3558590.0), ('Q13464', 176870.0), ('P06276', 90645121.0), ('P35968', 44440259.0), ('Q5S007', 25182616.0), ('P00915', 118721390.0), ('P35968', 90644675.0), ('P42338', 24779724.0), ('Q86V86', 5466794.0), ('P35968', 131735815.0), ('P19327', 56675320.0), ('P35968', 137321162.0), ('P10635', 137650363.0), ('P31639', 71110576.0), ('P42338', 145958063.0), ('Q9GZU7', 5976915.0), ('Q05655', 3081361.0), ('O00519', 57749958.0), ('P35968', 24905142.0), ('P00915', 55629711.0), ('P00915', 156010115.0), ('Q14680', 9829523.0), ('P21802', 10461815.0), ('P00918', 137642551.0), ('P45452', 11569185.0), ('P23458', 53398697.0), ('O14684', 53363132.0), ('P12931', 3025986.0), ('P04150', 24781731.0), ('P10721', 3038525.0), ('P81908', 122188357.0), ('P11309', 68327929.0), ('Q05655', 11152667.0), ('P35968', 11676119.0), ('Q9UM73', 3062316.0), ('P14780', 9885136.0), ('P06213', 10138259.0), ('Q92769', 72375670.0), ('Q63931', 10010811.0), ('P80457', 136235506.0), ('Q9H4B4', 53398697.0), ('P04626', 53418393.0), ('O00329', 118470097.0), ('P36888', 53398697.0), ('Q14524', 118110792.0), ('P04626', 3038525.0), ('O60674', 72710568.0), ('Q16539', 9549178.0), ('Q04771', 16722836.0), ('P11802', 11656518.0), ('Q9NWZ3', 3081361.0), ('O60674', 89462408.0), ('Q16539', 2662.0), ('P42345', 53354149.0), ('O00329', 11577250.0), ('P45983', 11409972.0), ('P23443', 135398510.0), ('Q9NWZ3', 11667893.0), ('P20248', 150080961.0), ('P28335', 118464427.0), ('P41143', 118718760.0), ('P00915', 155523252.0), ('P11802', 644241.0), ('P43681', 3945.0), ('Q16539', 135565635.0), ('P06239', 5466794.0), ('O43318', 10138259.0), ('P08631', 9892366.0), ('P27338', 118734723.0), ('O14684', 46837641.0), ('O00329', 137348751.0), ('P35968', 68208722.0), ('P27338', 71680890.0), ('Q06187', 11712649.0), ('O00329', 129097699.0), ('P42345', 44520809.0), ('P00533', 46229406.0), ('P56817', 91825549.0), ('Q15858', 70687415.0), ('P50750', 3551941.0), ('O60674', 136980273.0), ('O60674', 156017318.0), ('Q15078', 136033525.0), ('P00918', 52949626.0), ('P00519', 10297043.0), ('P00915', 145978025.0), ('P35372', 44374294.0), ('P00742', 11950253.0), ('P00915', 122194783.0), ('P00918', 71681527.0), ('P52333', 46879485.0), ('O43570', 162663641.0), ('Q16539', 24889392.0), ('O00329', 132005219.0), ('P42338', 9929127.0), ('P49841', 71543313.0), ('P21802', 68209291.0), ('Q86TI2', 11632159.0), ('P00734', 10788364.0), ('P43235', 23648331.0), ('P06239', 46865656.0), ('P50750', 59603829.0), ('P37023', 644241.0), ('P53779', 68785137.0), ('P49674', 118538752.0), ('Q9Y6E0', 53398697.0), ('Q99572', 71466067.0), ('P12931', 44229839.0), ('O60674', 10074640.0), ('P42345', 11338033.0), ('P10721', 6540026.0), ('P28482', 24759534.0), ('P23458', 136930013.0), ('P53355', 644241.0), ('P35968', 6540012.0), ('Q05655', 10650891.0), ('P35968', 70696091.0), ('Q99835', 42642645.0), ('P48736', 11597571.0), ('P21802', 3062316.0), ('Q14164', 176870.0), ('P61169', 3372.0), ('P56817', 135285426.0), ('P30530', 16722836.0), ('P21397', 5280445.0), ('P49841', 6539587.0), ('O00329', 60155556.0), ('P00533', 127035163.0), ('P50406', 216239.0), ('P27487', 49797201.0), ('O60674', 118979294.0), ('P08253', 44455676.0), ('P42345', 76314027.0), ('P56817', 57520305.0), ('Q9Y233', 86345856.0), ('Q08345', 11984591.0), ('O60674', 70497257.0), ('P42336', 25032718.0), ('P10721', 11451527.0), ('P11309', 58303678.0), ('P00533', 2794188.0), ('Q12852', 135423438.0), ('P19099', 71538422.0), ('Q8WW43', 66679703.0), ('O00329', 5494449.0), ('P45984', 9867822.0), ('P11309', 71523373.0), ('Q16539', 176155.0), ('Q16539', 57519545.0), ('P11712', 46236221.0), ('P42345', 216239.0), ('Q99720', 14983041.0), ('P19784', 208908.0), ('P42338', 16722836.0), ('O43613', 118939662.0), ('P42336', 46917913.0), ('P23443', 89450756.0), ('O70536', 10029732.0), ('P00918', 11673639.0), ('O00519', 9922829.0), ('P23458', 136491566.0), ('P00519', 24180719.0), ('P08069', 127049475.0), ('P51449', 118526951.0), ('P56817', 122172725.0), ('P53779', 25066467.0), ('O43570', 46899573.0), ('Q07820', 3239711.0), ('P28482', 25184036.0), ('P42336', 58073681.0), ('O60674', 5328940.0), ('P23443', 24180719.0), ('O00329', 16007391.0), ('P35968', 10074640.0), ('P36888', 53384644.0), ('P28845', 44405363.0), ('P00918', 155542954.0), ('P53779', 9929127.0), ('P00533', 145952676.0), ('P15056', 9867822.0), ('P33533', 122195964.0), ('P41145', 155558339.0), ('P00742', 44383519.0), ('Q15858', 71720474.0), ('P00918', 56662619.0), ('P30530', 121409125.0), ('P98170', 71459485.0), ('Q5S007', 10427712.0), ('P12931', 176870.0), ('P35968', 15949976.0), ('P41143', 59451243.0), ('P49840', 4908365.0), ('P10415', 46842490.0), ('P41143', 44413395.0), ('Q15858', 118937612.0), ('Q15858', 76317019.0), ('O14965', 66548849.0), ('P19643', 122180429.0), ('P23458', 11656518.0), ('P21397', 118305277.0), ('P19327', 71449516.0), ('Q9Y5Z0', 155542315.0), ('P00918', 76318596.0), ('P29275', 118707850.0), ('O15439', 149096.0), ('P48736', 49855192.0), ('P35968', 121371346.0), ('O43613', 69082859.0), ('P33981', 176167.0), ('Q02750', 135611162.0), ('P04629', 162661259.0), ('P00918', 71764401.0), ('P51449', 118187646.0), ('P23458', 644241.0), ('P61169', 13069603.0), ('P36888', 11656518.0), ('P11309', 89784289.0), ('O00329', 76313941.0), ('P33981', 16722836.0), ('P51617', 11485656.0), ('P00533', 10407341.0), ('O60674', 136929939.0), ('Q92731', 2452036.0), ('O60674', 42642645.0), ('P00734', 118733063.0), ('P00533', 45140349.0), ('P49759', 3086686.0), ('P35968', 24959937.0), ('O95835', 10427712.0), ('P42345', 3086686.0), ('O76074', 2155145.0), ('Q15858', 118937746.0), ('Q14289', 11617559.0), ('Q2M2I8', 17755052.0), ('Q13153', 11597571.0), ('P35968', 118970905.0), ('Q9Y233', 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('Q8TD08', 57399640.0), ('P03372', 123132228.0), ('P43235', 118468773.0), ('P09874', 11091010.0), ('P42345', 136088599.0), ('Q9QYJ6', 162656716.0), ('P30530', 123631.0), ('P00918', 10765254.0), ('P04626', 134142809.0), ('O95342', 3998.0), ('P49810', 68380152.0), ('P35968', 24894406.0), ('O00329', 118469965.0), ('P15056', 16007391.0), ('P35368', 10651219.0), ('O42275', 71727202.0), ('Q08881', 11338033.0), ('Q16539', 6918454.0), ('P03468', 493873.0), ('P35354', 90643681.0), ('P48736', 73774946.0), ('Q14524', 137646837.0), ('O00767', 117941010.0), ('O43613', 118127399.0), ('P23458', 118522346.0), ('P15056', 71611246.0), ('P53779', 11213558.0), ('O60674', 86582648.0), ('P28482', 9933475.0), ('P41594', 54584888.0), ('O60674', 86729388.0), ('O00329', 5279.0), ('Q01959', 56848210.0), ('P48736', 145704650.0), ('P04629', 137013234.0), ('P00519', 135398499.0), ('P34972', 68555650.0), ('P08922', 9818231.0), ('P00918', 11216333.0), ('P27338', 77553.0), ('O94921', 11409972.0), ('P23458', 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('P04629', 118392865.0), ('Q9HBH9', 20744853.0), ('P00742', 118723652.0), ('O00329', 121245229.0), ('P41743', 9929127.0), ('P48736', 24905201.0), ('P52333', 4908365.0), ('P32305', 11957615.0), ('P06276', 90655190.0), ('O60674', 53445376.0), ('P43235', 9904539.0), ('P00915', 118729473.0), ('P49841', 11213558.0), ('P11802', 135398510.0), ('P42338', 118470061.0), ('P08172', 44589580.0), ('O42275', 53231534.0), ('P36888', 17755052.0), ('P35354', 10809519.0), ('Q16539', 208908.0), ('P23977', 44357415.0), ('P21397', 694735.0), ('Q9HBH9', 9884685.0), ('P00533', 24905293.0), ('P35372', 46237832.0), ('P08172', 11110049.0), ('P50750', 136234578.0), ('Q14289', 59333992.0), ('P06493', 71561916.0), ('Q59H18', 11213558.0), ('Q13464', 118663063.0), ('P35968', 44577941.0), ('O00329', 24905204.0), ('P27338', 44442379.0), ('P35916', 67161540.0), ('P15056', 11712649.0), ('P49840', 44551653.0), ('Q04759', 11597571.0), ('P48736', 90232877.0), ('P23280', 2889.0), ('P22607', 53384644.0), ('P00742', 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('P23458', 73321280.0)}\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Note on negative pairs**\n",
        "\n",
        "**Caution:** We have swapped the UniProt_Ids and pubchem_ids to derive synthetic negative samples. In these computations we assumed that the binding, kiba_score would be 0 for these samples. Since these pairs were not necesserily measured, we essentially make a prediction for these scores. If binding would be find for these pairs, kiba_score > 0, the training data should be changed accordingly."
      ],
      "metadata": {
        "id": "9Fzwt-qgfRAC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Convert common_pairs to a list of lists for easier filtering\n",
        "common_pairs_list = [list(pair) for pair in common_pairs]\n",
        "\n",
        "# Filter data_negative using a boolean mask\n",
        "data_negative_filtered = data_negative[~data_negative[['UniProt_ID', 'pubchem_cid']].apply(tuple, axis=1).isin(common_pairs)]\n"
      ],
      "metadata": {
        "id": "Y_-HxFiTFG3i"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# check again that there are no negative pairs in filtered dataset\n",
        "positive_pairs = set(tuple(x) for x in data_unique[['UniProt_ID', 'pubchem_cid']].to_numpy())\n",
        "\n",
        "# Create a set of negative pairs from the filtered DataFrame\n",
        "negative_pairs_filtered = set(tuple(x) for x in data_negative_filtered[['UniProt_ID', 'pubchem_cid']].to_numpy())\n",
        "\n",
        "# Find the intersection\n",
        "common_pairs_filtered = positive_pairs.intersection(negative_pairs_filtered)\n",
        "\n",
        "# Check if the intersection is empty\n",
        "if len(common_pairs_filtered) == 0:\n",
        "    print(\"No randomly occurring pairs found in data_negative_filtered.\")\n",
        "else:\n",
        "    print(f\"Found {len(common_pairs_filtered)} randomly occurring pairs in data_negative_filtered:\")\n",
        "    print(common_pairs_filtered)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "35g-6FznBqiH",
        "outputId": "3ffa584f-efa5-4d9a-e817-10b9cd03055f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "No randomly occurring pairs found in data_negative_filtered.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Create training dataset**\n",
        "\n",
        "**Assumption:** We assume that about 50% of the proteins in the dataset have not bound with these ligands. Therefore we could add negative samples that were not found previously in the dataset.\n",
        "\n",
        "In this part we combine the positive and negative datasets. The resulting protein to ligand pairs will have unique protein and ligand values and kiba_scores."
      ],
      "metadata": {
        "id": "EyewQLJQGEJz"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Concatenate the two DataFrames\n",
        "combined_data = pd.concat([data_unique, data_negative_filtered], ignore_index=True)\n",
        "# Display the result\n",
        "print(combined_data)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xUppn9G_GEkO",
        "outputId": "7bc67a42-fbc6-4c2d-8937-53a5647626f2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "         UniProt_ID  pubchem_cid kiba_score_estimated  kiba_score  bound\n",
            "0        A0A0B4J268       7428.0                 True     21400.0      1\n",
            "1        A0A0B4J268      65303.0                 True     21300.0      1\n",
            "2        A0A0B4J268      96506.0                 True     21400.0      1\n",
            "3        A0A0B4J268     174326.0                 True     21300.0      1\n",
            "4        A0A0B4J268     225906.0                 True      7910.0      1\n",
            "...             ...          ...                  ...         ...    ...\n",
            "2074614      Q9ZLT0   10764526.0                False         0.0      0\n",
            "2074615      Q9ZLT0   24825394.0                False         0.0      0\n",
            "2074616      Q9ZLT0    5280682.0                False         0.0      0\n",
            "2074617      Q9ZLT0   66803732.0                False         0.0      0\n",
            "2074618      Q9ZLT0   57333717.0                False         0.0      0\n",
            "\n",
            "[2074619 rows x 5 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# shuffle the order of rows in the dataframe\n",
        "shuffled_data = combined_data.sample(frac=1, random_state=37).reset_index(drop=True)\n",
        "# show the dataset\n",
        "shuffled_data\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "gF-psOROMGTM",
        "outputId": "ff8ee7d0-229b-45e5-dfbe-e69293c6fcc3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "        UniProt_ID  pubchem_cid kiba_score_estimated  kiba_score  bound\n",
              "0           P27338   71504248.0                 True   28600.000      1\n",
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              "...            ...          ...                  ...         ...    ...\n",
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              "2074616     Q9NWZ3   10458325.0                 True     746.000      1\n",
              "2074617     P0DMS8   16094554.0                 True      84.400      1\n",
              "2074618     P49356   23575255.0                 True      23.900      1\n",
              "\n",
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              "\n",
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              "\n",
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              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
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              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
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              "\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "shuffled_data"
            }
          },
          "metadata": {},
          "execution_count": 224
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Distribution of bound vs not bound**\n",
        "\n",
        "We need to ensure that our dataset is balanced. I.e. it contains similar number of bound and not bound protein to ligand pairs."
      ],
      "metadata": {
        "id": "QnwOVwmP-yM6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Create the histogram using seaborn\n",
        "sns.histplot(x=shuffled_data['bound'])  # Use histplot for histogram\n",
        "\n",
        "# Set plot labels and title\n",
        "plt.xlabel('Bound (1) / Not Bound (0)')  # Update x-axis label\n",
        "plt.ylabel('Frequency')  # Add y-axis label\n",
        "plt.title('Histogram of Bound vs. Not Bound')  # Update title\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 490
        },
        "id": "8vJFxNoB9cgL",
        "outputId": "9de65006-0629-42a4-ce18-30d852ed0b98"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Histogram of Bound vs. Not Bound')"
            ]
          },
          "metadata": {},
          "execution_count": 225
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# save intermediate results\n",
        "shuffled_data.to_csv('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/combined_data.csv', index=False)\n"
      ],
      "metadata": {
        "id": "DQD8xMm1HD-F"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# reload data\n",
        "shuffled_data=pd.read_csv('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/combined_data.csv')\n"
      ],
      "metadata": {
        "id": "OwI8eB1EHc6a"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Feature engineering**\n",
        "\n",
        "In order to make this project we need to extract features from proteins and ligands to have the dataset input into ML models. We extract features for proteins and ligands separately.\n",
        "\n",
        "1) In particular we will use ProtBert model (https://huggingface.co/Rostlab/prot_bert_bfd) representation for proteins from UniProt. This would allow to get low-dimensional representaitons of protein structure that would be used by ML models downstream.\n",
        "\n",
        "2) For ligand representation we will use RDKIT (https://www.rdkit.org/docs/GettingStartedInPython.html) to extract SMILES and molecular fingerprint representation for ligands.\n",
        "\n",
        "These vectors will be then combined to formulate the training dataset for the models."
      ],
      "metadata": {
        "id": "pqkvRsLx2ubW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## *** Prepare the data: proteints ***"
      ],
      "metadata": {
        "id": "uQ1WnxuFHG2O"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Protein ebmeddings:** getting embeddings from Prot-Bert\n",
        "kaggle challenge"
      ],
      "metadata": {
        "id": "ZvnRbk5S6aZw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Problem:** Generating embeddings from Prot-Bert takes a lot of time, we need to speed things up.\n",
        "\n",
        "**Alternative:** using already generated embeddings from Prot-Bert (Kaggle CAFA5):\n",
        "\n",
        "https://www.kaggle.com/datasets/henriupton/protbert-embeddings-for-cafa5"
      ],
      "metadata": {
        "id": "wJ285j7N7R8s"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# get the data for ProtBert embeddings\n",
        "bert_data_test=np.load('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/Pro_bert_test_embeddings.npy')\n",
        "bert_data_train=np.load('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/Pro_bert_train_embeddings.npy')\n",
        "\n",
        "# dictionary of IDs\n",
        "bert_data_test_ids=np.load('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/Prot_Bert_test_ids.npy')\n",
        "bert_data_train_ids=np.load('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/Prot_Bert_train_ids.npy')\n",
        "\n",
        "# concatenate arrays\n",
        "bert_data_ids=np.concatenate((bert_data_test_ids, bert_data_train_ids), axis=0)\n",
        "bert_data=np.concatenate((bert_data_test, bert_data_train), axis=0)\n",
        "\n",
        "# cobmine existing protein embeddings\n",
        "protein_embeddings=dict(zip(bert_data_ids, bert_data))\n"
      ],
      "metadata": {
        "id": "Mi-o0WdO5lX0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Compare two lists of datasets\n",
        "\n",
        "Alarm: there are some proteins missing"
      ],
      "metadata": {
        "id": "cdigkWUiBxkb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "common_proteins = set(protein_embeddings.keys()).intersection(set(shuffled_data['UniProt_ID']))\n",
        "num_common_proteins = len(common_proteins)\n",
        "print('UnProt_id vs CIFAR Kaggle')\n",
        "print()\n",
        "print(f\"Number of common proteins: {num_common_proteins}\")\n",
        "print()\n",
        "\n",
        "different_proteins = set(np.unique(shuffled_data['UniProt_ID'].values)) - set(protein_embeddings.keys())\n",
        "num_different_proteins = len(different_proteins)\n",
        "print(f\"Number of different proteins: {num_different_proteins}\")\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hCy1Bvr7AE-P",
        "outputId": "fb062446-6d94-4c7d-caf0-d9b800680093"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "UnProt_id vs CIFAR Kaggle\n",
            "\n",
            "Number of common proteins: 3977\n",
            "\n",
            "Number of different proteins: 356\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Create a set of missed proteins using Prot-Bert model\n",
        "(in progress)\n",
        "\n",
        "This part of the code allows to detive Prot-Bert representation of a given protein. Based on UniProtID the model generates the amino acid sequence (fetch_protein_sequence), then this sequence is used to input into Prot-Bert model. The model representation is then used to represent the protein as a vector of 1024 length, where all proteins are being represented.\n",
        "\n",
        "**Current problem:** model inference is very slow, need to optimize the inference time.\n",
        "\n",
        "**Solution:** Moving model to CUDA allow only partially improve the inference speed."
      ],
      "metadata": {
        "id": "fYN9fYGLn6Kg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Using protein model for missing 357 proteins.**\n",
        "\n",
        "Prot-Bert model to generate embeddings: helper functions"
      ],
      "metadata": {
        "id": "-mx094LAPp_6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def fetch_protein_sequence(uniprot_id):\n",
        "    url = f\"https://www.uniprot.org/uniprot/{uniprot_id}.fasta\"\n",
        "    response = requests.get(url)\n",
        "    if response.status_code == 200:\n",
        "        fasta_data = response.text\n",
        "        sequence = ''.join(fasta_data.split('\\n')[1:])\n",
        "        return sequence\n",
        "    else:\n",
        "        print(f\"Error fetching sequence for {uniprot_id}\")\n",
        "        return None\n",
        "\n",
        "\n",
        "def get_protein_embedding(sequence):\n",
        "\n",
        "    # Tokenize the sequence\n",
        "    inputs = tokenizer(sequence, return_tensors=\"pt\", is_split_into_words=False, padding=True, truncation=True, add_special_tokens=True)\n",
        "\n",
        "    # Move inputs to CUDA\n",
        "    inputs = {key: value.to(device) for key, value in inputs.items()}\n",
        "\n",
        "    with torch.no_grad():\n",
        "        embeddings = model(**inputs).last_hidden_state\n",
        "\n",
        "    return embeddings\n",
        "\n",
        "\n",
        "def get_protein_embedding_fixed(sequence, max_length=1024):\n",
        "    \"\"\"\n",
        "    Generates a protein embedding from a given sequence using Prot-Bert.\n",
        "\n",
        "    Args:\n",
        "        sequence (str): The protein sequence.\n",
        "        max_length (int, optional): The maximum sequence length for padding/truncation. Defaults to 1024.\n",
        "\n",
        "    Returns:\n",
        "        torch.Tensor: The protein embedding with a fixed size.\n",
        "    \"\"\"\n",
        "\n",
        "    # Tokenize the sequence\n",
        "    inputs = tokenizer(sequence, return_tensors=\"pt\", is_split_into_words=False, padding='max_length', truncation=True, add_special_tokens=True, max_length=max_length)\n",
        "\n",
        "    # Move inputs to CUDA\n",
        "    inputs = {key: value.to(device) for key, value in inputs.items()}\n",
        "\n",
        "    with torch.no_grad():\n",
        "        embeddings = model(**inputs).last_hidden_state\n",
        "\n",
        "    # Mean pooling to get a fixed-size embedding\n",
        "    embeddings = torch.mean(embeddings, dim=1)  # Average across the sequence dimension\n",
        "\n",
        "    return embeddings\n",
        "\n"
      ],
      "metadata": {
        "id": "rj8ya7BgnIls"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Initialize ProtBERT model and tokenizer and move model to CUDA\n",
        "model_name = \"Rostlab/prot_bert_bfd\"\n",
        "tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
        "model = AutoModel.from_pretrained(model_name)\n",
        "\n",
        "# Move the model to CUDA\n",
        "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
        "model = model.to(device)\n",
        "\n",
        "# Example UniProt IDs and embedding storage\n",
        "uniprot_ids = shuffled_data['UniProt_ID'].values\n",
        "\n",
        "# Get unique values only for uniprot_ids\n",
        "uniprot_ids = np.unique(uniprot_ids)\n",
        "\n",
        "# create a list of missed protein embeddings\n",
        "protein_embeddings_missed = {}\n"
      ],
      "metadata": {
        "id": "ef-OrqiunaBN"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Generate embeddings: for all files\n",
        "\n",
        "# convert different proteins to list\n",
        "different_proteins_list = list(different_proteins)\n",
        "\n",
        "start_time = time.time()\n",
        "\n",
        "n_prots=50\n",
        "\n",
        "for uniprot_id in different_proteins_list[:n_prots]:\n",
        "    # Get amino acid sequence\n",
        "    sequence = fetch_protein_sequence(uniprot_id)\n",
        "\n",
        "    # Add spaces to the sequence for proper tokenization\n",
        "    sequence = \" \".join(sequence)\n",
        "\n",
        "    if sequence:\n",
        "        # Get embeddings\n",
        "        embeddings = get_protein_embedding_fixed(sequence)\n",
        "\n",
        "        # Move embeddings back to CPU and convert to numpy\n",
        "        protein_embeddings_missed[uniprot_id] = embeddings.view(-1).cpu().numpy()\n",
        "    else:\n",
        "        print(f\"No sequence found for UniProt_ID: {uniprot_id}\")\n",
        "\n",
        "end_time = time.time()\n",
        "\n",
        "inference_time = end_time - start_time\n",
        "\n",
        "print(f\"Inference time: {inference_time} seconds\" + ' ' + str(n_prots) + ' proteins')\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "diXNlJOrPpVs",
        "outputId": "24d1596c-2872-4b19-e40e-66adaf1ed822"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Inference time: 309.4170949459076 seconds 50 proteins\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# save missed protein embeddings\n",
        "# save to pickle\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/protein_embeddings_missed.pkl', 'wb') as f:\n",
        "    pickle.dump(protein_embeddings_missed, f)\n"
      ],
      "metadata": {
        "id": "0QhE6GHjnngQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Save results for proteins**\n",
        "\n",
        "In this part we save the intermediate results, the embeddings from the model."
      ],
      "metadata": {
        "id": "o9lYf_Qo-xtM"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# save to pickle\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/protein_embeddings.pkl', 'wb') as f:\n",
        "    pickle.dump(protein_embeddings, f)\n"
      ],
      "metadata": {
        "id": "KUqbG7XN-959"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# reload from pickle\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/protein_embeddings.pkl', 'rb') as f:\n",
        "    protein_embeddings = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "QSLyR8q_AT5V"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## *** Prepare the data: ligands ***"
      ],
      "metadata": {
        "id": "i4Cetm-qRrxc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Parallel execution of pubchem_id"
      ],
      "metadata": {
        "id": "4DxbqHD9AFlY"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Reading SMILES from files**\n",
        "\n",
        "In this part of the Notebook we geenrate the representations for ligands using RDkit library. To accelerate the process we use pre-computed table between pubchem_id and smiles represetation of ligand structure. Then smiles is being used to extract chemical properties for every molecule.\n",
        "\n",
        "**Problem:** To find the link between pubchem_id and SMILES and then fingerpring representation. It turned out that reading the data from file was much faster solution than using Python API. Python API was extremely slow (0.8 sec / pubchem_id ). To overcome this issue I have found this file with the knowledge of pubchem_CID.\n",
        "\n",
        "I have found this file:\n",
        "https://chemistry.stackexchange.com/questions/122109/how-to-get-the-smiles-of-all-compounds-on-pubchem\n",
        "\n",
        "Using this data I have converted pubchem_id -> SMILES -> molecular properties."
      ],
      "metadata": {
        "id": "S1NP4280Jr9T"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# read cid_smiles map\n",
        "cid_smiles_df=pd.read_csv('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/CID-SMILES.txt', sep=None, engine='python', header=None)\n",
        "cid_smiles_df.head(5)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "x5U3HBDEJsQM",
        "outputId": "c7128a22-be15-4b4a-8b53-f69f3e1828a1"
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              "variable_name": "cid_smiles_df"
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          },
          "metadata": {},
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# add column headers\n",
        "cid_smiles_df.columns = ['pubchem_cid', 'smiles']\n"
      ],
      "metadata": {
        "id": "SfdvSZzasrsu"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Improviing the speed**\n",
        "\n",
        "To make the look-up for chemical cell ids faster we create cid_to_smiles dictionary."
      ],
      "metadata": {
        "id": "1-OkdeE2bGiQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# get pubchem ids from shuffled data\n",
        "pubchem_ids = np.unique(shuffled_data['pubchem_cid'].values)\n",
        "pubchem_cids = list(pubchem_ids.astype(int))\n",
        "\n",
        "# create a dictionary for cid to smiles\n",
        "cid_to_smiles = dict(zip(cid_smiles_df['pubchem_cid'], cid_smiles_df['smiles']))\n"
      ],
      "metadata": {
        "id": "UOchzmXNrZjw"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# save dictionary\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/cid_to_smiles.pkl', 'wb') as f:\n",
        "    pickle.dump(cid_to_smiles, f)\n"
      ],
      "metadata": {
        "id": "Me5ivsNwrgVF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# reload the dictionary\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/cid_to_smiles.pkl', 'rb') as f:\n",
        "    cid_to_smiles = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "i3BikUXsrlNz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Parallel execution: ligands**\n",
        "\n",
        "Since serial execution for ligands was very slow, we have written the processing in batches using ProcessPoolExecutor library."
      ],
      "metadata": {
        "id": "vSQPuE1nkrQu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "def process_ligand_batch(pub_ids):\n",
        "\n",
        "    '''Function to process ligands in batches based on molecular cid'''\n",
        "\n",
        "    batch_results = {}\n",
        "\n",
        "    for pub_id in pub_ids:\n",
        "        smiles = cid_to_smiles.get(pub_id, None)\n",
        "        if smiles is None:\n",
        "            continue\n",
        "\n",
        "        # Convert SMILES to RDKit molecule object\n",
        "        mol = Chem.MolFromSmiles(smiles)\n",
        "        if mol is None:\n",
        "            continue  # Skip invalid molecules\n",
        "\n",
        "        # Calculate molecular fingerprint and descriptors\n",
        "        fingerprint = AllChem.GetMorganFingerprintAsBitVect(mol, radius=2, nBits=1024)\n",
        "        fingerprint_bits = list(fingerprint)\n",
        "\n",
        "        # save all other parameters\n",
        "        molecular_weight = Descriptors.MolWt(mol)\n",
        "        logP = Descriptors.MolLogP(mol)\n",
        "        polar_surface_area = Descriptors.TPSA(mol)\n",
        "        num_rotatable_bonds = Descriptors.NumRotatableBonds(mol)\n",
        "        num_h_donors = Descriptors.NumHDonors(mol)\n",
        "        num_h_acceptors = Descriptors.NumHAcceptors(mol)\n",
        "        num_aromatic_rings = Descriptors.NumAromaticRings(mol)\n",
        "        fraction_csp3 = Descriptors.FractionCSP3(mol)\n",
        "        bertz_complexity = Descriptors.BertzCT(mol)\n",
        "\n",
        "        # Store results in dictionary for this batch\n",
        "        batch_results[pub_id] = {\n",
        "            'Fingerprint': fingerprint_bits,\n",
        "            'SMILES': smiles,\n",
        "            'MolecularWeight': molecular_weight,\n",
        "            'LogP': logP,\n",
        "            'PolarSurfaceArea': polar_surface_area,\n",
        "            'NumRotatableBonds': num_rotatable_bonds,\n",
        "            'NumHDonors': num_h_donors,\n",
        "            'NumHAcceptors': num_h_acceptors,\n",
        "            'NumAromaticRings': num_aromatic_rings,\n",
        "            'FractionCSP3': fraction_csp3,\n",
        "            'BertzComplexity': bertz_complexity\n",
        "        }\n",
        "\n",
        "    return batch_results\n"
      ],
      "metadata": {
        "id": "uwNIi-Ybm0Rx"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Manually process dataset in batches**\n",
        "\n",
        "The dataset processing was quite slow and the whole dataset did not fit into the memory. Therefore we have used half-manually processing of ligand data in ~100K batches.\n",
        "\n",
        "\n",
        "pubchem_cids=pubchem_cids[:100_000]\n",
        "\n",
        "pubchem_cids=pubchem_cids[100_000:200_000]\n",
        "\n",
        "pubchem_cids=pubchem_cids[200_000:300_000]\n",
        "\n",
        "pubchem_cids=pubchem_cids[300_000:400_000]\n",
        "\n",
        "pubchem_cids=pubchem_cids[400_000:500_000]\n",
        "\n",
        "pubchem_cids=pubchem_cids[500_000:]\n"
      ],
      "metadata": {
        "id": "jrL5HnKVUwfp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Dictionary for batch of ligands\n",
        "ligand_data_600 = {}\n",
        "\n",
        "# Prepare pubchem IDs and SMILES mapping for faster access\n",
        "pubchem_ids = np.unique(shuffled_data['pubchem_cid'].values)\n",
        "pubchem_cids = list(pubchem_ids.astype(int))\n",
        "\n",
        "# set up the last batch\n",
        "pubchem_cids=pubchem_cids[500000:]\n",
        "\n",
        "# Parallel execution with batch processing\n",
        "start_time = time.time()\n",
        "batch_size = 50  # Adjust batch size based on your system’s capabilities\n",
        "\n",
        "# Split pubchem_cids into batches\n",
        "batches = [pubchem_cids[i:i + batch_size] for i in range(0, len(pubchem_cids), batch_size)]\n",
        "\n",
        "# Use ProcessPoolExecutor for parallel processing of batches\n",
        "with ProcessPoolExecutor() as executor:\n",
        "    futures = {executor.submit(process_ligand_batch, batch): batch for batch in batches}\n",
        "    for future in as_completed(futures):\n",
        "        result_batch = future.result()\n",
        "        ligand_data_600.update(result_batch)  # Aggregate results into main dictionary\n",
        "\n",
        "end_time = time.time()\n",
        "print(f\"Total time taken: {end_time - start_time} seconds\")\n",
        "\n"
      ],
      "metadata": {
        "id": "42T28Qo2kvjl",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "40b095c5-8f04-4600-8c2c-82dd0dc55f16"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:25] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:26] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:27] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:28] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:29] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:30] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:31] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:32] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n",
            "[02:37:33] DEPRECATION WARNING: please use MorganGenerator\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total time taken: 263.61490178108215 seconds\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### Save the dictionary\n",
        "\n",
        "In this part we will save the intermediate dictionary results for extracted ligand information."
      ],
      "metadata": {
        "id": "XqGyp98X-fF4"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "print('Number of ligands processed')\n",
        "print(len(ligand_data_600))\n"
      ],
      "metadata": {
        "id": "R-gMhJqv2HM9",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7875948a-0e2d-480a-c262-f29d8141e8d5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of ligands processed\n",
            "152222\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Save data in batches**"
      ],
      "metadata": {
        "id": "WBiDiUwnyVyI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 1st batch\n",
        "\n",
        "# save ligand data to pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_100.pkl', 'wb') as f:\n",
        "    pickle.dump(ligand_data_100, f)\n"
      ],
      "metadata": {
        "id": "88q7aycmx_o2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 2nd batch\n",
        "\n",
        "# save ligand data to pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_200.pkl', 'wb') as f:\n",
        "    pickle.dump(ligand_data_200, f)\n"
      ],
      "metadata": {
        "id": "Z2JvXuzGx_yi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 3nd batch\n",
        "\n",
        "# save ligand data to pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_300.pkl', 'wb') as f:\n",
        "    pickle.dump(ligand_data_300, f)\n"
      ],
      "metadata": {
        "id": "ct8hogtSx_5n"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 4th batch\n",
        "\n",
        "# save ligand data to pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_400.pkl', 'wb') as f:\n",
        "    pickle.dump(ligand_data_400, f)\n"
      ],
      "metadata": {
        "id": "5jMHS86xyAF5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 5th batch\n",
        "\n",
        "# save ligand data to pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_500.pkl', 'wb') as f:\n",
        "    pickle.dump(ligand_data_500, f)\n"
      ],
      "metadata": {
        "id": "nc_HDXZWyNIf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 6th batch\n",
        "\n",
        "# save ligand data to pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_600.pkl', 'wb') as f:\n",
        "    pickle.dump(ligand_data_600, f)\n"
      ],
      "metadata": {
        "id": "n-CiVmnTyAQZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Reload data, concatenate and safe**"
      ],
      "metadata": {
        "id": "70DR5f51yZP6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Load ligand data from the pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_100.pkl', 'rb') as f:\n",
        "    ligand_data_100 = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "dU1lvmBIA4EE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Load ligand data from the pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_200.pkl', 'rb') as f:\n",
        "    ligand_data_200 = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "fa8MoFO6ycru"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Load ligand data from the pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_300.pkl', 'rb') as f:\n",
        "    ligand_data_300 = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "vimGIbVWycz5"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Load ligand data from the pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_400.pkl', 'rb') as f:\n",
        "    ligand_data_400 = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "JkUSmhbJyc6F"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Load ligand data from the pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_500.pkl', 'rb') as f:\n",
        "    ligand_data_500 = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "B7-M_KCVydA7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Load ligand data from the pickle file\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligand_data_600.pkl', 'rb') as f:\n",
        "    ligand_data_600 = pickle.load(f)\n"
      ],
      "metadata": {
        "id": "ZuUYilojymgJ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Concatenate data and save**"
      ],
      "metadata": {
        "id": "LL6XcYWe5YuP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# combined dict for all data\n",
        "ligang_data_all={}\n",
        "\n",
        "# save all dict data\n",
        "for d in [ligand_data_100, ligand_data_200, ligand_data_300, ligand_data_400, ligand_data_500, ligand_data_600]:\n",
        "    ligang_data_all.update(d)\n"
      ],
      "metadata": {
        "id": "TWD6Dl2G5Y3Z"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "# Save combined data\n",
        "with open('/content/drive/MyDrive/Colab Notebooks/Deloitte_project/Data/ligang_data.pkl', 'wb') as f:\n",
        "    pickle.dump(ligang_data_all, f)\n"
      ],
      "metadata": {
        "id": "e5K2cEpx63bG"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data processing summary\n",
        "\n",
        "Most of the time working on this project was related to data cleaning (removing duplicates, averaging) and feature engineering for proteins and ligands. For proteins to speed things up we have used pre-computed representations based on UniProt_IDs, and also extended the processing for arbitrary proteins using pre-trained Prot-Bert model. For ligand representaion we used pre-computed table for pubchchem_id and smiles encoding. The we used the library to extract molecualr fingerprints and other chemical properties from the data. Overall most of the time for the project was spend for data curation and finding the ways the whole dataset could be processed in a short period of time."
      ],
      "metadata": {
        "id": "QKFKC04GcVpU"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0vwB0iaQdWwb"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}