3.1_Pycaret_Anomaly_Detection_anomalydata.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.9"
    },
    "colab": {
      "name": "Pycaret_Anomaly_Detection_anomalydata.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "fdfce78879e346afbccdec176dd6b5b0": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_1bfc3315b63141208190f03597226e31",
            "_dom_classes": [],
            "description": "Processing: ",
            "_model_name": "IntProgressModel",
            "bar_style": "",
            "max": 3,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 3,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_66611a8efa26405a80ffe2747ada8c92"
          }
        },
        "1bfc3315b63141208190f03597226e31": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "66611a8efa26405a80ffe2747ada8c92": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "8d61422fdea7446e86a4963971ccd64a": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "TextModel",
          "state": {
            "_view_name": "TextView",
            "style": "IPY_MODEL_e93ecb8a93c143cc85cc8e1440176bd9",
            "_dom_classes": [],
            "description": "",
            "_model_name": "TextModel",
            "placeholder": "​",
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": "Following data types have been inferred automatically, if they are correct press enter to continue or type 'quit' otherwise.",
            "_view_count": null,
            "disabled": false,
            "_view_module_version": "1.5.0",
            "continuous_update": true,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_b111ef672e8e432d9c8581ca49b636ca"
          }
        },
        "e93ecb8a93c143cc85cc8e1440176bd9": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "DescriptionStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "b111ef672e8e432d9c8581ca49b636ca": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": "100%",
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "b3cff5ea511e446f8076af00ab95cf72": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_6ccbfe90bf3848b397e63dee545141d2",
            "_dom_classes": [],
            "description": "Processing: ",
            "_model_name": "IntProgressModel",
            "bar_style": "",
            "max": 3,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 3,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_3f484f2320b444b18bdf6ee161b3e407"
          }
        },
        "6ccbfe90bf3848b397e63dee545141d2": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "3f484f2320b444b18bdf6ee161b3e407": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "90ec918bef504b498f981f0e2e267c88": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_4301a7e15c0b4052bec9cf6846984343",
            "_dom_classes": [],
            "description": "Processing: ",
            "_model_name": "IntProgressModel",
            "bar_style": "",
            "max": 5,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 3,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_16b95421f84f4b68bc2b9edcafcf63a3"
          }
        },
        "4301a7e15c0b4052bec9cf6846984343": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "16b95421f84f4b68bc2b9edcafcf63a3": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        },
        "cef0621fd1ab445ea9e4d843dedc84e5": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "IntProgressModel",
          "state": {
            "_view_name": "ProgressView",
            "style": "IPY_MODEL_6aa67a759bcf4a76915794b79efa06c6",
            "_dom_classes": [],
            "description": "Processing: ",
            "_model_name": "IntProgressModel",
            "bar_style": "",
            "max": 5,
            "_view_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "value": 3,
            "_view_count": null,
            "_view_module_version": "1.5.0",
            "orientation": "horizontal",
            "min": 0,
            "description_tooltip": null,
            "_model_module": "@jupyter-widgets/controls",
            "layout": "IPY_MODEL_c271a80964e44b8c93e8eadf0d44652e"
          }
        },
        "6aa67a759bcf4a76915794b79efa06c6": {
          "model_module": "@jupyter-widgets/controls",
          "model_name": "ProgressStyleModel",
          "state": {
            "_view_name": "StyleView",
            "_model_name": "ProgressStyleModel",
            "description_width": "",
            "_view_module": "@jupyter-widgets/base",
            "_model_module_version": "1.5.0",
            "_view_count": null,
            "_view_module_version": "1.2.0",
            "bar_color": null,
            "_model_module": "@jupyter-widgets/controls"
          }
        },
        "c271a80964e44b8c93e8eadf0d44652e": {
          "model_module": "@jupyter-widgets/base",
          "model_name": "LayoutModel",
          "state": {
            "_view_name": "LayoutView",
            "grid_template_rows": null,
            "right": null,
            "justify_content": null,
            "_view_module": "@jupyter-widgets/base",
            "overflow": null,
            "_model_module_version": "1.2.0",
            "_view_count": null,
            "flex_flow": null,
            "width": null,
            "min_width": null,
            "border": null,
            "align_items": null,
            "bottom": null,
            "_model_module": "@jupyter-widgets/base",
            "top": null,
            "grid_column": null,
            "overflow_y": null,
            "overflow_x": null,
            "grid_auto_flow": null,
            "grid_area": null,
            "grid_template_columns": null,
            "flex": null,
            "_model_name": "LayoutModel",
            "justify_items": null,
            "grid_row": null,
            "max_height": null,
            "align_content": null,
            "visibility": null,
            "align_self": null,
            "height": null,
            "min_height": null,
            "padding": null,
            "grid_auto_rows": null,
            "grid_gap": null,
            "max_width": null,
            "order": null,
            "_view_module_version": "1.2.0",
            "grid_template_areas": null,
            "object_position": null,
            "object_fit": null,
            "grid_auto_columns": null,
            "margin": null,
            "display": null,
            "left": null
          }
        }
      }
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/gulabpatel/Anomaly_Detection_Python/blob/main/Pycaret_Anomaly_Detection_anomalydata.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oJ_CgQu5V28Y"
      },
      "source": [
        "### Anomaly Detection Using Pycaret\n",
        "PyCaret’s Anomaly Detection Module is an unsupervised machine learning module that is used for identifying rare items, events or observations which raise suspicions by differing significantly from the majority of the data. Typically, the anomalous items will translate to some kind of problem such as bank fraud, a structural defect, medical problems or errors . This module provide several pre-processing features that prepares the data for modeling through setup function. This module has over 12 ready-to-use algorithms and several plots to analyze the results of trained models."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PQ587UjPa7N5"
      },
      "source": [
        "For more details visit \"https://pycaret.org/anomaly-detection/\""
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3c4D1bcfXTQN"
      },
      "source": [
        "!pip install pycaret"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WOAwiBPeV28Z",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000,
          "referenced_widgets": [
            "fdfce78879e346afbccdec176dd6b5b0",
            "1bfc3315b63141208190f03597226e31",
            "66611a8efa26405a80ffe2747ada8c92",
            "8d61422fdea7446e86a4963971ccd64a",
            "e93ecb8a93c143cc85cc8e1440176bd9",
            "b111ef672e8e432d9c8581ca49b636ca"
          ]
        },
        "outputId": "4fe87a15-3cc1-4463-bfe6-86a5489c118c"
      },
      "source": [
        "#import the dataset from pycaret repository\n",
        "from pycaret.datasets import get_data\n",
        "anomaly = get_data('anomaly')\n",
        "#import anomaly detection module\n",
        "from pycaret.anomaly import *\n",
        "#intialize the setup\n",
        "exp_ano = setup(anomaly)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Description</th>\n",
              "      <th>Value</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>session_id</td>\n",
              "      <td>8550</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Original Data</td>\n",
              "      <td>(1000, 10)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Missing Values</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Numeric Features</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Categorical Features</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Ordinal Features</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>High Cardinality Features</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>High Cardinality Method</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Transformed Data</td>\n",
              "      <td>(1000, 10)</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>CPU Jobs</td>\n",
              "      <td>-1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Use GPU</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Log Experiment</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Experiment Name</td>\n",
              "      <td>anomaly-default-name</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>USI</td>\n",
              "      <td>0752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Imputation Type</td>\n",
              "      <td>simple</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Iterative Imputation Iteration</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Numeric Imputer</td>\n",
              "      <td>mean</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Iterative Imputation Numeric Model</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Categorical Imputer</td>\n",
              "      <td>mode</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Iterative Imputation Categorical Model</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Unknown Categoricals Handling</td>\n",
              "      <td>least_frequent</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Normalize</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Normalize Method</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Transformation</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Transformation Method</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>PCA</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>PCA Method</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>PCA Components</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Ignore Low Variance</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Combine Rare Levels</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Rare Level Threshold</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Numeric Binning</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Remove Outliers</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Outliers Threshold</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Remove Multicollinearity</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Multicollinearity Threshold</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Clustering</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>Clustering Iteration</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>Polynomial Features</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>Polynomial Degree</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>Trignometry Features</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>Polynomial Threshold</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Group Features</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>Feature Selection</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>Features Selection Threshold</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>Feature Interaction</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>Feature Ratio</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>Interaction Threshold</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                               Description                 Value\n",
              "0                               session_id                  8550\n",
              "1                            Original Data            (1000, 10)\n",
              "2                           Missing Values                 False\n",
              "3                         Numeric Features                    10\n",
              "4                     Categorical Features                     0\n",
              "5                         Ordinal Features                 False\n",
              "6                High Cardinality Features                 False\n",
              "7                  High Cardinality Method                  None\n",
              "8                         Transformed Data            (1000, 10)\n",
              "9                                 CPU Jobs                    -1\n",
              "10                                 Use GPU                 False\n",
              "11                          Log Experiment                 False\n",
              "12                         Experiment Name  anomaly-default-name\n",
              "13                                     USI                  0752\n",
              "14                         Imputation Type                simple\n",
              "15          Iterative Imputation Iteration                  None\n",
              "16                         Numeric Imputer                  mean\n",
              "17      Iterative Imputation Numeric Model                  None\n",
              "18                     Categorical Imputer                  mode\n",
              "19  Iterative Imputation Categorical Model                  None\n",
              "20           Unknown Categoricals Handling        least_frequent\n",
              "21                               Normalize                 False\n",
              "22                        Normalize Method                  None\n",
              "23                          Transformation                 False\n",
              "24                   Transformation Method                  None\n",
              "25                                     PCA                 False\n",
              "26                              PCA Method                  None\n",
              "27                          PCA Components                  None\n",
              "28                     Ignore Low Variance                 False\n",
              "29                     Combine Rare Levels                 False\n",
              "30                    Rare Level Threshold                  None\n",
              "31                         Numeric Binning                 False\n",
              "32                         Remove Outliers                 False\n",
              "33                      Outliers Threshold                  None\n",
              "34                Remove Multicollinearity                 False\n",
              "35             Multicollinearity Threshold                  None\n",
              "36                              Clustering                 False\n",
              "37                    Clustering Iteration                  None\n",
              "38                     Polynomial Features                 False\n",
              "39                       Polynomial Degree                  None\n",
              "40                    Trignometry Features                 False\n",
              "41                    Polynomial Threshold                  None\n",
              "42                          Group Features                 False\n",
              "43                       Feature Selection                 False\n",
              "44            Features Selection Threshold                  None\n",
              "45                     Feature Interaction                 False\n",
              "46                           Feature Ratio                 False\n",
              "47                   Interaction Threshold                  None"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GDNdGtq8V28a",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "0e94906f-e96b-46c6-99a7-be968d85fdac"
      },
      "source": [
        "anomaly"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Col1</th>\n",
              "      <th>Col2</th>\n",
              "      <th>Col3</th>\n",
              "      <th>Col4</th>\n",
              "      <th>Col5</th>\n",
              "      <th>Col6</th>\n",
              "      <th>Col7</th>\n",
              "      <th>Col8</th>\n",
              "      <th>Col9</th>\n",
              "      <th>Col10</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.263995</td>\n",
              "      <td>0.764929</td>\n",
              "      <td>0.138424</td>\n",
              "      <td>0.935242</td>\n",
              "      <td>0.605867</td>\n",
              "      <td>0.518790</td>\n",
              "      <td>0.912225</td>\n",
              "      <td>0.608234</td>\n",
              "      <td>0.723782</td>\n",
              "      <td>0.733591</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.546092</td>\n",
              "      <td>0.653975</td>\n",
              "      <td>0.065575</td>\n",
              "      <td>0.227772</td>\n",
              "      <td>0.845269</td>\n",
              "      <td>0.837066</td>\n",
              "      <td>0.272379</td>\n",
              "      <td>0.331679</td>\n",
              "      <td>0.429297</td>\n",
              "      <td>0.367422</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.336714</td>\n",
              "      <td>0.538842</td>\n",
              "      <td>0.192801</td>\n",
              "      <td>0.553563</td>\n",
              "      <td>0.074515</td>\n",
              "      <td>0.332993</td>\n",
              "      <td>0.365792</td>\n",
              "      <td>0.861309</td>\n",
              "      <td>0.899017</td>\n",
              "      <td>0.088600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.092108</td>\n",
              "      <td>0.995017</td>\n",
              "      <td>0.014465</td>\n",
              "      <td>0.176371</td>\n",
              "      <td>0.241530</td>\n",
              "      <td>0.514724</td>\n",
              "      <td>0.562208</td>\n",
              "      <td>0.158963</td>\n",
              "      <td>0.073715</td>\n",
              "      <td>0.208463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.325261</td>\n",
              "      <td>0.805968</td>\n",
              "      <td>0.957033</td>\n",
              "      <td>0.331665</td>\n",
              "      <td>0.307923</td>\n",
              "      <td>0.355315</td>\n",
              "      <td>0.501899</td>\n",
              "      <td>0.558449</td>\n",
              "      <td>0.885169</td>\n",
              "      <td>0.182754</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>0.305055</td>\n",
              "      <td>0.656837</td>\n",
              "      <td>0.331665</td>\n",
              "      <td>0.822525</td>\n",
              "      <td>0.907127</td>\n",
              "      <td>0.882276</td>\n",
              "      <td>0.855732</td>\n",
              "      <td>0.584786</td>\n",
              "      <td>0.808640</td>\n",
              "      <td>0.242762</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>996</th>\n",
              "      <td>0.812627</td>\n",
              "      <td>0.864258</td>\n",
              "      <td>0.616604</td>\n",
              "      <td>0.167966</td>\n",
              "      <td>0.811223</td>\n",
              "      <td>0.938071</td>\n",
              "      <td>0.418462</td>\n",
              "      <td>0.472306</td>\n",
              "      <td>0.348347</td>\n",
              "      <td>0.671129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>997</th>\n",
              "      <td>0.250967</td>\n",
              "      <td>0.138627</td>\n",
              "      <td>0.919703</td>\n",
              "      <td>0.461234</td>\n",
              "      <td>0.886555</td>\n",
              "      <td>0.869888</td>\n",
              "      <td>0.800908</td>\n",
              "      <td>0.530324</td>\n",
              "      <td>0.779433</td>\n",
              "      <td>0.234952</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>0.502436</td>\n",
              "      <td>0.936820</td>\n",
              "      <td>0.580062</td>\n",
              "      <td>0.540773</td>\n",
              "      <td>0.151995</td>\n",
              "      <td>0.059452</td>\n",
              "      <td>0.225220</td>\n",
              "      <td>0.242755</td>\n",
              "      <td>0.279385</td>\n",
              "      <td>0.538755</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>999</th>\n",
              "      <td>0.457991</td>\n",
              "      <td>0.017755</td>\n",
              "      <td>0.714113</td>\n",
              "      <td>0.125992</td>\n",
              "      <td>0.063316</td>\n",
              "      <td>0.154739</td>\n",
              "      <td>0.922974</td>\n",
              "      <td>0.692299</td>\n",
              "      <td>0.816777</td>\n",
              "      <td>0.307592</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1000 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Col1      Col2      Col3  ...      Col8      Col9     Col10\n",
              "0    0.263995  0.764929  0.138424  ...  0.608234  0.723782  0.733591\n",
              "1    0.546092  0.653975  0.065575  ...  0.331679  0.429297  0.367422\n",
              "2    0.336714  0.538842  0.192801  ...  0.861309  0.899017  0.088600\n",
              "3    0.092108  0.995017  0.014465  ...  0.158963  0.073715  0.208463\n",
              "4    0.325261  0.805968  0.957033  ...  0.558449  0.885169  0.182754\n",
              "..        ...       ...       ...  ...       ...       ...       ...\n",
              "995  0.305055  0.656837  0.331665  ...  0.584786  0.808640  0.242762\n",
              "996  0.812627  0.864258  0.616604  ...  0.472306  0.348347  0.671129\n",
              "997  0.250967  0.138627  0.919703  ...  0.530324  0.779433  0.234952\n",
              "998  0.502436  0.936820  0.580062  ...  0.242755  0.279385  0.538755\n",
              "999  0.457991  0.017755  0.714113  ...  0.692299  0.816777  0.307592\n",
              "\n",
              "[1000 rows x 10 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "scrolled": true,
        "id": "Jkbo2-IMV28b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817,
          "referenced_widgets": [
            "b3cff5ea511e446f8076af00ab95cf72",
            "6ccbfe90bf3848b397e63dee545141d2",
            "3f484f2320b444b18bdf6ee161b3e407",
            "90ec918bef504b498f981f0e2e267c88",
            "4301a7e15c0b4052bec9cf6846984343",
            "16b95421f84f4b68bc2b9edcafcf63a3"
          ]
        },
        "outputId": "d9fabfd1-b90a-40f9-cfc2-61ef02830c2e"
      },
      "source": [
        "## creating a model\n",
        "iforest=create_model('iforest') #Internally it calls \"exp_ano\" and anomaly dataset\n",
        "## plotting a model\n",
        "plot_model(iforest)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"b8c4ec38-4c7c-46f0-b554-7586ac287c78\" class=\"plotly-graph-div\" style=\"height:800px; width:900px;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    \n",
              "                if (document.getElementById(\"b8c4ec38-4c7c-46f0-b554-7586ac287c78\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        'b8c4ec38-4c7c-46f0-b554-7586ac287c78',\n",
              "                        [{\"customdata\": [[0.263995357], [0.546092303], [0.33671410399999996], [0.092107835], [0.325261175], [0.212464853], [0.258565714], [0.869236755], [0.197077957], [0.292984504], [0.82178316], [0.796622959], [0.045577010999999994], [0.613660351], [0.9507445659999999], [0.33634633700000005], [0.034440667], [0.741544275], [0.18443265], [0.664514943], [0.16282485800000002], [0.729838445], [0.62837389], [0.057883660999999996], [0.445534827], [0.80183695], [0.27709612], [0.228634015], [0.834860657], [0.6697665110000001], [0.532527349], [0.17045907100000002], [0.5102884679999999], [0.977561989], [0.249775993], [0.9755006820000001], [0.613701727], [0.16742036300000002], [0.537472516], [0.379899131], [0.633897303], [0.633960424], [0.5499746529999999], [0.178172988], [0.85563814], [0.321796672], [0.8174905370000001], [0.254879417], [0.344140513], [0.8061457259999999], [0.27708167100000003], [0.544328519], [0.07708393], [0.273081458], [0.390877336], [0.349621385], [0.214549744], [0.206075222], [0.86461997], [0.9817088540000001], [0.33482964600000004], [0.648387061], [0.093643561], [0.837802698], [0.7603439670000001], [0.29140417399999996], [0.3413454], [0.7611124840000001], [0.541899775], [0.684176639], [0.983535597], [0.52081245], [0.328227724], [0.09715793800000001], [0.876088593], [0.870214512], [0.656086992], [0.306791514], [0.48126734], [0.259559174], [0.326123655], [0.930568042], [0.6583894], [0.689992335], [0.315781109], [0.5669050929999999], [0.637526619], [0.687540723], [0.324300602], [0.592704906], [0.7402531259999999], [0.5940328770000001], [0.596452977], [0.27768081699999997], [0.258329663], [0.142460864], [0.435533461], [0.7024990440000001], [0.58897535], [0.653304374], [0.336968524], [0.631244736], [0.73530076], [0.050390366], [0.064264924], [0.665359476], [0.917835245], [0.44651012], [0.661938199], [0.43935985299999997], [0.6875724040000001], [0.363462248], [0.6542621820000001], [0.578553536], [0.065927945], [0.550148559], [0.13918281400000002], [0.080004635], [0.278228358], [0.560124266], [0.53639864], [0.42653190399999996], [0.789109796], [0.742900474], [0.901692589], [0.650337401], [0.114057311], [0.260812592], [0.43991232], [0.964409284], [0.184401415], [0.345145446], [0.17589458100000002], [0.312514453], [0.674131879], [0.32825045], [0.598231057], [0.09259881699999999], [0.497916521], [0.419776521], [0.31217670000000003], [0.937857107], [0.049030963], [0.47610452600000003], [0.447397526], [0.295806058], [0.737363977], [0.625896253], [0.408813429], [0.437511156], [0.691351375], [0.935555275], [0.437846654], [0.072217715], [0.67636067], [0.468883999], [0.543820644], [0.6555226470000001], [0.6935289240000001], [0.10887831199999999], [0.285463743], [0.0], [0.706495497], [0.273530633], [0.292320271], [0.673984307], [0.12612182800000002], [0.9467074590000001], [0.9363388979999999], [0.8537553640000001], [0.7060713609999999], [0.693682186], [0.508527882], [0.34717038899999997], [0.704154263], [0.658730088], [0.155841557], [0.311085435], [0.281135347], [0.094587802], [0.6832609540000001], [0.9077292509999999], [0.29151267399999997], [0.752734459], [0.93482964], [0.071413953], [0.5948963270000001], [0.404672015], [0.13837621], [0.7473384679999999], [0.530882486], [0.282649594], [0.699335734], [0.056111250999999994], [0.855234998], [0.07789512700000001], [0.891649583], [0.38674227899999997], [0.27113158], [0.958888961], [0.085120869], [0.5269022489999999], [0.066577785], [0.841506738], [0.255342095], [0.060545771], [0.073385869], [0.187493723], [0.858365688], [0.090640352], [0.7097252270000001], [0.631300647], [0.24750447399999997], [0.822843584], [0.373476759], [0.625538582], [0.292951715], [0.299730324], [0.25121407], [0.344480551], [0.293064767], [0.7628032240000001], [0.7384708040000001], [0.674883265], [0.719151612], [0.13098021599999998], [0.511328036], [0.04492903], [0.560914449], [0.7440406409999999], [0.266961634], [0.644231853], [0.038113352], [0.05715529900000001], [0.34139246100000004], [0.7204636320000001], [0.402878236], [0.635148967], [0.320729467], [0.09120969400000001], [0.23414609], [0.8902211309999999], [0.602170884], [0.633652055], [0.806240837], [0.739731184], [0.465231269], [0.7321109], [0.373874305], [0.501587947], [0.11538315800000001], [0.7319466040000001], [0.41829872799999995], [0.062259590999999996], [0.391496379], [0.35984929], [0.24523562699999998], [0.610028339], [0.43540360200000006], [0.434309675], [0.523763344], [0.17118786600000002], [0.18773430300000002], [0.945014638], [0.027851097000000002], [0.68445706], [0.178014532], [0.643427879], [0.59588355], [0.372361682], [0.586103584], [0.271658852], [0.59951107], [0.468363088], [0.314515565], [0.21893726], [0.254716562], [0.25612815], [0.602259755], [0.134381075], [0.513887424], [0.624241636], [0.160251854], [0.580708108], [0.270540486], [0.832919932], [0.93032134], [0.719157884], [0.886720033], [0.098792281], [0.787174286], [0.365592376], [0.719576193], [0.8058956], [0.7555783340000001], [0.526005909], [0.68880424], [0.22111531199999998], [0.739369477], [0.408440236], [0.348926542], [0.433713763], [0.5964966070000001], [0.6942953000000001], [0.7090309659999999], [0.867652984], [0.89332545], [0.746020922], [0.538284443], [0.8922193140000001], [0.935175765], [0.260527707], [0.956780449], [0.204932484], [0.687733351], [0.329063619], [0.632149831], [0.463744506], [0.698859621], [0.385446564], [0.47997537700000004], [0.732279108], [0.3813543], [0.459326013], [0.257401434], [0.665014804], [0.103399542], [0.425284413], [0.943529051], [0.594750236], [0.543776817], [0.18203988], [0.23584208399999998], [0.585984497], [0.762013168], [0.6849829070000001], [0.676936933], [0.290184964], [0.48106822200000005], [0.492766033], [0.22185623399999999], [0.053875998], [0.082751144], [0.385366225], [0.702513961], [0.91553156], [0.082087436], [0.251280378], [0.41672181700000005], [0.277032672], [0.579539754], [0.569363476], [0.133399703], [0.265045463], [0.936571901], [0.252618554], [0.054033081], [0.802481439], [0.528197693], [0.9515026], [0.572121173], [0.752938227], [0.143857535], [0.513484576], [0.313322389], [0.6877973959999999], [0.37705984], [0.348226142], [0.67763282], [0.24138752100000002], [0.8506501790000001], [0.22034810300000002], [0.476445464], [0.690324025], [0.364695946], [0.6492491970000001], [0.9437019209999999], [0.529645971], [0.299097002], [0.96696247], [0.272005242], [0.314161447], [0.752020991], [0.221882453], [0.7203326729999999], [0.379204782], [0.60168653], [0.582932673], [0.950809853], [0.58830141], [0.880887227], [0.467857701], [0.8799021709999999], [0.619844009], [0.359002573], [0.291511278], [0.694157143], [0.727960353], [0.617703921], [0.39581257], [0.58317282], [0.710332374], [0.253753693], [0.049412227999999996], [0.728378695], [0.432432881], [0.58612345], [0.052342373], [0.053483902], [0.518729378], [0.933040208], [0.7035542840000001], [0.268989899], [0.733006927], [0.44435246700000003], [0.5833946210000001], [0.871172692], [0.42876707799999997], [0.30046084100000003], [0.9533294590000001], [0.606443965], [0.90986815], [0.714896449], [0.49734950899999997], [0.8530974859999999], [0.721804145], [0.303467328], [0.664485096], [0.27978062], [0.569481665], [0.628628926], [0.088368123], [0.733567326], [0.537436778], [0.638593691], [0.954726948], [0.632202332], [0.642134651], [0.744653087], [0.115714007], [0.48625007299999995], [0.440356144], [0.08272289], [0.511591027], [0.394627555], [0.224394], [0.626927584], [0.290254057], [0.779008053], [0.86610579], [0.873326081], [0.49548916], [0.594297695], [0.9182015840000001], [0.5770427539999999], [0.019467671000000002], [0.6702982820000001], [0.546595316], [0.591665146], [0.42155819], [0.6856085590000001], [0.340303024], [0.675626741], [0.319067345], [0.38849966399999997], [0.706949589], [0.559409515], [0.687663508], [0.7088045540000001], [0.6818880940000001], [0.42253510899999996], [0.320004605], [0.6582813679999999], [0.634154867], [0.7773320090000001], [0.812677205], [0.074280797], [0.39600217], [0.054933913], [0.825058925], [0.382642009], [0.8687298179999999], [0.588043346], [0.891551577], [0.10920046], [0.647682781], [0.724342512], [0.07016304400000001], [0.280882054], [0.039113261], [0.579641592], [0.639000922], [0.281745925], [0.647857744], [0.6479057970000001], [0.875226264], [0.567603305], [0.262940591], [0.268026042], [0.40519133], [0.479965451], [0.33552403], [0.777165379], [0.42548796299999997], [0.237986115], [0.142522971], [0.724176488], [0.234698933], [0.07818228099999999], [0.855990155], [0.270251765], [0.435517841], [0.762697513], [0.46448725799999996], [0.396112685], [0.37638092100000003], [0.29459467699999997], [0.6944921209999999], [0.622767949], [0.8475597220000001], [0.301463054], [0.912937812], [0.500017182], [0.902587935], [0.304517943], [0.299165673], [0.092014087], [0.488548917], [0.664664437], [0.26534954899999996], [0.723657021], [0.149262385], [0.04577339], [0.69661064], [0.42181486], [0.733845785], [0.418795386], [0.677443529], [0.26128360300000003], [0.268527767], [0.5443222360000001], [0.431632036], [0.981018141], [0.21498072399999998], [0.39472999299999995], [0.122224944], [0.297496875], [0.37490443100000004], [0.68698771], [0.388549207], [0.039296071], [0.73553424], [0.37929489299999997], [0.7321233859999999], [0.33922143899999996], [0.659450594], [0.054838642], [0.640112102], [0.30714170399999996], [0.39661190700000004], [0.420439161], [0.24171497399999997], [0.065893153], [0.9105219370000001], [0.697163103], [0.072559853], [0.81825094], [0.311888815], [0.961644609], [0.816325524], [0.14647302], [0.548753945], [0.946158087], [0.293992717], [0.331479643], [0.9062200309999999], [0.525540416], [0.83301411], [0.514849806], [0.574609024], [0.46871185299999996], [0.71002775], [0.645973276], [0.229794416], [0.551783393], [0.055822990999999995], [0.331750941], [0.715520198], [0.583924357], [0.30695769100000003], [0.7914782370000001], [0.16423663900000002], [0.065711219], [0.948993132], [0.080423835], [0.052495426], [0.566346135], [0.3630266], [0.605442195], [0.6308505839999999], [0.065791238], [0.28681707100000003], [0.685462839], [0.260853706], [0.659122429], [0.44317392200000005], [0.602063986], [0.060366910999999995], [0.781903153], [0.5145798070000001], [0.48388621299999995], [0.600213807], [0.49736405200000006], [0.411145245], [0.116999171], [0.34189014100000004], [0.746950848], [0.39629274600000003], [0.6221438429999999], [0.335271141], [0.140257137], [0.081620681], [0.069837569], [0.46894000799999996], [0.9908574170000001], [0.896616832], [0.255310561], [0.22464526699999998], [0.01991825], [0.296480415], [0.155458996], [0.577916714], [0.9563030309999999], [0.813464394], [0.529675785], [0.287671353], [0.48039136], [0.28104482199999997], [0.633196521], [0.09332537699999999], [0.28447398100000004], [0.052223775], [0.051129385], [0.967405608], [0.040045727999999996], [0.9085829209999999], [0.6621174160000001], [0.42470320899999997], [0.72207806], [0.666193327], [0.509681253], [0.7513536209999999], [0.279073124], [0.074927], [0.916359535], [0.31040327], [0.716604052], [0.485587085], [0.30607518100000003], [0.477558204], [0.7119239409999999], [0.066348638], [0.27453935100000004], [0.31082252], [0.47607312700000004], [0.186795565], [0.26654207], [0.070231142], [0.26951927], [0.800004713], [0.27363366699999997], [0.14647919199999998], [0.378318951], [0.373849065], [0.242170835], [0.249796488], [0.066591188], [0.372956798], [0.501812291], [0.313097752], [0.8802021959999999], [0.51981893], [0.364138746], [0.49268289600000004], [0.285732652], [0.890114985], [0.316419561], [0.26866354], [0.771975959], [0.968888992], [0.080334377], [0.7368282209999999], [0.30055807100000004], [0.9179503929999999], [0.465815039], [0.054036682], [0.963150123], [0.08965350300000001], [0.7076932340000001], [0.636416037], [0.539521117], [0.114757161], [0.357312419], [0.67639834], [0.43482839], [0.032326387000000005], [0.711365605], [0.187486519], [0.052789653], [0.5058636129999999], [0.927431873], [0.6809842559999999], [0.882822186], [0.495705441], [0.596240398], [0.320610701], [0.3413685], [0.159681797], [0.318133669], [0.8393010479999999], [0.06435925099999999], [0.470216633], [0.7762522909999999], [0.635843383], [0.62510543], [0.52959065], [0.986900166], [0.078585688], [0.233284267], [0.363330957], [0.7167169809999999], [0.37588979200000006], [0.223316889], [0.299343986], [0.538595767], [0.730297124], [0.66033077], [0.435296009], [0.326494313], [0.854402708], [0.5734938470000001], [0.757786135], [0.704743233], [0.281575597], [0.671968208], [0.313726015], [0.364338275], [0.368216396], [0.38629520700000003], [0.655971865], [0.5660252729999999], [0.424999093], [0.090110371], [0.772350538], [0.331047258], [0.273716188], [0.23877568], [0.37307977200000003], [0.331185868], [0.256134531], [0.678373225], [0.43463833799999996], [0.654668307], [0.986681065], [0.371520495], [0.408359618], [0.40932365], [0.283412082], [0.395246531], [0.010984428000000001], [0.306013869], [0.266194806], [0.299318521], [0.318293946], [0.74282591], [0.09766432900000001], [0.079666942], [0.613258767], [0.99443072], [0.568835082], [0.7080345159999999], [0.37059271899999996], [0.669867361], [0.651295625], [0.462531569], [0.7196256190000001], [0.45377248], [0.394863946], [0.323974831], [0.146454724], [0.7790670409999999], [0.401828915], [0.601479585], [0.856423023], [0.565242962], [0.301225108], [0.282108144], [0.594378011], [0.705312368], [0.5408696279999999], [0.319249574], [0.36176613799999996], [0.625000704], [0.316287401], [0.047239021], [0.801182233], [0.508474436], [0.8178934109999999], [0.399235601], [0.9740519990000001], [0.72241535], [0.039564764], [0.908684108], [0.47301013399999997], [0.7180496279999999], [0.7634790690000001], [0.6475965370000001], [0.8949973859999999], [0.22282590100000002], [0.359012234], [0.944910252], [0.297877816], [0.172517997], [0.556586265], [0.876481735], [0.48667784299999994], [0.459496733], [0.47412637700000004], [0.70101144], [0.337597387], [0.537578886], [0.966992448], [0.056849545], [0.233249065], [0.380054711], [0.602929443], [0.303847999], [0.170194553], [0.972168554], [0.332168927], [0.6887286890000001], [0.110773401], [0.273352065], [0.572939678], [0.491457065], [0.281389999], [0.821697261], [0.6749776829999999], [0.585134549], [0.7105961159999999], [0.040488789], [0.568054311], [0.321752928], [0.611850232], [0.926096887], [0.618347428], [0.667629785], [0.39773346600000004], [0.290875487], [0.594375103], [0.508255233], [0.338571357], [0.43230234700000003], [0.302221978], [0.87619819], [0.080204492], [0.092333532], [0.09365644699999999], [0.6084523510000001], [0.732654598], [0.944158855], [0.26742308], [0.731124201], [0.661308553], [0.38776626200000003], [0.962585273], [0.322067067], [0.6340810929999999], [0.475345002], [0.35355897299999994], [0.8859363159999999], [0.876798106], [0.221581064], [0.394362449], [0.8050356759999999], [0.452898486], [0.592520516], [0.761026394], [0.245049023], [0.37213936299999995], [0.681054822], [0.7471431479999999], [0.9207395290000001], [0.097207945], [0.699302998], [0.721647006], [0.5353561139999999], [0.738293805], [0.7064675509999999], [0.67395061], [0.7112122909999999], [0.302558708], [0.080097855], [0.707010837], [0.512248622], [0.659627472], [0.657559694], [0.100645606], [0.92665363], [0.892879338], [0.839157508], [0.890959718], [0.556754471], [0.960361937], [0.631037864], [0.029838065], [0.278843351], [0.926157705], [0.551504258], [0.485942349], [0.43723469600000003], [0.25231801800000003], [0.515466972], [0.43725229600000004], [0.493724207], [0.83324725], [0.317521477], [0.28623456199999997], [0.726833965], [0.495667033], [0.028645255], [0.31967191699999997], [0.674344598], [0.7660371890000001], [0.65456992], [0.7565143809999999], [0.528253719], [0.38971949100000003], [0.355087459], [0.87015202], [0.7390833059999999], [0.305761846], [0.411587673], [0.063633094], [0.735409395], [0.605916669], [0.539395562], [0.566183532], [0.674795186], [0.070993366], [0.12526410000000002], [0.279601492], [0.952174402], [0.233806762], [0.43724742899999997], [0.925423095], [0.433498634], [0.52517902], [0.088435529], [0.447677638], [0.647000631], [0.9036033370000001], [0.265790738], [0.66419695], [0.498120658], [0.49018894399999996], [0.747084187], [0.906783648], [0.678770917], [0.348599859], [0.294839683], [0.705691827], [0.211917931], [0.063201124], [0.276699543], [0.672459395], [0.8082059490000001], [0.296538373], [0.16012686199999998], [0.439385032], [0.555951416], [0.386240112], [0.158689619], [0.214499855], [0.299579429], [0.569161656], [0.488614799], [0.8782950209999999], [0.649380949], [0.465713341], [0.16813774], [0.87529545], [0.8411323409999999], [0.33292081], [0.5130478589999999], [0.30505507800000004], [0.8126269909999999], [0.25096706], [0.5024355779999999], [0.45799074100000003]], \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"0=%{x}<br>1=%{y}<br>2=%{z}<br>Feature=%{customdata[0]}<br>Anomaly=%{marker.color}\", \"legendgroup\": \"\", \"marker\": {\"color\": [0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], \"coloraxis\": \"coloraxis\", \"opacity\": 0.7, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"\", \"scene\": \"scene\", \"showlegend\": false, \"type\": \"scatter3d\", \"x\": [6.04329252243042, -9.438496589660645, 16.18259048461914, 0.64848393201828, 13.559454917907715, -1.1374330520629883, -8.309967041015625, 5.008510589599609, 1.4863146543502808, -0.7658987045288086, 3.7199084758758545, 11.53219985961914, -3.528322458267212, 7.407134532928467, 12.04485034942627, 3.7242887020111084, -3.4984371662139893, -14.405450820922852, 17.08012580871582, 9.321032524108887, -1.5972390174865723, 8.177380561828613, 8.59667682647705, 1.1737704277038574, 3.941396474838257, 10.83845329284668, 10.287399291992188, -0.626404881477356, 4.213414192199707, 6.783036708831787, -0.03376011550426483, -8.270297050476074, 7.387594223022461, 11.166380882263184, -4.750317573547363, 9.714765548706055, 8.210074424743652, -0.46600863337516785, 7.803308486938477, -0.7110238671302795, -13.957944869995117, 8.711481094360352, -10.986281394958496, 3.38981294631958, 9.406761169433594, 3.0017967224121094, 10.03313159942627, 1.0910762548446655, 11.178682327270508, -14.385326385498047, 0.8019688725471497, 17.59526824951172, -4.344923496246338, 3.1149446964263916, -0.2834002673625946, -4.168464183807373, -1.6965341567993164, -4.20413875579834, 10.639522552490234, 14.378896713256836, -1.708946943283081, -9.282726287841797, 7.723346710205078, 8.227872848510742, -14.000991821289062, 10.486364364624023, -6.554722785949707, -14.491294860839844, 11.169625282287598, 3.194732904434204, 9.978006362915039, 4.215341567993164, 6.35023307800293, -0.3293180763721466, 3.361917734146118, 5.379137992858887, 12.650633811950684, 5.754343509674072, 0.3032064139842987, 0.765853762626648, 0.8916251063346863, 6.320160865783691, 9.572830200195312, -8.154052734375, -8.174643516540527, -7.387165069580078, -11.950860023498535, -13.015613555908203, -5.665258407592773, 4.416622161865234, 7.97635555267334, 2.535672903060913, -9.971935272216797, -9.685115814208984, -5.906643390655518, 8.529997825622559, -6.756563186645508, -8.17176342010498, -6.413577079772949, 11.485418319702148, 5.481586456298828, -13.410469055175781, -7.6803789138793945, -5.904998779296875, 8.004100799560547, -0.5158228874206543, -3.392320156097412, -12.238676071166992, 2.7014150619506836, 5.6672892570495605, 3.4286913871765137, 5.315988063812256, 0.5183561444282532, 3.3025224208831787, 14.472729682922363, 4.152254581451416, -11.44357681274414, -9.7914457321167, 0.008988305926322937, -7.933658599853516, 4.0429182052612305, -4.336596965789795, -11.550498008728027, -12.665705680847168, -5.975515365600586, -9.4785737991333, -5.252949237823486, 1.9590532779693604, -8.31729507446289, -9.768445014953613, -3.363494873046875, -6.452791213989258, 1.5652390718460083, -7.110162734985352, -14.094528198242188, 4.222870826721191, 10.971919059753418, 1.1660864353179932, -7.6726202964782715, -4.399757385253906, 0.4420448839664459, 5.8634538650512695, -5.167435646057129, 11.122211456298828, -8.327457427978516, -0.2022707462310791, 3.9243197441101074, -11.911312103271484, -8.2571382522583, -2.982059955596924, 3.6109039783477783, 5.969270706176758, -8.150171279907227, -5.286706447601318, 7.530468940734863, -7.823899269104004, -14.349855422973633, -13.92080307006836, 2.9625167846679688, -0.29097893834114075, -10.054119110107422, -2.9555583000183105, 5.434994220733643, -0.5959583520889282, 1.3241149187088013, -14.778807640075684, 0.1417640596628189, 9.455458641052246, 12.347966194152832, -7.331827163696289, -3.248065710067749, -7.427563190460205, 2.830846071243286, 13.465997695922852, -3.9332101345062256, -13.538089752197266, 0.817892849445343, 13.658823013305664, -8.287277221679688, 2.046577215194702, -6.073524475097656, 5.418424129486084, -9.272409439086914, 9.114402770996094, 9.16450309753418, -11.359426498413086, 7.200376987457275, -3.9665682315826416, 1.7809948921203613, 5.279537200927734, -12.512935638427734, 12.299443244934082, 2.6594817638397217, 14.537242889404297, -14.104978561401367, -8.764678955078125, -7.576944351196289, -11.873461723327637, 4.099388599395752, -5.4940185546875, -2.6570777893066406, -3.6014373302459717, -5.865025043487549, 9.649652481079102, 15.102194786071777, -8.052987098693848, -0.25920531153678894, -3.149085760116577, 4.654610633850098, -5.9385786056518555, -4.477262020111084, 6.4547224044799805, 6.27018404006958, 4.261016845703125, -4.276680946350098, -5.77786922454834, -6.631496429443359, 5.056143760681152, 7.623359203338623, -3.6260693073272705, 15.747529029846191, -10.758386611938477, 10.629620552062988, 1.4189406633377075, -14.462843894958496, 1.0001487731933594, -10.835840225219727, 1.2276766300201416, -14.52663516998291, 5.039107322692871, -9.122640609741211, -10.299159049987793, 1.626765489578247, 1.4149707555770874, -6.284991264343262, -10.862049102783203, -5.5030388832092285, 4.844244003295898, 2.3141539096832275, 13.875849723815918, -3.660611629486084, -10.234428405761719, 12.310847282409668, -11.389891624450684, 5.765923976898193, -14.441028594970703, 3.5044214725494385, 2.590230941772461, -10.400086402893066, 9.502800941467285, -2.709402322769165, -4.015694618225098, 4.093312740325928, -3.17824387550354, -0.8091512322425842, -0.033367644995450974, 5.749894142150879, -11.736103057861328, 4.696051597595215, -8.02434253692627, 12.13542366027832, -4.158924102783203, 12.915099143981934, -5.70743465423584, -3.1105470657348633, -11.27723217010498, 2.2930808067321777, -12.313518524169922, 3.0235188007354736, -10.44927978515625, -11.314046859741211, -8.236202239990234, 6.214118957519531, 12.136780738830566, 0.38273224234580994, -6.8690056800842285, 7.383693695068359, 12.462603569030762, -11.616607666015625, 1.7749420404434204, -11.347823143005371, 11.84864616394043, 0.09237252920866013, 4.1769490242004395, 14.195645332336426, -12.002731323242188, -10.25623607635498, -10.413113594055176, -12.984692573547363, 3.94923996925354, 4.413712978363037, -6.976624965667725, -3.1517038345336914, -12.696048736572266, -8.185317993164062, -0.031585171818733215, 3.6129283905029297, 0.5164450407028198, -7.668562889099121, 6.111421585083008, -6.834744930267334, -11.0920991897583, 7.444075107574463, 5.2366204261779785, 4.17836332321167, 5.091869354248047, -9.505817413330078, 5.370588779449463, -13.139243125915527, 9.216835021972656, 8.69835090637207, -11.783082008361816, 5.671810150146484, 13.190016746520996, -7.99725866317749, 6.925671100616455, -7.143472194671631, -9.577656745910645, 4.003162384033203, -6.572847366333008, -7.489934921264648, 5.960340976715088, 3.2577240467071533, -5.87178897857666, 3.477648973464966, 7.577681064605713, 2.947354793548584, 3.2380430698394775, 10.003082275390625, 3.2645039558410645, -12.495824813842773, 5.812845230102539, -5.94160795211792, -6.798501968383789, -13.281336784362793, 11.887428283691406, -9.361875534057617, 4.0741095542907715, 7.028419017791748, 7.420652866363525, 5.136309623718262, -1.173479437828064, -0.24973241984844208, -5.479460716247559, 4.645632266998291, 9.811698913574219, -6.576471328735352, -14.35586929321289, 1.4658817052841187, 5.295593738555908, -2.914703607559204, 5.673536777496338, -7.194733619689941, -8.135640144348145, -10.229562759399414, -1.114727258682251, -4.711534023284912, -9.299118995666504, 9.266972541809082, 8.996871948242188, -10.02315616607666, -9.178669929504395, 0.6163198947906494, -12.197029113769531, 2.362239122390747, 5.141592502593994, 5.257291793823242, -12.113581657409668, -12.128847122192383, -12.904496192932129, -12.465483665466309, -3.8947155475616455, 12.62274169921875, 10.83993148803711, 3.2094733715057373, -12.164281845092773, 4.372768402099609, 3.6816000938415527, -6.777955532073975, 6.940095901489258, 1.0030838251113892, -3.3826141357421875, 4.626896858215332, -0.15139949321746826, -10.183319091796875, -6.191580772399902, -2.7644779682159424, -3.167759418487549, -4.90521764755249, 6.120189666748047, -11.575098037719727, -6.859464645385742, 7.624795436859131, 5.101925373077393, -6.75291109085083, -8.102256774902344, -0.08037282526493073, 5.777303218841553, 7.655316352844238, 2.692283868789673, -7.665289878845215, -7.691414833068848, -11.372122764587402, -8.767190933227539, 5.8552985191345215, -11.583176612854004, 14.020477294921875, -2.4733939170837402, -1.4261410236358643, -10.56632137298584, -12.076637268066406, 5.890458583831787, 7.952847003936768, 4.662915229797363, -6.757638454437256, -10.674138069152832, -13.86331844329834, -9.281627655029297, 2.742757558822632, 9.865764617919922, 6.154078483581543, -9.475162506103516, -11.098672866821289, -9.516914367675781, 12.209839820861816, -13.768876075744629, -9.131729125976562, 3.8049981594085693, 5.853917121887207, 12.367667198181152, 4.5074076652526855, -9.97091293334961, -8.235971450805664, 3.981494188308716, 9.50466537475586, -6.165994167327881, -9.941997528076172, 11.611540794372559, 2.1611149311065674, 15.427388191223145, -0.18048527836799622, 0.8461098670959473, 14.883572578430176, 11.30256175994873, -5.520714282989502, 1.3149513006210327, 7.968226909637451, -7.1594085693359375, 9.970852851867676, 5.865568161010742, -8.421441078186035, 11.424576759338379, -12.288552284240723, 4.8730788230896, 1.3895756006240845, -5.489875793457031, -2.118288993835449, 11.346649169921875, 0.9665073752403259, 0.5042821168899536, -10.876166343688965, 14.380254745483398, -11.509721755981445, -1.0529218912124634, -1.0509305000305176, 7.745371341705322, 2.706674814224243, 8.220746040344238, -14.545923233032227, 12.225584030151367, 3.5129244327545166, -8.456816673278809, -12.045855522155762, 4.670373916625977, -12.074068069458008, -13.912903785705566, -8.571446418762207, 3.4002864360809326, 3.597914218902588, -10.851371765136719, -12.810209274291992, -8.271021842956543, 4.820645332336426, 10.61899471282959, -11.13652229309082, 11.139996528625488, -7.28346061706543, 5.495782852172852, 4.669766426086426, 13.824792861938477, 3.6894264221191406, 0.5463314652442932, 3.175485134124756, 7.548620223999023, 12.381387710571289, 4.467825412750244, -11.191041946411133, -0.28014957904815674, -5.918222904205322, 3.6579976081848145, -7.997361183166504, -0.9250433444976807, 7.966686725616455, -5.5546064376831055, 5.5450592041015625, 13.312722206115723, 1.9094173908233643, -13.13898754119873, 5.630403518676758, 6.02842378616333, 13.554886817932129, -14.157177925109863, -9.140654563903809, 6.657310962677002, 0.08211809396743774, -8.906233787536621, -3.676953077316284, 1.1997981071472168, -2.9377222061157227, -9.675857543945312, 5.964713096618652, 8.684464454650879, 5.166574954986572, 9.625323295593262, 8.077290534973145, -11.958405494689941, -0.3401232361793518, -11.232759475708008, -3.5176970958709717, 7.406031131744385, -7.751160144805908, 5.486301898956299, -0.8969535827636719, -12.490760803222656, 0.2554759681224823, 8.063431739807129, -9.649662971496582, 10.03625774383545, 1.9306459426879883, -10.719562530517578, -4.548452854156494, 1.9207793474197388, -12.202583312988281, -8.404026985168457, -14.654085159301758, -0.6596507430076599, -0.5814234018325806, 2.334609270095825, 4.667080879211426, -0.19949018955230713, -7.437780380249023, 4.283727169036865, 13.28624153137207, 2.957468032836914, -6.689395427703857, -6.685975551605225, -1.2460330724716187, 4.510540962219238, 2.8813936710357666, 0.05583234503865242, 11.497922897338867, 7.768303871154785, -7.2309136390686035, 3.744091749191284, -9.463836669921875, -0.8724570870399475, -13.270009994506836, -1.323331594467163, 5.8862152099609375, 2.2059507369995117, 5.800567626953125, 1.1805766820907593, 5.763898849487305, 5.508451461791992, -9.710930824279785, 9.756080627441406, -9.813156127929688, -12.855473518371582, 4.763587951660156, 4.83499813079834, 5.7639665603637695, 4.919861793518066, 11.381909370422363, -9.23217487335205, -13.246600151062012, -0.5632388591766357, 7.418793678283691, -9.064842224121094, -13.7002592086792, 5.289512634277344, -7.716745853424072, -10.429176330566406, -0.17277249693870544, 6.20243501663208, -1.0835630893707275, -4.579441547393799, 4.220369815826416, 6.574680328369141, 3.7292263507843018, 11.507301330566406, 0.23569825291633606, -2.9113121032714844, 6.514204025268555, -9.521138191223145, 2.8653993606567383, -7.730219841003418, 3.945895195007324, 7.415629863739014, -8.636679649353027, -6.114995002746582, 4.919310569763184, 3.9976205825805664, 7.061491966247559, 6.105391502380371, -0.4984772801399231, -7.768052101135254, -6.355511665344238, -5.746013164520264, -6.671438217163086, 7.248725414276123, 0.6924951672554016, -5.323509216308594, -2.9770712852478027, -2.1736137866973877, 10.305914878845215, 7.617476463317871, -10.51145076751709, 14.945691108703613, -3.553178310394287, -0.7405784130096436, 1.1329010725021362, -11.616740226745605, 2.4941787719726562, 9.10673999786377, 4.521814823150635, 2.1039505004882812, 2.341526508331299, 0.1784515231847763, 1.611850619316101, -1.148129940032959, 15.143732070922852, -5.898560523986816, -9.01037883758545, 6.2214741706848145, 6.858731269836426, 4.623321056365967, 13.227678298950195, 3.2339372634887695, 4.837494850158691, 6.75117301940918, -10.793532371520996, -12.78969955444336, -3.8751726150512695, 0.49310263991355896, -13.995646476745605, -5.8856706619262695, 10.738347053527832, 4.217682838439941, -3.0965797901153564, 5.824026107788086, 8.397045135498047, -4.892366409301758, -0.9132252931594849, 5.881120681762695, 2.3160033226013184, -5.667654991149902, 0.4440611004829407, -6.974511623382568, -12.038509368896484, -13.348423957824707, -4.326203346252441, -1.0065529346466064, -3.82310152053833, -0.6634588241577148, 0.4473448693752289, -8.35089111328125, -7.257698059082031, -0.4355880618095398, 3.38834810256958, -7.1897358894348145, 12.028935432434082, -11.6210298538208, 5.313348293304443, 2.567622423171997, -5.626049995422363, -13.440110206604004, -0.5998190641403198, -14.202778816223145, 2.8413634300231934, 9.066716194152832, 6.64910888671875, 7.904346466064453, 8.018861770629883, -6.5999932289123535, 1.2146174907684326, -1.5843340158462524, 8.09379768371582, 1.3024274110794067, 1.8365974426269531, 7.222174644470215, -5.413249969482422, 0.2824086844921112, 7.444733619689941, 4.197323799133301, 2.1996355056762695, -4.931899070739746, 3.4553685188293457, 0.6258184313774109, 1.6537047624588013, 3.680523633956909, 11.067635536193848, -13.438761711120605, -8.211255073547363, 11.014761924743652, -1.3106787204742432, -0.7335512638092041, -1.2432271242141724, 2.4823532104492188, -1.1954766511917114, -9.673978805541992, 17.03710174560547, -12.466710090637207, -6.822635173797607, 17.62470817565918, -2.9781270027160645, 7.400044918060303, 5.743396282196045, -2.3414034843444824, 2.6075527667999268, -0.34561145305633545, -4.818742275238037, 13.173677444458008, -0.4032275974750519, 0.06716199219226837, -1.936518669128418, 2.3317010402679443, 4.281040191650391, 2.218928098678589, 0.6274092197418213, 6.115565776824951, -2.748206853866577, 5.39096212387085, 4.892321586608887, 3.4796500205993652, 7.854677677154541, 0.7117078900337219, 3.672457456588745, 0.15696553885936737, 11.983818054199219, 8.674674987792969, -9.373745918273926, 12.856431007385254, -5.809736728668213, -14.002301216125488, -11.462173461914062, 14.043869018554688, 0.8994093537330627, -4.194981575012207, 6.538115501403809, -13.544382095336914, 8.903550148010254, -3.643097162246704, -10.094856262207031, -14.899560928344727, 6.697152614593506, -11.834733009338379, -11.642290115356445, 12.52370834350586, -9.326347351074219, 12.462839126586914, 1.1094127893447876, 3.1576364040374756, 0.36864298582077026, -9.139050483703613, 6.740105628967285, -10.858851432800293, -3.5181407928466797, -6.001272678375244, 2.6280148029327393, 7.511240482330322, 5.6739091873168945, -11.530746459960938, -7.5056657791137695, 3.531085729598999, 2.0497190952301025, 9.070525169372559, -6.382253170013428, 0.5131483674049377, -0.7375378608703613, 1.2542167901992798, 5.545172214508057, 3.963334083557129, 4.870874881744385, 4.983573913574219, -13.459477424621582, -9.586817741394043, -9.360372543334961, 10.572928428649902, 4.969063758850098, -11.37808895111084, -5.41549825668335, -2.436525344848633, -3.2921142578125, -8.908495903015137, 14.076083183288574, -14.364156723022461, -8.519102096557617, -6.98804235458374, 0.6782523393630981, -12.473409652709961, 11.564417839050293, 2.477085590362549, 4.253650665283203, 5.3610968589782715, -7.578271865844727, 9.979225158691406, -8.255891799926758, 7.133492469787598, 0.9820336103439331, 2.282886266708374, 3.7471423149108887, 12.74356746673584, -0.03323112800717354, -5.800239562988281, -8.667470932006836, -8.849523544311523, 0.7912638187408447, 1.0761890411376953, 7.565676212310791, 6.547454357147217, -6.444492340087891, 8.147350311279297, 7.73374605178833, 3.317080020904541, 11.455132484436035, 2.401695966720581, 12.70186710357666, 12.107648849487305, 3.546344518661499, -7.1700439453125, 4.95905065536499, -5.626598834991455, 2.1024255752563477, -11.966778755187988, -10.59897232055664, -0.3976925015449524, -9.373774528503418, 4.652626037597656, 3.2348737716674805, -6.165633678436279, -1.0780130624771118, 7.371283054351807, -5.994980812072754, 4.459912300109863, -4.338821887969971, -10.123183250427246, -4.9599289894104, -0.6909798383712769, 0.7978850603103638, 4.800991535186768, 6.983177185058594, 1.5698338747024536, -0.4662765860557556, 3.8542721271514893, -9.636857986450195, 1.3105700016021729, -10.304060935974121, 1.2130471467971802, 2.515812397003174, 5.355632781982422, 5.9648942947387695, -7.701075077056885, -11.965048789978027, 3.104203224182129, -6.653326034545898, -9.58842658996582, -6.239406108856201, -6.967216968536377, 3.9737422466278076, 14.204854965209961, 4.923793792724609, 4.902675151824951, -0.9421994090080261, 4.427859306335449, 5.863838195800781, 0.634190022945404, 7.4681854248046875, -3.5968925952911377, 5.766291618347168, 3.807490587234497, 11.00064754486084, 8.249722480773926, 11.353324890136719, 0.01215510442852974, 9.18729019165039, 6.095402717590332, 4.252951622009277, -13.554615020751953, -3.2863898277282715, -7.355156421661377, -10.151847839355469, -4.259081840515137, -10.093503952026367, 7.324857234954834, 3.6789042949676514, 9.516457557678223, 3.823047161102295, -7.350977897644043, 11.107986450195312, 1.4886757135391235, -12.937084197998047, -9.384034156799316, -9.993050575256348, 3.1490068435668945, 5.191486358642578, 14.515876770019531, 3.213920831680298, -11.051387786865234, -0.30243125557899475, 1.8784297704696655, 6.721129894256592, 1.815412998199463, -7.21441650390625, 2.8869662284851074, -9.876086235046387, 3.8520660400390625, -8.925206184387207, 3.8430662155151367, -7.454799175262451, -10.456493377685547, 13.79241943359375, -7.570364475250244, -11.573532104492188, 8.058093070983887, 5.11953592300415, 12.241401672363281, -7.133270740509033, 15.036373138427734, -8.782936096191406, 3.4636390209198, 14.00081729888916, -3.738290786743164, 0.49523478746414185, -1.0198583602905273, 4.083020210266113, 6.567519664764404, 3.4021811485290527, 6.278499126434326, -10.9647855758667, -9.703031539916992, 3.291837215423584, -2.53918719291687, 7.038310527801514, 2.47703218460083, -3.0211727619171143, -13.83873462677002, 1.235291838645935, 6.321083068847656, 3.0849523544311523, -5.606642723083496, -13.554448127746582, -9.483135223388672, 13.677141189575195, 1.6996477842330933, 4.633219242095947, -14.501533508300781, -12.354659080505371, 2.9424526691436768, 6.1100335121154785, -5.8106465339660645, 7.15234375, 5.2030558586120605, 4.997851371765137, 14.333925247192383, 1.980215311050415, -11.797709465026855, -11.004826545715332, 6.61950159072876, -0.5263856649398804, 0.5098186731338501, 5.420746326446533, 5.489199638366699, 0.4109458029270172, -10.635320663452148, 5.959047317504883, -7.4614362716674805, -6.439744472503662, 3.6543643474578857, 1.6591728925704956, 11.545985221862793, 0.5890194177627563, 4.658565044403076, 4.501564025878906, 14.952325820922852, 5.841578960418701, 3.996090888977051, -9.150798797607422, -0.23041749000549316, 3.4174444675445557, 12.858407020568848], \"y\": [-3.7802674770355225, 5.3222761154174805, 2.556400775909424, 10.823824882507324, 2.5910964012145996, 7.838602066040039, 2.858267307281494, 17.022645950317383, -2.0449604988098145, -8.830530166625977, 18.17439842224121, 4.501950263977051, 13.56196117401123, 0.39077916741371155, 8.780655860900879, 9.055046081542969, 13.59544849395752, -2.5778141021728516, 2.8016409873962402, 3.6875531673431396, 7.146355152130127, -8.819851875305176, 1.2303177118301392, -2.4676215648651123, 8.352046966552734, -8.843173027038574, 3.854640245437622, 0.5516676306724548, 2.9044189453125, 11.687431335449219, -0.569280207157135, 6.848936557769775, -2.026209592819214, 10.755237579345703, -4.79437780380249, -8.950425148010254, 3.305769681930542, 0.9216647744178772, -6.5831170082092285, 9.246926307678223, -4.643942356109619, 11.042304039001465, -6.131002426147461, 5.897445201873779, 9.322931289672852, 9.068794250488281, 10.025863647460938, -2.398327589035034, 4.319835662841797, -2.8721256256103516, 18.73996353149414, 3.254574775695801, -3.163942575454712, 9.16832447052002, 8.820206642150879, 9.175305366516113, 9.835067749023438, 4.70013952255249, 11.139483451843262, 6.819775581359863, -4.804083824157715, -6.968148708343506, 9.117912292480469, 11.639575004577637, -6.554375171661377, 10.142838478088379, -9.055098533630371, -3.2521510124206543, 4.202706336975098, 11.201064109802246, 13.520976066589355, 13.374859809875488, -5.883578777313232, 14.442239761352539, -17.328386306762695, -9.67796516418457, 6.154429912567139, 11.379157066345215, -16.45052146911621, -13.402788162231445, -12.849981307983398, -11.524658203125, 3.4981725215911865, -5.983060359954834, 2.906721353530884, 2.982724666595459, -3.0729563236236572, 0.5908730626106262, -4.9911980628967285, -9.360966682434082, -9.642919540405273, 16.404695510864258, -6.485859394073486, 1.8490630388259888, 7.24751615524292, 10.091076850891113, -2.7803783416748047, 0.7786321640014648, -0.8767185211181641, 5.876740455627441, -7.082564353942871, -2.2180116176605225, 0.8873831033706665, -3.9660491943359375, 10.75560474395752, -8.831226348876953, 0.629001796245575, 0.06414609402418137, -16.473560333251953, 12.482963562011719, -10.536142349243164, -8.314669609069824, 17.52833366394043, -9.799297332763672, 2.8984084129333496, -12.667478561401367, 5.631145000457764, 1.7384531497955322, 12.147455215454102, -0.5923642516136169, -13.308076858520508, -3.8922841548919678, 1.7074079513549805, -5.244734764099121, -4.776468753814697, 3.2135138511657715, 6.2265119552612305, 11.903948783874512, 2.7397732734680176, 2.4428021907806396, -7.107686519622803, -3.43375301361084, 17.46105194091797, 4.064316749572754, -1.115630030632019, -6.664416313171387, 2.2614574432373047, 15.02762508392334, 3.4661576747894287, 0.24749837815761566, 15.297988891601562, -10.712150573730469, -4.440507888793945, 2.9903388023376465, -0.20050649344921112, -11.108648300170898, 14.73788833618164, -2.182507276535034, 4.490888595581055, 0.2246122658252716, -10.77503490447998, -11.702024459838867, -0.62353515625, -5.493723392486572, -7.683244228363037, -2.362886428833008, -4.674216270446777, -4.5445146560668945, -15.046731948852539, 11.965800285339355, 5.762420654296875, -5.5501790046691895, -16.989459991455078, -16.212947845458984, 11.17956829071045, -2.7222535610198975, 15.13244915008545, 12.802486419677734, 5.810522079467773, -6.0403923988342285, -0.026145562529563904, 1.0659847259521484, 9.43716049194336, 2.0707485675811768, -3.0013723373413086, -0.7271637320518494, 9.185309410095215, 2.4896388053894043, 5.2924675941467285, 13.622675895690918, -2.5930612087249756, 11.398782730102539, 7.551079750061035, 10.647345542907715, 12.207429885864258, 4.467084884643555, 9.52885627746582, -7.160520076751709, -10.903867721557617, -11.52238655090332, -2.3251655101776123, 2.674063205718994, 17.329113006591797, 2.1231465339660645, 4.047525882720947, 5.039482593536377, -2.916677236557007, 0.4534623622894287, -7.256864070892334, -3.806070327758789, -4.933748245239258, 0.4214962422847748, 6.028078556060791, 3.8665313720703125, 2.6355574131011963, 7.308582782745361, -14.285972595214844, -5.499946117401123, 12.158609390258789, 4.679813861846924, -4.138250350952148, 8.708827018737793, 12.973739624023438, -12.182341575622559, -4.017930507659912, -3.004462957382202, 4.134766578674316, 10.51409912109375, 11.424705505371094, -0.4368158280849457, 2.255197286605835, 0.37330010533332825, 4.415455341339111, -16.65003204345703, 2.1837427616119385, -14.309090614318848, -5.240185737609863, -10.858220100402832, -1.2246366739273071, 5.894382953643799, 3.9234566688537598, -6.416651248931885, 14.12446403503418, 14.555785179138184, -1.3813998699188232, -0.13780349493026733, 2.607860803604126, -11.133925437927246, 11.93781852722168, 1.5562059879302979, -5.465186595916748, -2.5713701248168945, 3.7034006118774414, 1.5754263401031494, 14.143299102783203, 1.1526480913162231, -9.452651977539062, -17.64219856262207, -5.051325798034668, 1.693302035331726, -5.872797012329102, -0.3328329920768738, 12.802486419677734, -5.666698455810547, -9.658249855041504, -3.860532760620117, -5.070405960083008, 0.8073391318321228, 6.362217903137207, 0.3095942735671997, 2.5665104389190674, -6.179345607757568, 1.5922785997390747, -1.966234803199768, -4.5540337562561035, 1.6344188451766968, 15.962695121765137, 4.688384532928467, -16.213695526123047, -0.6520592570304871, -1.190905213356018, 7.214613437652588, -7.3749494552612305, 2.536356210708618, 10.825739860534668, -7.165729522705078, 9.544427871704102, 2.7114529609680176, -0.3310474455356598, -10.666378021240234, -5.365549087524414, 2.8002302646636963, -10.149299621582031, -7.8761305809021, 3.5111615657806396, 1.874010443687439, -2.2636945247650146, 0.7683053016662598, 1.7872318029403687, -6.5143723487854, -10.844148635864258, 3.2401046752929688, 0.7510347366333008, 1.614741325378418, -5.825568199157715, 16.137460708618164, 13.521177291870117, -16.443811416625977, -3.5628747940063477, -6.109145641326904, 3.981666326522827, 1.4856247901916504, 12.309040069580078, 14.437030792236328, 11.204228401184082, -16.42716407775879, -1.0031298398971558, -16.041603088378906, -4.314396858215332, 11.724335670471191, 12.034667015075684, -2.1333436965942383, 10.48372745513916, 1.7957707643508911, -4.409451961517334, -4.973392963409424, -5.919801235198975, 2.9088258743286133, -16.407146453857422, 6.400609970092773, 3.2475640773773193, -9.451964378356934, 13.752920150756836, 2.4797627925872803, -15.084043502807617, -8.4840669631958, 14.65396499633789, 16.415678024291992, 6.005764007568359, 12.044486045837402, 4.8164873123168945, 9.11077880859375, -7.324363708496094, -3.379145383834839, 0.18726707994937897, 5.858100414276123, 2.3855252265930176, -6.330021858215332, 9.896368980407715, 8.598583221435547, -6.011747360229492, -11.672277450561523, 12.273630142211914, -6.295982837677002, 16.427207946777344, 4.925379753112793, 4.692737579345703, -2.244968891143799, 12.24306583404541, 9.33984375, -0.47055119276046753, -7.405580520629883, 0.5655800700187683, 6.865644931793213, -2.2340221405029297, -11.450963020324707, -3.6343984603881836, 0.8723270297050476, 11.202436447143555, -9.409214973449707, 4.132191181182861, 0.025987107306718826, -2.8860082626342773, -4.016646862030029, 13.546058654785156, -16.95655059814453, 12.032490730285645, 2.930734634399414, 0.6345369219779968, -0.1331518292427063, -7.019772052764893, -5.331612586975098, 4.981637954711914, 7.1822943687438965, 13.62214183807373, -6.6873016357421875, -17.856901168823242, 11.857177734375, 6.885401725769043, -10.42047119140625, 13.347469329833984, -1.049852728843689, -17.089906692504883, -13.175088882446289, 3.2043099403381348, -2.1869125366210938, 0.8793158531188965, 0.3837190568447113, -3.0138630867004395, -8.601226806640625, -2.817873477935791, -2.742673635482788, -8.853949546813965, -11.490620613098145, -0.5353180766105652, 7.0738959312438965, -8.598779678344727, 13.949010848999023, -7.42718505859375, -9.593082427978516, -0.633546769618988, -7.098582744598389, -1.8728959560394287, 7.408810138702393, 15.579656600952148, 4.710596561431885, 5.3094987869262695, -1.9136019945144653, 12.517263412475586, 2.1458468437194824, 2.4805662631988525, -10.445913314819336, 12.31732177734375, -16.585994720458984, 3.1989758014678955, -6.15319299697876, -0.7355992197990417, 3.494412660598755, 16.47394371032715, 5.3631391525268555, -8.763642311096191, -3.073606491088867, 0.24328401684761047, 4.03858757019043, 6.321786880493164, 0.08982346951961517, 3.345167875289917, 11.784646034240723, -5.883871555328369, 6.383935928344727, -12.3533935546875, 4.342712879180908, -6.455393314361572, 12.173900604248047, 13.215348243713379, -2.0954346656799316, -0.06381575018167496, 4.908359527587891, -16.778297424316406, 3.2727723121643066, -9.273486137390137, -16.730693817138672, 2.8751094341278076, 7.231262683868408, -3.531991720199585, 9.812065124511719, 13.194222450256348, -6.8372883796691895, 2.924258232116699, 13.198598861694336, -7.467999458312988, 2.657367467880249, -5.9536261558532715, -16.939895629882812, 16.89219856262207, 6.404974460601807, -3.9185853004455566, 2.445854902267456, -16.38660430908203, -14.545429229736328, 3.3373396396636963, 4.360732078552246, -5.246410846710205, -13.038212776184082, -2.495558977127075, -9.651102066040039, -15.97917652130127, 14.638066291809082, -2.293179988861084, 5.010673522949219, -13.61544132232666, -1.2328681945800781, -4.077434539794922, -8.85186767578125, -7.330965995788574, 3.4535562992095947, 4.926684856414795, 10.063727378845215, -5.449476718902588, 2.4095826148986816, -4.357913970947266, -6.806139945983887, 11.05894947052002, 7.170555114746094, 5.209578514099121, 6.332510948181152, -0.2462645024061203, -5.391026496887207, -5.991754531860352, 0.5706592202186584, -16.653839111328125, 16.24957847595215, 8.04603099822998, 12.753164291381836, 4.0990190505981445, 14.222001075744629, 1.917602300643921, 13.527996063232422, -5.542340278625488, -8.092538833618164, 3.3541088104248047, -0.07131356745958328, -9.309678077697754, -4.679235458374023, -5.600784778594971, 1.0540971755981445, -16.77173614501953, -1.7370383739471436, -5.4115986824035645, 10.555183410644531, 2.9178500175476074, -4.018304824829102, -1.853523850440979, 8.761253356933594, -15.839156150817871, -7.5803608894348145, -6.208270072937012, -16.537273406982422, -0.7955697178840637, -1.021645426750183, -6.855562686920166, 4.925450801849365, 7.944158554077148, 6.444057941436768, 10.684518814086914, 6.282535552978516, -12.240355491638184, 1.4741021394729614, -2.7513389587402344, -4.753401279449463, 0.6989187598228455, 12.129695892333984, 13.691205978393555, -6.883791923522949, 14.964873313903809, 11.80784797668457, 7.843834400177002, 4.677647113800049, -6.1168060302734375, -0.3444172441959381, 0.7315713763237, 12.609236717224121, 2.453507423400879, 4.748178958892822, -1.9015642404556274, 16.444169998168945, -10.497783660888672, 13.244827270507812, 13.538658142089844, -10.191197395324707, -4.95095682144165, -8.462311744689941, 4.413105010986328, -15.05930233001709, -7.051612854003906, 0.6994534134864807, 12.972983360290527, -15.821514129638672, 15.856389999389648, -3.9767849445343018, 6.6724443435668945, 11.799566268920898, -6.709387302398682, 15.296788215637207, -1.6039228439331055, -14.25919246673584, -3.367558240890503, -0.30050578713417053, 14.763622283935547, 15.501916885375977, -5.077291011810303, 15.549044609069824, 15.796713829040527, 9.224209785461426, 6.150651931762695, 12.88255500793457, 3.208819627761841, 1.2586089372634888, -7.207032203674316, -13.990775108337402, -8.069600105285645, -15.422709465026855, 6.9172468185424805, 3.7455592155456543, -4.418243885040283, -14.190397262573242, -4.830747127532959, -3.877821922302246, 3.147717237472534, 11.928370475769043, -6.7967000007629395, -4.871519088745117, -4.203761100769043, 15.53678035736084, -3.248626470565796, -4.30361795425415, 14.702768325805664, 12.859591484069824, 10.626690864562988, 6.835381984710693, 13.931617736816406, -4.1453657150268555, 10.07125186920166, 3.5736594200134277, 12.403324127197266, 3.6785385608673096, 16.531190872192383, 8.996338844299316, -0.539724588394165, 3.0682320594787598, 7.482961177825928, -9.560709953308105, -6.894074440002441, -6.09994649887085, -11.784335136413574, -5.9845499992370605, -3.793483018875122, -5.75591516494751, -5.64240837097168, -5.0101423263549805, -2.986213207244873, -3.894364595413208, -5.436794281005859, -0.7688601613044739, 6.55452823638916, 16.177825927734375, 5.167932987213135, 2.874837875366211, -2.1064977645874023, -13.437145233154297, -7.641637325286865, 0.9770527482032776, -17.505861282348633, 4.243701934814453, -9.129107475280762, -6.418448448181152, -9.194414138793945, -3.00813889503479, 16.593311309814453, -3.408515453338623, 2.576355457305908, 5.004446029663086, 4.88926362991333, -10.602367401123047, 8.227272033691406, -17.688199996948242, 4.899047374725342, -8.224939346313477, 9.429770469665527, -8.268274307250977, -5.233204364776611, -3.032763719558716, -1.239880084991455, 15.605850219726562, -0.9755280613899231, 3.2163660526275635, 4.924224853515625, -7.444568634033203, -0.5458921790122986, 12.043729782104492, 13.24478530883789, -3.756138324737549, -2.7356300354003906, -5.263369560241699, 12.951204299926758, 2.986267328262329, 14.120341300964355, 4.59649658203125, 0.27995067834854126, -1.7861346006393433, 0.35654783248901367, -10.983926773071289, -6.437959671020508, -2.1885406970977783, 10.994824409484863, -4.881414413452148, 5.466154098510742, 16.395496368408203, 13.108009338378906, 3.8441429138183594, 5.759207725524902, -5.989597797393799, -6.708498001098633, 9.47258472442627, -8.51632022857666, -1.4078341722488403, -11.35028076171875, -3.3567206859588623, 17.011159896850586, 13.068527221679688, 7.156272888183594, 11.784506797790527, 12.16702651977539, -1.3569469451904297, 18.158720016479492, 12.834023475646973, -9.58798599243164, -14.035378456115723, -15.415770530700684, 8.819798469543457, -5.573959827423096, -15.939798355102539, 0.39035096764564514, 2.893284320831299, -9.093432426452637, 8.51529598236084, 16.739974975585938, 19.324378967285156, -3.849841356277466, 6.495410442352295, 10.594614028930664, -5.0400285720825195, -6.476327419281006, -8.837119102478027, 2.1766390800476074, 11.458280563354492, 7.718596935272217, 9.713982582092285, 2.326643466949463, -4.285759925842285, 2.7776966094970703, 6.675461769104004, 0.0715160071849823, 3.284978151321411, 0.2841719686985016, -1.9496098756790161, 12.144431114196777, 12.70214557647705, 12.668906211853027, 8.90827751159668, -4.1560468673706055, 6.046809196472168, -2.6136858463287354, -1.6309561729431152, -3.8203177452087402, 16.733489990234375, -12.228408813476562, -16.294252395629883, -16.090167999267578, 7.063350677490234, 0.6498826742172241, -8.847426414489746, -8.27537727355957, 7.073614120483398, -7.5278849601745605, -16.361421585083008, -14.059969902038574, 16.678186416625977, 2.3369429111480713, 13.459620475769043, 4.703586578369141, 4.524060249328613, 7.71577262878418, 4.055364608764648, -5.511119365692139, 2.345540761947632, -13.260760307312012, -6.4507622718811035, 8.714584350585938, -1.7599114179611206, 11.452058792114258, -6.545923709869385, -4.697574138641357, 0.27552881836891174, -4.989198684692383, 3.3928911685943604, 4.737678050994873, 3.553962230682373, 3.058884859085083, 1.9461686611175537, -12.950315475463867, -6.363923072814941, -2.3732810020446777, 3.84907865524292, -7.9378790855407715, -4.290471076965332, -2.0441598892211914, -4.275867462158203, -17.402179718017578, -7.160907745361328, -12.835868835449219, 4.147058010101318, 1.527610182762146, -10.638653755187988, -17.564104080200195, 12.84063720703125, -6.890293598175049, 11.675670623779297, -15.300750732421875, -13.738005638122559, 16.22891616821289, -10.857869148254395, 6.344955921173096, -16.31175994873047, 4.481766223907471, 7.4660725593566895, -4.67515754699707, 2.8149313926696777, -14.229350090026855, -2.4432687759399414, -3.3764004707336426, -0.776803195476532, -1.8416626453399658, 5.561855792999268, 1.452170729637146, -1.9806711673736572, -7.776531219482422, 0.8852539658546448, 15.995869636535645, -7.653501033782959, 4.685974597930908, 7.78914737701416, -16.83896827697754, -8.540767669677734, 2.112605571746826, 3.0986876487731934, 0.5420386791229248, 15.461028099060059, 8.7507963180542, 13.700891494750977, 15.46957015991211, 1.8577924966812134, -16.867765426635742, 2.6900634765625, -2.252880334854126, -0.7352476119995117, 15.980721473693848, -14.400228500366211, -9.418150901794434, 11.543259620666504, 0.6580589413642883, -9.634333610534668, 9.301831245422363, 7.780763149261475, 1.8635791540145874, 11.495688438415527, 6.1156697273254395, 1.9305187463760376, 14.55237865447998, -7.0762505531311035, -13.537735939025879, -3.7984280586242676, 13.582841873168945, -0.4895929992198944, 2.6781160831451416, 13.702914237976074, 1.7731071710586548, -14.156046867370605, -10.975037574768066, -4.995812892913818, 12.899188995361328, -7.000168800354004, -6.104201793670654, -13.17529296875, -3.2322375774383545, -1.005035400390625, -2.0623393058776855, 16.658409118652344, -14.89543628692627, 6.363688945770264, -7.372973918914795, -13.560918807983398, -4.738304615020752, -13.760490417480469, -1.4296923875808716, 15.001968383789062, 2.027949810028076, -13.855731964111328, 12.564680099487305, -9.985665321350098, 14.266511917114258, -5.133937358856201, -2.921093225479126, -11.825234413146973, 7.5937819480896, -4.104609966278076, -1.1535667181015015, -4.58650016784668, -7.152458190917969, 3.6826703548431396, -11.18618106842041, -18.379947662353516, -10.8817720413208, 13.277889251708984, 14.33098030090332, 17.41529655456543, -7.5377607345581055, 0.48079901933670044, -5.638518333435059, 6.9866156578063965, 4.177670001983643, 11.849367141723633, 6.172246932983398, -10.48359203338623, 10.605000495910645, -11.252798080444336, -7.784461498260498, -0.3135605752468109, -3.1410765647888184, 0.3171927034854889, 0.47262290120124817, -6.214073181152344, -4.9990553855896, 15.617877960205078, -15.279751777648926, 3.324748992919922, 13.881477355957031, 7.086985111236572, 6.422755718231201, -16.992450714111328, -0.042553190141916275, -3.7634711265563965, -6.700679779052734, -17.584823608398438, 6.864328861236572, 2.4742348194122314, -6.592808246612549, 2.2187271118164062, 16.48887062072754, 17.502117156982422, -7.176946640014648, 17.384986877441406, -0.2169281393289566, -10.510150909423828, -0.4186226427555084, -11.30504035949707, 6.7185540199279785, -6.203254699707031, -3.246220111846924, -0.8198529481887817, 1.6582082509994507, -6.598952770233154, -3.467477321624756, 13.975358009338379, 14.303781509399414, 6.374030590057373, -2.5251333713531494, 4.031239986419678, 4.9599127769470215, 15.95738697052002, 6.0431809425354, -7.076577186584473, -16.13977813720703, 14.04986572265625, -16.551929473876953, 7.7765793800354, -16.62957191467285, -10.014162063598633, 0.09907064586877823, 6.42175817489624, -5.157022953033447, -1.2786529064178467, 15.515250205993652, 14.13199234008789, 0.0878237783908844, -0.7182243466377258, 17.90046501159668, 10.595120429992676, 7.6119208335876465, -4.984618186950684, 3.001638650894165, -3.3455657958984375, 2.5039689540863037, -16.44823455810547, -7.205212593078613, -3.77266001701355, 1.0783329010009766, -14.622930526733398, 8.015928268432617, -7.084997177124023, 10.872594833374023, -14.930209159851074, -6.0639328956604, 2.8148975372314453, -11.44381046295166, 2.391491174697876, 1.6975901126861572, 9.725618362426758, -2.659925699234009, 11.652376174926758, 7.680825233459473, -7.27616024017334, -16.358461380004883, 3.670006513595581, 10.17540168762207, -7.516841888427734, -4.652706623077393, 13.298648834228516, 15.385626792907715, 6.029844760894775, 11.75342845916748, -16.330751419067383, -17.958587646484375, 4.144866466522217, 8.921813011169434, -6.31230354309082, -0.5724722743034363, -14.888389587402344, 12.008392333984375, 6.185750961303711], \"z\": [2.8933498859405518, -2.2264838218688965, -2.0938265323638916, -6.133613586425781, -9.35076904296875, -0.4757746458053589, 6.912205219268799, -4.096841812133789, -2.1185076236724854, 6.438628196716309, -1.5408841371536255, -11.089764595031738, -4.840203285217285, -2.749586343765259, -3.8149142265319824, -9.65048885345459, -4.797477722167969, -0.3023128807544708, -0.7548777461051941, -11.108990669250488, -0.03489087522029877, 1.4417437314987183, -3.3341927528381348, -2.8422369956970215, -0.67825847864151, 0.25192201137542725, -10.648735046386719, 0.17913587391376495, -8.60966682434082, -6.034197807312012, -1.4499622583389282, 0.7200469374656677, -1.1594970226287842, -3.7536134719848633, 2.7454793453216553, 2.2928738594055176, -11.6903076171875, 0.4131905734539032, 0.7431005835533142, 0.23588517308235168, 8.49980640411377, -2.089448928833008, 3.2172863483428955, -0.8093039393424988, -2.1696488857269287, -10.071721076965332, -1.8444545269012451, -2.3923771381378174, -10.936849594116211, 3.4780802726745605, -4.960011959075928, 0.9888527989387512, 4.770244598388672, -9.926469802856445, -2.642209768295288, 2.8464770317077637, 1.0514986515045166, 1.478744387626648, -3.4426770210266113, -3.8133645057678223, 2.370028495788574, -2.5311856269836426, -11.30692195892334, -2.184122323989868, 4.644660472869873, -1.1480743885040283, 1.554286003112793, -0.38505804538726807, -9.745073318481445, 0.2045983225107193, -8.450037002563477, -5.841462135314941, 0.173712819814682, -4.483760833740234, 1.5060596466064453, 5.148787498474121, -6.8006415367126465, -8.243827819824219, 5.129085063934326, 7.606210231781006, 7.137674331665039, 4.519324779510498, -6.201094150543213, -2.91257643699646, 3.2713797092437744, -3.121638774871826, 1.253469705581665, 2.7386701107025146, 0.3417735695838928, 1.4249929189682007, 4.581423759460449, -2.0428576469421387, 2.0051612854003906, 7.225294589996338, 2.783658504486084, -10.416659355163574, 7.93687629699707, -2.6567609310150146, 3.1629550457000732, -6.604305267333984, 0.42847514152526855, 4.963077545166016, -2.2288458347320557, 5.941262722015381, -11.887495994567871, 9.938985824584961, 5.951760292053223, -3.3982083797454834, 1.0797497034072876, -7.964428424835205, 3.3863894939422607, -1.4461966753005981, -0.2071460336446762, 4.685875415802002, -6.282808780670166, 5.467845916748047, 6.7332611083984375, 7.552574634552002, -5.122421741485596, 4.096120834350586, 6.683052062988281, -0.2943904399871826, -3.3970844745635986, 4.879302501678467, -5.590516090393066, -1.2458672523498535, 2.1105194091796875, -5.397724628448486, 2.242664337158203, -2.145691156387329, 0.3251466453075409, 7.65931510925293, -5.764266014099121, 4.798132419586182, 5.21340274810791, 5.997163772583008, -5.2617878913879395, -7.254661560058594, -0.47125065326690674, 0.19097819924354553, -4.319362163543701, 1.834471344947815, 5.786317825317383, -7.172995567321777, 5.370096206665039, 8.512868881225586, -1.7859553098678589, 6.138478755950928, -0.8206217885017395, 2.9013125896453857, 2.128039836883545, 6.4420671463012695, -4.965516567230225, 6.250908851623535, 1.4244948625564575, 7.593828201293945, 3.6977999210357666, 6.032532691955566, 3.632436990737915, -2.8766283988952637, 7.28693151473999, 3.5564680099487305, 5.95916748046875, 6.575646877288818, -3.896519422531128, 5.175680160522461, -5.209974765777588, -5.32209587097168, -3.4462854862213135, -5.481871128082275, 6.104124069213867, -3.5758824348449707, -1.3091641664505005, -4.42014741897583, -3.674196720123291, 3.137176990509033, -2.2627837657928467, -3.4197304248809814, -0.382555216550827, -7.181778430938721, -2.29400372505188, -0.043934911489486694, 1.924916386604309, -6.948382377624512, -5.950379848480225, 7.611630916595459, -3.618938446044922, 1.0394620895385742, 7.896617412567139, 5.932640552520752, 5.802231788635254, -7.570056915283203, -2.406055450439453, -5.0651655197143555, 4.2650675773620605, 6.505940914154053, -1.7281227111816406, -4.771534442901611, 0.17481772601604462, -5.423329830169678, -0.44833457469940186, 1.3034981489181519, 3.879960060119629, -7.022822380065918, -3.6634652614593506, 1.0514851808547974, 9.187356948852539, -0.33207613229751587, 0.10442288964986801, 1.166398286819458, -3.6720316410064697, -5.7857794761657715, -9.592856407165527, 3.685544729232788, -0.47423288226127625, -0.6760299801826477, 0.794063925743103, -8.462900161743164, -10.391953468322754, -0.8454121351242065, -3.7559897899627686, -0.7577542066574097, -6.8492655754089355, 1.7650039196014404, 4.880636215209961, 9.56088638305664, 4.885918617248535, 6.418457508087158, 5.916310787200928, -4.511786937713623, 5.71907377243042, 2.1482982635498047, -6.16290807723999, -7.201649188995361, 5.902015686035156, -0.8243326544761658, 1.3591357469558716, 6.239518165588379, -5.396440505981445, -2.2903826236724854, -0.24187970161437988, -2.272073745727539, -2.142733097076416, 2.7004785537719727, -3.7757911682128906, 4.731678009033203, 7.984317302703857, 5.980786323547363, 5.400265693664551, -4.042792320251465, 5.138294219970703, -2.470473051071167, -5.708303928375244, 3.22068190574646, 9.557408332824707, -1.7137371301651, 4.968695163726807, 4.8177056312561035, -5.079396724700928, 5.153461933135986, -2.772226572036743, 2.3261561393737793, -6.358148097991943, -3.422563314437866, 6.023407459259033, 2.317023754119873, -7.462201118469238, 4.456452369689941, 1.2483198642730713, -5.594297409057617, -2.8392016887664795, 3.6997807025909424, 6.702264785766602, -1.8471996784210205, -3.4800374507904053, 4.181391716003418, -9.477670669555664, -7.697499752044678, -2.2585270404815674, 8.117043495178223, 4.819583892822266, -1.9641364812850952, 7.697739601135254, 3.9065356254577637, -5.9603190422058105, -1.8742878437042236, 3.8339078426361084, -0.7164340615272522, 3.9677658081054688, -0.13752849400043488, 1.2747507095336914, 3.221752405166626, 5.5867018699646, -1.0585397481918335, -3.038435459136963, -2.424041748046875, -1.9210481643676758, 7.535252094268799, -3.690363645553589, 3.7044169902801514, -3.013260841369629, 6.054442405700684, -8.068445205688477, -4.430639266967773, -1.9927668571472168, 3.9595632553100586, -2.218400239944458, 4.990170001983643, 7.9434428215026855, -6.038902759552002, -5.270656108856201, 7.78515625, -0.020553529262542725, -2.2301552295684814, -0.14755715429782867, 3.870858907699585, -5.253110408782959, 3.9982340335845947, 3.942068099975586, 3.697310447692871, -2.995405435562134, 7.521637439727783, -6.28309440612793, -0.5389078855514526, 8.917693138122559, 3.425920009613037, -8.153151512145996, -6.747447490692139, -3.150547742843628, -2.1657350063323975, 4.700300216674805, -8.683806419372559, 3.1699469089508057, 8.720426559448242, 2.4255666732788086, -5.851339340209961, -1.074733018875122, 6.425901412963867, -3.653763771057129, -7.026121616363525, 6.587612152099609, 6.911982536315918, -5.155489444732666, 6.126701831817627, -4.614820957183838, -4.611164569854736, 4.8587565422058105, 7.9030022621154785, -4.956042289733887, -8.999276161193848, -2.3465657234191895, 7.199538230895996, 5.345470428466797, 3.3723206520080566, 3.8279974460601807, 6.290336608886719, 3.2267019748687744, -0.04823672026395798, -10.052247047424316, 1.435301423072815, -1.2127552032470703, -1.9067391157150269, 2.2604525089263916, 6.654350280761719, -5.560087203979492, 6.231393337249756, -10.15044116973877, 7.165574073791504, 4.961839199066162, -3.844667673110962, 2.9209728240966797, -0.17913608253002167, -7.60114860534668, -2.438504219055176, -6.334366321563721, 4.936793804168701, 2.91166615486145, -2.8825817108154297, 3.6187667846679688, 2.3532450199127197, -3.294271469116211, 1.0956284999847412, 1.2731761932373047, 4.60120964050293, -1.505088210105896, 7.864375591278076, 5.528160572052002, 4.157528877258301, -5.004330158233643, -0.7004786133766174, 3.8278794288635254, 8.602314949035645, 6.540671348571777, 6.82252836227417, 5.058048248291016, 3.426438570022583, 9.846756935119629, -4.228452205657959, 2.5801358222961426, 8.633879661560059, 3.7775371074676514, 0.21755929291248322, 7.632655143737793, 1.1284085512161255, -6.088809967041016, 5.060245037078857, -4.0812458992004395, 1.3052921295166016, -2.1622800827026367, -5.517268180847168, 0.31563109159469604, 3.351637363433838, -11.663288116455078, 5.037986755371094, 3.8053619861602783, 2.633249521255493, 1.8499141931533813, 1.801332950592041, -6.663560390472412, -4.878918170928955, -0.9002267718315125, -0.5165153741836548, -0.8396102786064148, 0.15053369104862213, -4.106219291687012, 4.862271785736084, 5.728737831115723, -2.0970847606658936, 1.2773703336715698, -6.61621618270874, 4.967612266540527, 7.6906819343566895, -2.5596132278442383, -4.091225624084473, -9.169975280761719, -3.457338333129883, 5.580519676208496, -7.1257195472717285, 1.54806387424469, -4.066807746887207, 9.47696590423584, 5.822066783905029, -4.944084167480469, -8.829033851623535, 1.0692752599716187, -2.2970669269561768, -7.752946376800537, 5.458552837371826, -3.3300068378448486, -0.20951414108276367, 0.039876557886600494, -5.7776312828063965, 5.060629367828369, 4.240900039672852, -0.8006188273429871, 2.432821750640869, -3.595802068710327, -4.521613597869873, 4.748269081115723, 4.657130718231201, -1.729896903038025, -5.179773330688477, 2.189918041229248, 5.440098285675049, -1.5892771482467651, 4.774587154388428, 0.9463503360748291, -7.434395790100098, 5.171181678771973, -3.82293438911438, 7.431262493133545, 7.324374198913574, 1.564448595046997, 7.314681529998779, 4.69428825378418, 4.689014911651611, 5.7437286376953125, -2.5591936111450195, 3.430588960647583, 1.3736680746078491, 6.879188537597656, -1.495553970336914, -2.6670587062835693, -6.99458646774292, 7.147083282470703, -7.9923787117004395, -4.275679111480713, 0.7055129408836365, 5.552262306213379, -2.963887929916382, 6.50332498550415, -1.8135089874267578, -3.115518569946289, -8.559894561767578, -2.770958423614502, -1.858426570892334, -5.221245288848877, -2.083575963973999, 4.944184303283691, 1.3194379806518555, -0.24421672523021698, -0.34553560614585876, 3.023386240005493, -0.10015305131673813, 1.5752482414245605, -2.933568239212036, 3.5467677116394043, 8.039999008178711, -0.15785720944404602, -0.3811650574207306, -8.205398559570312, 6.3793253898620605, -2.7213122844696045, -6.811122894287109, 6.1955156326293945, 5.858890056610107, 6.068912506103516, 3.9979283809661865, -2.503957509994507, -3.141411542892456, -1.4836961030960083, -6.167235851287842, -4.395358562469482, -3.2809622287750244, -10.619016647338867, 5.941591739654541, 4.289918899536133, 6.011638164520264, -3.9468624591827393, 5.186634063720703, -2.3472416400909424, -8.989038467407227, -3.589357376098633, 2.3286986351013184, -1.129804015159607, -4.813811302185059, 2.1102230548858643, -7.678038120269775, 1.8108618259429932, -5.414884567260742, -1.2969210147857666, -1.5463526248931885, 0.04824905842542648, 0.25175270438194275, 7.50198221206665, -4.895418167114258, 9.318821907043457, -3.4234893321990967, -2.2147860527038574, 8.228063583374023, 7.0650153160095215, 5.178652763366699, -6.502830505371094, 3.5033459663391113, 4.33838415145874, -0.4090919494628906, -2.8544771671295166, 1.7600177526474, -7.711427211761475, -1.894148349761963, -9.16874885559082, -10.740767478942871, 4.325333118438721, -0.5585269331932068, 4.196377754211426, 7.900927543640137, 4.176360130310059, -0.3126496970653534, -1.2156916856765747, 0.001240396173670888, 2.475950002670288, -0.7837516069412231, -4.542616844177246, -9.420312881469727, -0.026991531252861023, -6.669711112976074, 2.1106841564178467, 3.30665922164917, 4.119141578674316, 7.52093505859375, -0.5711677074432373, 6.644840240478516, -2.6582348346710205, 2.8281443119049072, 7.82392692565918, 9.318628311157227, 4.556410312652588, 2.7847535610198975, 5.535060405731201, -9.842174530029297, -0.06459608674049377, 7.449934482574463, -0.7045657634735107, -5.301806926727295, 0.5525354743003845, 5.860932350158691, -5.017704010009766, -9.459930419921875, -1.643739938735962, -8.165119171142578, -5.706769943237305, -0.3970305919647217, -0.7253626585006714, 7.021800994873047, -0.5399426817893982, -0.280999094247818, -6.338933944702148, -9.83690357208252, 3.868093252182007, -2.2252209186553955, -3.9070820808410645, 1.7023987770080566, -1.1153303384780884, 6.101673603057861, 5.264793395996094, 4.829301834106445, -1.8827627897262573, -0.29459959268569946, -5.299046516418457, 5.273530960083008, 0.9795162081718445, 4.9012532234191895, 5.7612996101379395, -1.9627915620803833, -3.2818658351898193, -6.755521774291992, 7.07438850402832, -7.223225116729736, 1.6985445022583008, 5.334585666656494, 1.628646731376648, -4.089727878570557, 3.322526216506958, -6.1342291831970215, 1.103933334350586, 1.852174162864685, 1.6551644802093506, 1.0754624605178833, -0.5333542227745056, 1.7352091073989868, -3.368356943130493, 1.2433149814605713, 6.21943473815918, 2.338444471359253, -8.736349105834961, 5.851171493530273, -3.1672892570495605, 6.299657821655273, -1.290055513381958, 7.061917304992676, 4.826435565948486, 4.070563793182373, 0.6001395583152771, -5.749400615692139, 3.374669313430786, -0.5591096878051758, -6.609084129333496, 4.642332553863525, 3.337768793106079, -7.823461055755615, -7.434799671173096, 4.07219934463501, -1.3488103151321411, 3.4336838722229004, -2.347217321395874, 1.442703127861023, -7.091507434844971, 4.878684997558594, -4.874613285064697, 3.7909302711486816, -0.37505948543548584, 6.931338787078857, 6.088006496429443, 2.2971911430358887, -2.3218190670013428, 7.03568696975708, 0.7797757983207703, -0.7321341633796692, -3.469454288482666, 4.778212547302246, -2.925042152404785, 3.6155507564544678, 7.338560581207275, -1.2046464681625366, 5.628376483917236, 4.15141487121582, 9.474510192871094, 8.18757152557373, -1.675781011581421, -5.947620391845703, -8.566370964050293, -4.578098773956299, -11.041041374206543, -4.517149925231934, -1.8135879039764404, -3.461300849914551, 2.455146312713623, 9.569766998291016, 4.0964765548706055, -3.1963987350463867, -1.6707018613815308, 10.43344497680664, -2.747523784637451, -8.61667537689209, 9.169992446899414, 2.935460329055786, -3.2758898735046387, -5.028592586517334, 1.3449660539627075, -1.2812035083770752, -2.999907970428467, 5.56787109375, -5.777075290679932, 0.11760000139474869, 5.640209674835205, -0.47122302651405334, -0.23534569144248962, -9.956066131591797, 5.625525951385498, 0.8345732688903809, -0.8626793622970581, 5.318103790283203, -5.23284387588501, 1.0925250053405762, -4.954967975616455, -1.1987818479537964, -0.01398598961532116, -3.626278877258301, -7.091847896575928, 0.03474964573979378, -3.6490578651428223, -7.705521583557129, 2.1089606285095215, 3.8106250762939453, -2.681905508041382, -0.6863826513290405, 4.484170913696289, 7.136951446533203, 6.506141185760498, -3.4521234035491943, 1.9035879373550415, 4.16200065612793, 4.685210704803467, -4.359280109405518, 2.442046642303467, 7.3224663734436035, 8.48624038696289, -1.004305362701416, -4.233846664428711, -8.019731521606445, -1.5570310354232788, -7.000327110290527, 2.958064317703247, 4.367045879364014, 6.191460609436035, -3.8435754776000977, 7.789363861083984, 2.362471103668213, -7.345613956451416, 7.991787910461426, -7.094818592071533, 6.136330604553223, 4.22760009765625, 3.220489263534546, 3.3396408557891846, 6.806941986083984, 5.153908729553223, -7.7747955322265625, 4.189462184906006, -7.934682846069336, 7.671012878417969, 3.453260660171509, -0.6011311411857605, 5.406008243560791, 3.7178738117218018, 7.964521884918213, 1.6542108058929443, -1.7808607816696167, 3.2468223571777344, 4.526228904724121, 5.8719282150268555, 6.17208194732666, -3.440941333770752, 2.3628077507019043, 6.449021339416504, -7.4230217933654785, 1.4192044734954834, -2.149275779724121, 7.4446187019348145, 10.461853981018066, -6.409306526184082, 6.983755111694336, -4.183080196380615, 3.258558511734009, 5.165249824523926, 0.8375205993652344, 6.609560489654541, -3.623450517654419, 5.801735877990723, 6.6993608474731445, 1.3790899515151978, 1.599588394165039, -3.307063579559326, -1.3815799951553345, -2.9873411655426025, 4.728060722351074, 5.539674758911133, -1.259527325630188, -4.084790229797363, 2.1153180599212646, -6.384981632232666, -3.9304473400115967, 3.1499550342559814, -1.2008851766586304, -3.6804027557373047, -3.2381114959716797, -1.7012284994125366, -6.251122951507568, -1.5182130336761475, -4.288092613220215, -0.5055201649665833, -1.9617575407028198, 7.128811359405518, -1.9583743810653687, -1.9443256855010986, 7.132275104522705, -3.8820080757141113, 7.429086208343506, 5.607142925262451, -8.86771297454834, -0.14282917976379395, 2.6064159870147705, -10.246648788452148, -3.21293044090271, -4.5252814292907715, -0.7072586417198181, -8.635467529296875, -7.169666767120361, 0.29915866255760193, 5.863577365875244, 5.891653537750244, 5.880323886871338, -4.878270626068115, -1.8357172012329102, 4.4955220222473145, -1.773198127746582, -5.0574493408203125, 6.097925662994385, 2.9076414108276367, -5.63953161239624, -2.9534292221069336, -1.1979416608810425, 5.855932235717773, 6.168270587921143, -4.459234714508057, -4.0752129554748535, -1.597286581993103, -3.669304370880127, 8.478612899780273, -4.39754056930542, 0.787665843963623, 8.456819534301758, -2.5510520935058594, 8.948617935180664, -2.5490167140960693, -6.973268508911133, 7.824883937835693, 10.006300926208496, -0.8608003258705139, 1.6875120401382446, -0.46084633469581604, 7.1518025398254395, 1.2977927923202515, 3.1609795093536377, 4.391053199768066, 3.1447811126708984, 5.194149017333984, -0.04027096927165985, 2.9658303260803223, -3.1092891693115234, 1.721755027770996, 6.530083656311035, 6.874244213104248, -7.036379337310791, -4.217843532562256, -0.7857383489608765, 4.434677600860596, 4.790107250213623, 4.072464466094971, -1.92027747631073, -6.779339790344238, -5.863739967346191, -3.5304362773895264, 6.727130889892578, -6.3235554695129395, 4.661757946014404, 6.132485866546631, 4.1495747566223145, -4.048488140106201, 1.9092611074447632, -0.639255940914154, 2.777459144592285, 7.314640522003174, -6.886804103851318, 8.72033405303955, -6.904217720031738, -2.411386251449585, 0.4613893926143646, -3.215566635131836, 2.0544071197509766, -0.13345839083194733, 2.444284439086914, 1.9686733484268188, 1.8034597635269165, -3.0785388946533203, -7.5229811668396, 2.2447714805603027, -2.897141456604004, -3.0110766887664795, -0.9215906262397766, -0.5920829772949219, -5.810340881347656, 3.27018141746521, 7.776290416717529, -4.989056587219238, 1.4776313304901123, 3.17822265625, 2.929068088531494, -3.731072187423706, -4.2913737297058105, -7.86789608001709, 7.078210830688477, 0.8530325889587402, -7.041857719421387, -4.418222427368164, -5.892615795135498, 7.8213419914245605, -3.220327615737915, -0.5130990147590637, -0.6003890633583069, -3.8972301483154297, 0.7198734283447266, 5.930699348449707, -2.3472726345062256, 4.916798114776611, -4.75725793838501, 6.615799427032471, 7.37314510345459, -1.8898930549621582, 3.7669081687927246, 3.6741085052490234, 1.3745273351669312, -5.888784885406494, -6.481579303741455, 3.5671660900115967, 1.7879503965377808, -1.595057487487793, -3.9187915325164795, -3.2714953422546387, -0.30980247259140015, 5.830784797668457, -0.14031152427196503, -2.814600944519043, 4.609374523162842, 4.403464317321777, 6.474247932434082, -0.6050031781196594, 2.954320192337036, -3.2742209434509277, 3.484553337097168, -9.593934059143066, 7.354062557220459, 7.125782012939453, -7.508208751678467, 7.928003311157227, 3.6047656536102295, 1.804282546043396, -9.050326347351074, 1.927487850189209, -1.6275602579116821, -3.8302507400512695, 0.2261318862438202, 8.313950538635254, 7.62678337097168, -9.027037620544434, 0.5264432430267334, 0.20637977123260498, -1.06360924243927, -0.5873034000396729, -8.477631568908691, -3.4159317016601562, 3.0260353088378906, 6.25715446472168, -3.3428030014038086, -5.324244499206543, 4.047244071960449, 4.228832244873047, 7.713280200958252, -3.2799723148345947, -8.20116901397705]}],\n",
              "                        {\"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"Anomaly\"}}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"height\": 800, \"legend\": {\"tracegroupgap\": 0}, \"scene\": {\"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"xaxis\": {\"title\": {\"text\": \"0\"}}, \"yaxis\": {\"title\": {\"text\": \"1\"}}, \"zaxis\": {\"title\": {\"text\": \"2\"}}}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"3d TSNE Plot for Outliers\"}, \"width\": 900},\n",
              "                        {\"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('b8c4ec38-4c7c-46f0-b554-7586ac287c78');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fgqHjbp6Yvoy"
      },
      "source": [
        "#predict using iforest\n",
        "iforest_predictions = predict_model(iforest, data = anomaly)"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "id": "l4g-KpPwY_ON",
        "outputId": "f3f9896f-f356-4e86-94de-3636ce82b930"
      },
      "source": [
        "iforest_predictions"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Col1</th>\n",
              "      <th>Col2</th>\n",
              "      <th>Col3</th>\n",
              "      <th>Col4</th>\n",
              "      <th>Col5</th>\n",
              "      <th>Col6</th>\n",
              "      <th>Col7</th>\n",
              "      <th>Col8</th>\n",
              "      <th>Col9</th>\n",
              "      <th>Col10</th>\n",
              "      <th>Anomaly</th>\n",
              "      <th>Anomaly_Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.263995</td>\n",
              "      <td>0.764929</td>\n",
              "      <td>0.138424</td>\n",
              "      <td>0.935242</td>\n",
              "      <td>0.605867</td>\n",
              "      <td>0.518790</td>\n",
              "      <td>0.912225</td>\n",
              "      <td>0.608234</td>\n",
              "      <td>0.723782</td>\n",
              "      <td>0.733591</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.017019</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.546092</td>\n",
              "      <td>0.653975</td>\n",
              "      <td>0.065575</td>\n",
              "      <td>0.227772</td>\n",
              "      <td>0.845269</td>\n",
              "      <td>0.837066</td>\n",
              "      <td>0.272379</td>\n",
              "      <td>0.331679</td>\n",
              "      <td>0.429297</td>\n",
              "      <td>0.367422</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.079899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.336714</td>\n",
              "      <td>0.538842</td>\n",
              "      <td>0.192801</td>\n",
              "      <td>0.553563</td>\n",
              "      <td>0.074515</td>\n",
              "      <td>0.332993</td>\n",
              "      <td>0.365792</td>\n",
              "      <td>0.861309</td>\n",
              "      <td>0.899017</td>\n",
              "      <td>0.088600</td>\n",
              "      <td>1</td>\n",
              "      <td>0.009752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.092108</td>\n",
              "      <td>0.995017</td>\n",
              "      <td>0.014465</td>\n",
              "      <td>0.176371</td>\n",
              "      <td>0.241530</td>\n",
              "      <td>0.514724</td>\n",
              "      <td>0.562208</td>\n",
              "      <td>0.158963</td>\n",
              "      <td>0.073715</td>\n",
              "      <td>0.208463</td>\n",
              "      <td>1</td>\n",
              "      <td>0.045126</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.325261</td>\n",
              "      <td>0.805968</td>\n",
              "      <td>0.957033</td>\n",
              "      <td>0.331665</td>\n",
              "      <td>0.307923</td>\n",
              "      <td>0.355315</td>\n",
              "      <td>0.501899</td>\n",
              "      <td>0.558449</td>\n",
              "      <td>0.885169</td>\n",
              "      <td>0.182754</td>\n",
              "      <td>1</td>\n",
              "      <td>0.004637</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>0.305055</td>\n",
              "      <td>0.656837</td>\n",
              "      <td>0.331665</td>\n",
              "      <td>0.822525</td>\n",
              "      <td>0.907127</td>\n",
              "      <td>0.882276</td>\n",
              "      <td>0.855732</td>\n",
              "      <td>0.584786</td>\n",
              "      <td>0.808640</td>\n",
              "      <td>0.242762</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.091301</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>996</th>\n",
              "      <td>0.812627</td>\n",
              "      <td>0.864258</td>\n",
              "      <td>0.616604</td>\n",
              "      <td>0.167966</td>\n",
              "      <td>0.811223</td>\n",
              "      <td>0.938071</td>\n",
              "      <td>0.418462</td>\n",
              "      <td>0.472306</td>\n",
              "      <td>0.348347</td>\n",
              "      <td>0.671129</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.078859</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>997</th>\n",
              "      <td>0.250967</td>\n",
              "      <td>0.138627</td>\n",
              "      <td>0.919703</td>\n",
              "      <td>0.461234</td>\n",
              "      <td>0.886555</td>\n",
              "      <td>0.869888</td>\n",
              "      <td>0.800908</td>\n",
              "      <td>0.530324</td>\n",
              "      <td>0.779433</td>\n",
              "      <td>0.234952</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.061029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>0.502436</td>\n",
              "      <td>0.936820</td>\n",
              "      <td>0.580062</td>\n",
              "      <td>0.540773</td>\n",
              "      <td>0.151995</td>\n",
              "      <td>0.059452</td>\n",
              "      <td>0.225220</td>\n",
              "      <td>0.242755</td>\n",
              "      <td>0.279385</td>\n",
              "      <td>0.538755</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.073714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>999</th>\n",
              "      <td>0.457991</td>\n",
              "      <td>0.017755</td>\n",
              "      <td>0.714113</td>\n",
              "      <td>0.125992</td>\n",
              "      <td>0.063316</td>\n",
              "      <td>0.154739</td>\n",
              "      <td>0.922974</td>\n",
              "      <td>0.692299</td>\n",
              "      <td>0.816777</td>\n",
              "      <td>0.307592</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.015256</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1000 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Col1      Col2      Col3  ...     Col10  Anomaly  Anomaly_Score\n",
              "0    0.263995  0.764929  0.138424  ...  0.733591        0      -0.017019\n",
              "1    0.546092  0.653975  0.065575  ...  0.367422        0      -0.079899\n",
              "2    0.336714  0.538842  0.192801  ...  0.088600        1       0.009752\n",
              "3    0.092108  0.995017  0.014465  ...  0.208463        1       0.045126\n",
              "4    0.325261  0.805968  0.957033  ...  0.182754        1       0.004637\n",
              "..        ...       ...       ...  ...       ...      ...            ...\n",
              "995  0.305055  0.656837  0.331665  ...  0.242762        0      -0.091301\n",
              "996  0.812627  0.864258  0.616604  ...  0.671129        0      -0.078859\n",
              "997  0.250967  0.138627  0.919703  ...  0.234952        0      -0.061029\n",
              "998  0.502436  0.936820  0.580062  ...  0.538755        0      -0.073714\n",
              "999  0.457991  0.017755  0.714113  ...  0.307592        0      -0.015256\n",
              "\n",
              "[1000 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vLpLMItBV28b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817,
          "referenced_widgets": [
            "cef0621fd1ab445ea9e4d843dedc84e5",
            "6aa67a759bcf4a76915794b79efa06c6",
            "c271a80964e44b8c93e8eadf0d44652e"
          ]
        },
        "outputId": "b1c76e1c-535a-4f1e-9e91-85b04d492ce3"
      },
      "source": [
        "## creating a model\n",
        "knn=create_model('knn')         #Internally it calls \"exp_ano\" and anomaly dataset\n",
        "## plotting a model\n",
        "plot_model(knn)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<html>\n",
              "<head><meta charset=\"utf-8\" /></head>\n",
              "<body>\n",
              "    <div>\n",
              "            <script src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/MathJax.js?config=TeX-AMS-MML_SVG\"></script><script type=\"text/javascript\">if (window.MathJax) {MathJax.Hub.Config({SVG: {font: \"STIX-Web\"}});}</script>\n",
              "                <script type=\"text/javascript\">window.PlotlyConfig = {MathJaxConfig: 'local'};</script>\n",
              "        <script src=\"https://cdn.plot.ly/plotly-latest.min.js\"></script>    \n",
              "            <div id=\"60404b28-5c7a-4fc6-93c4-d2e4e717a844\" class=\"plotly-graph-div\" style=\"height:800px; width:900px;\"></div>\n",
              "            <script type=\"text/javascript\">\n",
              "                \n",
              "                    window.PLOTLYENV=window.PLOTLYENV || {};\n",
              "                    \n",
              "                if (document.getElementById(\"60404b28-5c7a-4fc6-93c4-d2e4e717a844\")) {\n",
              "                    Plotly.newPlot(\n",
              "                        '60404b28-5c7a-4fc6-93c4-d2e4e717a844',\n",
              "                        [{\"customdata\": [[0.263995357], [0.546092303], [0.33671410399999996], [0.092107835], [0.325261175], [0.212464853], [0.258565714], [0.869236755], [0.197077957], [0.292984504], [0.82178316], [0.796622959], [0.045577010999999994], [0.613660351], [0.9507445659999999], [0.33634633700000005], [0.034440667], [0.741544275], [0.18443265], [0.664514943], [0.16282485800000002], [0.729838445], [0.62837389], [0.057883660999999996], [0.445534827], [0.80183695], [0.27709612], [0.228634015], [0.834860657], [0.6697665110000001], [0.532527349], [0.17045907100000002], [0.5102884679999999], [0.977561989], [0.249775993], [0.9755006820000001], [0.613701727], [0.16742036300000002], [0.537472516], [0.379899131], [0.633897303], [0.633960424], [0.5499746529999999], [0.178172988], [0.85563814], [0.321796672], [0.8174905370000001], [0.254879417], [0.344140513], [0.8061457259999999], [0.27708167100000003], [0.544328519], [0.07708393], [0.273081458], [0.390877336], [0.349621385], [0.214549744], [0.206075222], [0.86461997], [0.9817088540000001], [0.33482964600000004], [0.648387061], [0.093643561], [0.837802698], [0.7603439670000001], [0.29140417399999996], [0.3413454], [0.7611124840000001], [0.541899775], [0.684176639], [0.983535597], [0.52081245], [0.328227724], [0.09715793800000001], [0.876088593], [0.870214512], [0.656086992], [0.306791514], [0.48126734], [0.259559174], [0.326123655], [0.930568042], [0.6583894], [0.689992335], [0.315781109], [0.5669050929999999], [0.637526619], [0.687540723], [0.324300602], [0.592704906], [0.7402531259999999], [0.5940328770000001], [0.596452977], [0.27768081699999997], [0.258329663], [0.142460864], [0.435533461], [0.7024990440000001], [0.58897535], [0.653304374], [0.336968524], [0.631244736], [0.73530076], [0.050390366], [0.064264924], [0.665359476], [0.917835245], [0.44651012], [0.661938199], [0.43935985299999997], [0.6875724040000001], [0.363462248], [0.6542621820000001], [0.578553536], [0.065927945], [0.550148559], [0.13918281400000002], [0.080004635], [0.278228358], [0.560124266], [0.53639864], [0.42653190399999996], [0.789109796], [0.742900474], [0.901692589], [0.650337401], [0.114057311], [0.260812592], [0.43991232], [0.964409284], [0.184401415], [0.345145446], [0.17589458100000002], [0.312514453], [0.674131879], [0.32825045], [0.598231057], [0.09259881699999999], [0.497916521], [0.419776521], [0.31217670000000003], [0.937857107], [0.049030963], [0.47610452600000003], [0.447397526], [0.295806058], [0.737363977], [0.625896253], [0.408813429], [0.437511156], [0.691351375], [0.935555275], [0.437846654], [0.072217715], [0.67636067], [0.468883999], [0.543820644], [0.6555226470000001], [0.6935289240000001], [0.10887831199999999], [0.285463743], [0.0], [0.706495497], [0.273530633], [0.292320271], [0.673984307], [0.12612182800000002], [0.9467074590000001], [0.9363388979999999], [0.8537553640000001], [0.7060713609999999], [0.693682186], [0.508527882], [0.34717038899999997], [0.704154263], [0.658730088], [0.155841557], [0.311085435], [0.281135347], [0.094587802], [0.6832609540000001], [0.9077292509999999], [0.29151267399999997], [0.752734459], [0.93482964], [0.071413953], [0.5948963270000001], [0.404672015], [0.13837621], [0.7473384679999999], [0.530882486], [0.282649594], [0.699335734], [0.056111250999999994], [0.855234998], [0.07789512700000001], [0.891649583], [0.38674227899999997], [0.27113158], [0.958888961], [0.085120869], [0.5269022489999999], [0.066577785], [0.841506738], [0.255342095], [0.060545771], [0.073385869], [0.187493723], [0.858365688], [0.090640352], [0.7097252270000001], [0.631300647], [0.24750447399999997], [0.822843584], [0.373476759], [0.625538582], [0.292951715], [0.299730324], [0.25121407], [0.344480551], [0.293064767], [0.7628032240000001], [0.7384708040000001], [0.674883265], [0.719151612], [0.13098021599999998], [0.511328036], [0.04492903], [0.560914449], [0.7440406409999999], [0.266961634], [0.644231853], [0.038113352], [0.05715529900000001], [0.34139246100000004], [0.7204636320000001], [0.402878236], [0.635148967], [0.320729467], [0.09120969400000001], [0.23414609], [0.8902211309999999], [0.602170884], [0.633652055], [0.806240837], [0.739731184], [0.465231269], [0.7321109], [0.373874305], [0.501587947], [0.11538315800000001], [0.7319466040000001], [0.41829872799999995], [0.062259590999999996], [0.391496379], [0.35984929], [0.24523562699999998], [0.610028339], [0.43540360200000006], [0.434309675], [0.523763344], [0.17118786600000002], [0.18773430300000002], [0.945014638], [0.027851097000000002], [0.68445706], [0.178014532], [0.643427879], [0.59588355], [0.372361682], [0.586103584], [0.271658852], [0.59951107], [0.468363088], [0.314515565], [0.21893726], [0.254716562], [0.25612815], [0.602259755], [0.134381075], [0.513887424], [0.624241636], [0.160251854], [0.580708108], [0.270540486], [0.832919932], [0.93032134], [0.719157884], [0.886720033], [0.098792281], [0.787174286], [0.365592376], [0.719576193], [0.8058956], [0.7555783340000001], [0.526005909], [0.68880424], [0.22111531199999998], [0.739369477], [0.408440236], [0.348926542], [0.433713763], [0.5964966070000001], [0.6942953000000001], [0.7090309659999999], [0.867652984], [0.89332545], [0.746020922], [0.538284443], [0.8922193140000001], [0.935175765], [0.260527707], [0.956780449], [0.204932484], [0.687733351], [0.329063619], [0.632149831], [0.463744506], [0.698859621], [0.385446564], [0.47997537700000004], [0.732279108], [0.3813543], [0.459326013], [0.257401434], [0.665014804], [0.103399542], [0.425284413], [0.943529051], [0.594750236], [0.543776817], [0.18203988], [0.23584208399999998], [0.585984497], [0.762013168], [0.6849829070000001], [0.676936933], [0.290184964], [0.48106822200000005], [0.492766033], [0.22185623399999999], [0.053875998], [0.082751144], [0.385366225], [0.702513961], [0.91553156], [0.082087436], [0.251280378], [0.41672181700000005], [0.277032672], [0.579539754], [0.569363476], [0.133399703], [0.265045463], [0.936571901], [0.252618554], [0.054033081], [0.802481439], [0.528197693], [0.9515026], [0.572121173], [0.752938227], [0.143857535], [0.513484576], [0.313322389], [0.6877973959999999], [0.37705984], [0.348226142], [0.67763282], [0.24138752100000002], [0.8506501790000001], [0.22034810300000002], [0.476445464], [0.690324025], [0.364695946], [0.6492491970000001], [0.9437019209999999], [0.529645971], [0.299097002], [0.96696247], [0.272005242], [0.314161447], [0.752020991], [0.221882453], [0.7203326729999999], [0.379204782], [0.60168653], [0.582932673], [0.950809853], [0.58830141], [0.880887227], [0.467857701], [0.8799021709999999], [0.619844009], [0.359002573], [0.291511278], [0.694157143], [0.727960353], [0.617703921], [0.39581257], [0.58317282], [0.710332374], [0.253753693], [0.049412227999999996], [0.728378695], [0.432432881], [0.58612345], [0.052342373], [0.053483902], [0.518729378], [0.933040208], [0.7035542840000001], [0.268989899], [0.733006927], [0.44435246700000003], [0.5833946210000001], [0.871172692], [0.42876707799999997], [0.30046084100000003], [0.9533294590000001], [0.606443965], [0.90986815], [0.714896449], [0.49734950899999997], [0.8530974859999999], [0.721804145], [0.303467328], [0.664485096], [0.27978062], [0.569481665], [0.628628926], [0.088368123], [0.733567326], [0.537436778], [0.638593691], [0.954726948], [0.632202332], [0.642134651], [0.744653087], [0.115714007], [0.48625007299999995], [0.440356144], [0.08272289], [0.511591027], [0.394627555], [0.224394], [0.626927584], [0.290254057], [0.779008053], [0.86610579], [0.873326081], [0.49548916], [0.594297695], [0.9182015840000001], [0.5770427539999999], [0.019467671000000002], [0.6702982820000001], [0.546595316], [0.591665146], [0.42155819], [0.6856085590000001], [0.340303024], [0.675626741], [0.319067345], [0.38849966399999997], [0.706949589], [0.559409515], [0.687663508], [0.7088045540000001], [0.6818880940000001], [0.42253510899999996], [0.320004605], [0.6582813679999999], [0.634154867], [0.7773320090000001], [0.812677205], [0.074280797], [0.39600217], [0.054933913], [0.825058925], [0.382642009], [0.8687298179999999], [0.588043346], [0.891551577], [0.10920046], [0.647682781], [0.724342512], [0.07016304400000001], [0.280882054], [0.039113261], [0.579641592], [0.639000922], [0.281745925], [0.647857744], [0.6479057970000001], [0.875226264], [0.567603305], [0.262940591], [0.268026042], [0.40519133], [0.479965451], [0.33552403], [0.777165379], [0.42548796299999997], [0.237986115], [0.142522971], [0.724176488], [0.234698933], [0.07818228099999999], [0.855990155], [0.270251765], [0.435517841], [0.762697513], [0.46448725799999996], [0.396112685], [0.37638092100000003], [0.29459467699999997], [0.6944921209999999], [0.622767949], [0.8475597220000001], [0.301463054], [0.912937812], [0.500017182], [0.902587935], [0.304517943], [0.299165673], [0.092014087], [0.488548917], [0.664664437], [0.26534954899999996], [0.723657021], [0.149262385], [0.04577339], [0.69661064], [0.42181486], [0.733845785], [0.418795386], [0.677443529], [0.26128360300000003], [0.268527767], [0.5443222360000001], [0.431632036], [0.981018141], [0.21498072399999998], [0.39472999299999995], [0.122224944], [0.297496875], [0.37490443100000004], [0.68698771], [0.388549207], [0.039296071], [0.73553424], [0.37929489299999997], [0.7321233859999999], [0.33922143899999996], [0.659450594], [0.054838642], [0.640112102], [0.30714170399999996], [0.39661190700000004], [0.420439161], [0.24171497399999997], [0.065893153], [0.9105219370000001], [0.697163103], [0.072559853], [0.81825094], [0.311888815], [0.961644609], [0.816325524], [0.14647302], [0.548753945], [0.946158087], [0.293992717], [0.331479643], [0.9062200309999999], [0.525540416], [0.83301411], [0.514849806], [0.574609024], [0.46871185299999996], [0.71002775], [0.645973276], [0.229794416], [0.551783393], [0.055822990999999995], [0.331750941], [0.715520198], [0.583924357], [0.30695769100000003], [0.7914782370000001], [0.16423663900000002], [0.065711219], [0.948993132], [0.080423835], [0.052495426], [0.566346135], [0.3630266], [0.605442195], [0.6308505839999999], [0.065791238], [0.28681707100000003], [0.685462839], [0.260853706], [0.659122429], [0.44317392200000005], [0.602063986], [0.060366910999999995], [0.781903153], [0.5145798070000001], [0.48388621299999995], [0.600213807], [0.49736405200000006], [0.411145245], [0.116999171], [0.34189014100000004], [0.746950848], [0.39629274600000003], [0.6221438429999999], [0.335271141], [0.140257137], [0.081620681], [0.069837569], [0.46894000799999996], [0.9908574170000001], [0.896616832], [0.255310561], [0.22464526699999998], [0.01991825], [0.296480415], [0.155458996], [0.577916714], [0.9563030309999999], [0.813464394], [0.529675785], [0.287671353], [0.48039136], [0.28104482199999997], [0.633196521], [0.09332537699999999], [0.28447398100000004], [0.052223775], [0.051129385], [0.967405608], [0.040045727999999996], [0.9085829209999999], [0.6621174160000001], [0.42470320899999997], [0.72207806], [0.666193327], [0.509681253], [0.7513536209999999], [0.279073124], [0.074927], [0.916359535], [0.31040327], [0.716604052], [0.485587085], [0.30607518100000003], [0.477558204], [0.7119239409999999], [0.066348638], [0.27453935100000004], [0.31082252], [0.47607312700000004], [0.186795565], [0.26654207], [0.070231142], [0.26951927], [0.800004713], [0.27363366699999997], [0.14647919199999998], [0.378318951], [0.373849065], [0.242170835], [0.249796488], [0.066591188], [0.372956798], [0.501812291], [0.313097752], [0.8802021959999999], [0.51981893], [0.364138746], [0.49268289600000004], [0.285732652], [0.890114985], [0.316419561], [0.26866354], [0.771975959], [0.968888992], [0.080334377], [0.7368282209999999], [0.30055807100000004], [0.9179503929999999], [0.465815039], [0.054036682], [0.963150123], [0.08965350300000001], [0.7076932340000001], [0.636416037], [0.539521117], [0.114757161], [0.357312419], [0.67639834], [0.43482839], [0.032326387000000005], [0.711365605], [0.187486519], [0.052789653], [0.5058636129999999], [0.927431873], [0.6809842559999999], [0.882822186], [0.495705441], [0.596240398], [0.320610701], [0.3413685], [0.159681797], [0.318133669], [0.8393010479999999], [0.06435925099999999], [0.470216633], [0.7762522909999999], [0.635843383], [0.62510543], [0.52959065], [0.986900166], [0.078585688], [0.233284267], [0.363330957], [0.7167169809999999], [0.37588979200000006], [0.223316889], [0.299343986], [0.538595767], [0.730297124], [0.66033077], [0.435296009], [0.326494313], [0.854402708], [0.5734938470000001], [0.757786135], [0.704743233], [0.281575597], [0.671968208], [0.313726015], [0.364338275], [0.368216396], [0.38629520700000003], [0.655971865], [0.5660252729999999], [0.424999093], [0.090110371], [0.772350538], [0.331047258], [0.273716188], [0.23877568], [0.37307977200000003], [0.331185868], [0.256134531], [0.678373225], [0.43463833799999996], [0.654668307], [0.986681065], [0.371520495], [0.408359618], [0.40932365], [0.283412082], [0.395246531], [0.010984428000000001], [0.306013869], [0.266194806], [0.299318521], [0.318293946], [0.74282591], [0.09766432900000001], [0.079666942], [0.613258767], [0.99443072], [0.568835082], [0.7080345159999999], [0.37059271899999996], [0.669867361], [0.651295625], [0.462531569], [0.7196256190000001], [0.45377248], [0.394863946], [0.323974831], [0.146454724], [0.7790670409999999], [0.401828915], [0.601479585], [0.856423023], [0.565242962], [0.301225108], [0.282108144], [0.594378011], [0.705312368], [0.5408696279999999], [0.319249574], [0.36176613799999996], [0.625000704], [0.316287401], [0.047239021], [0.801182233], [0.508474436], [0.8178934109999999], [0.399235601], [0.9740519990000001], [0.72241535], [0.039564764], [0.908684108], [0.47301013399999997], [0.7180496279999999], [0.7634790690000001], [0.6475965370000001], [0.8949973859999999], [0.22282590100000002], [0.359012234], [0.944910252], [0.297877816], [0.172517997], [0.556586265], [0.876481735], [0.48667784299999994], [0.459496733], [0.47412637700000004], [0.70101144], [0.337597387], [0.537578886], [0.966992448], [0.056849545], [0.233249065], [0.380054711], [0.602929443], [0.303847999], [0.170194553], [0.972168554], [0.332168927], [0.6887286890000001], [0.110773401], [0.273352065], [0.572939678], [0.491457065], [0.281389999], [0.821697261], [0.6749776829999999], [0.585134549], [0.7105961159999999], [0.040488789], [0.568054311], [0.321752928], [0.611850232], [0.926096887], [0.618347428], [0.667629785], [0.39773346600000004], [0.290875487], [0.594375103], [0.508255233], [0.338571357], [0.43230234700000003], [0.302221978], [0.87619819], [0.080204492], [0.092333532], [0.09365644699999999], [0.6084523510000001], [0.732654598], [0.944158855], [0.26742308], [0.731124201], [0.661308553], [0.38776626200000003], [0.962585273], [0.322067067], [0.6340810929999999], [0.475345002], [0.35355897299999994], [0.8859363159999999], [0.876798106], [0.221581064], [0.394362449], [0.8050356759999999], [0.452898486], [0.592520516], [0.761026394], [0.245049023], [0.37213936299999995], [0.681054822], [0.7471431479999999], [0.9207395290000001], [0.097207945], [0.699302998], [0.721647006], [0.5353561139999999], [0.738293805], [0.7064675509999999], [0.67395061], [0.7112122909999999], [0.302558708], [0.080097855], [0.707010837], [0.512248622], [0.659627472], [0.657559694], [0.100645606], [0.92665363], [0.892879338], [0.839157508], [0.890959718], [0.556754471], [0.960361937], [0.631037864], [0.029838065], [0.278843351], [0.926157705], [0.551504258], [0.485942349], [0.43723469600000003], [0.25231801800000003], [0.515466972], [0.43725229600000004], [0.493724207], [0.83324725], [0.317521477], [0.28623456199999997], [0.726833965], [0.495667033], [0.028645255], [0.31967191699999997], [0.674344598], [0.7660371890000001], [0.65456992], [0.7565143809999999], [0.528253719], [0.38971949100000003], [0.355087459], [0.87015202], [0.7390833059999999], [0.305761846], [0.411587673], [0.063633094], [0.735409395], [0.605916669], [0.539395562], [0.566183532], [0.674795186], [0.070993366], [0.12526410000000002], [0.279601492], [0.952174402], [0.233806762], [0.43724742899999997], [0.925423095], [0.433498634], [0.52517902], [0.088435529], [0.447677638], [0.647000631], [0.9036033370000001], [0.265790738], [0.66419695], [0.498120658], [0.49018894399999996], [0.747084187], [0.906783648], [0.678770917], [0.348599859], [0.294839683], [0.705691827], [0.211917931], [0.063201124], [0.276699543], [0.672459395], [0.8082059490000001], [0.296538373], [0.16012686199999998], [0.439385032], [0.555951416], [0.386240112], [0.158689619], [0.214499855], [0.299579429], [0.569161656], [0.488614799], [0.8782950209999999], [0.649380949], [0.465713341], [0.16813774], [0.87529545], [0.8411323409999999], [0.33292081], [0.5130478589999999], [0.30505507800000004], [0.8126269909999999], [0.25096706], [0.5024355779999999], [0.45799074100000003]], \"hoverlabel\": {\"namelength\": 0}, \"hovertemplate\": \"0=%{x}<br>1=%{y}<br>2=%{z}<br>Feature=%{customdata[0]}<br>Anomaly=%{marker.color}\", \"legendgroup\": \"\", \"marker\": {\"color\": [0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], \"coloraxis\": \"coloraxis\", \"opacity\": 0.7, \"symbol\": \"circle\"}, \"mode\": \"markers\", \"name\": \"\", \"scene\": \"scene\", \"showlegend\": false, \"type\": \"scatter3d\", \"x\": [6.04329252243042, -9.438496589660645, 16.18259048461914, 0.64848393201828, 13.559454917907715, -1.1374330520629883, -8.309967041015625, 5.008510589599609, 1.4863146543502808, -0.7658987045288086, 3.7199084758758545, 11.53219985961914, -3.528322458267212, 7.407134532928467, 12.04485034942627, 3.7242887020111084, -3.4984371662139893, -14.405450820922852, 17.08012580871582, 9.321032524108887, -1.5972390174865723, 8.177380561828613, 8.59667682647705, 1.1737704277038574, 3.941396474838257, 10.83845329284668, 10.287399291992188, -0.626404881477356, 4.213414192199707, 6.783036708831787, -0.03376011550426483, -8.270297050476074, 7.387594223022461, 11.166380882263184, -4.750317573547363, 9.714765548706055, 8.210074424743652, -0.46600863337516785, 7.803308486938477, -0.7110238671302795, -13.957944869995117, 8.711481094360352, -10.986281394958496, 3.38981294631958, 9.406761169433594, 3.0017967224121094, 10.03313159942627, 1.0910762548446655, 11.178682327270508, -14.385326385498047, 0.8019688725471497, 17.59526824951172, -4.344923496246338, 3.1149446964263916, -0.2834002673625946, -4.168464183807373, -1.6965341567993164, -4.20413875579834, 10.639522552490234, 14.378896713256836, -1.708946943283081, -9.282726287841797, 7.723346710205078, 8.227872848510742, -14.000991821289062, 10.486364364624023, -6.554722785949707, -14.491294860839844, 11.169625282287598, 3.194732904434204, 9.978006362915039, 4.215341567993164, 6.35023307800293, -0.3293180763721466, 3.361917734146118, 5.379137992858887, 12.650633811950684, 5.754343509674072, 0.3032064139842987, 0.765853762626648, 0.8916251063346863, 6.320160865783691, 9.572830200195312, -8.154052734375, -8.174643516540527, -7.387165069580078, -11.950860023498535, -13.015613555908203, -5.665258407592773, 4.416622161865234, 7.97635555267334, 2.535672903060913, -9.971935272216797, -9.685115814208984, -5.906643390655518, 8.529997825622559, -6.756563186645508, -8.17176342010498, -6.413577079772949, 11.485418319702148, 5.481586456298828, -13.410469055175781, -7.6803789138793945, -5.904998779296875, 8.004100799560547, -0.5158228874206543, -3.392320156097412, -12.238676071166992, 2.7014150619506836, 5.6672892570495605, 3.4286913871765137, 5.315988063812256, 0.5183561444282532, 3.3025224208831787, 14.472729682922363, 4.152254581451416, -11.44357681274414, -9.7914457321167, 0.008988305926322937, -7.933658599853516, 4.0429182052612305, -4.336596965789795, -11.550498008728027, -12.665705680847168, -5.975515365600586, -9.4785737991333, -5.252949237823486, 1.9590532779693604, -8.31729507446289, -9.768445014953613, -3.363494873046875, -6.452791213989258, 1.5652390718460083, -7.110162734985352, -14.094528198242188, 4.222870826721191, 10.971919059753418, 1.1660864353179932, -7.6726202964782715, -4.399757385253906, 0.4420448839664459, 5.8634538650512695, -5.167435646057129, 11.122211456298828, -8.327457427978516, -0.2022707462310791, 3.9243197441101074, -11.911312103271484, -8.2571382522583, -2.982059955596924, 3.6109039783477783, 5.969270706176758, -8.150171279907227, -5.286706447601318, 7.530468940734863, -7.823899269104004, -14.349855422973633, -13.92080307006836, 2.9625167846679688, -0.29097893834114075, -10.054119110107422, -2.9555583000183105, 5.434994220733643, -0.5959583520889282, 1.3241149187088013, -14.778807640075684, 0.1417640596628189, 9.455458641052246, 12.347966194152832, -7.331827163696289, -3.248065710067749, -7.427563190460205, 2.830846071243286, 13.465997695922852, -3.9332101345062256, -13.538089752197266, 0.817892849445343, 13.658823013305664, -8.287277221679688, 2.046577215194702, -6.073524475097656, 5.418424129486084, -9.272409439086914, 9.114402770996094, 9.16450309753418, -11.359426498413086, 7.200376987457275, -3.9665682315826416, 1.7809948921203613, 5.279537200927734, -12.512935638427734, 12.299443244934082, 2.6594817638397217, 14.537242889404297, -14.104978561401367, -8.764678955078125, -7.576944351196289, -11.873461723327637, 4.099388599395752, -5.4940185546875, -2.6570777893066406, -3.6014373302459717, -5.865025043487549, 9.649652481079102, 15.102194786071777, -8.052987098693848, -0.25920531153678894, -3.149085760116577, 4.654610633850098, -5.9385786056518555, -4.477262020111084, 6.4547224044799805, 6.27018404006958, 4.261016845703125, -4.276680946350098, -5.77786922454834, -6.631496429443359, 5.056143760681152, 7.623359203338623, -3.6260693073272705, 15.747529029846191, -10.758386611938477, 10.629620552062988, 1.4189406633377075, -14.462843894958496, 1.0001487731933594, -10.835840225219727, 1.2276766300201416, -14.52663516998291, 5.039107322692871, -9.122640609741211, -10.299159049987793, 1.626765489578247, 1.4149707555770874, -6.284991264343262, -10.862049102783203, -5.5030388832092285, 4.844244003295898, 2.3141539096832275, 13.875849723815918, -3.660611629486084, -10.234428405761719, 12.310847282409668, -11.389891624450684, 5.765923976898193, -14.441028594970703, 3.5044214725494385, 2.590230941772461, -10.400086402893066, 9.502800941467285, -2.709402322769165, -4.015694618225098, 4.093312740325928, -3.17824387550354, -0.8091512322425842, -0.033367644995450974, 5.749894142150879, -11.736103057861328, 4.696051597595215, -8.02434253692627, 12.13542366027832, -4.158924102783203, 12.915099143981934, -5.70743465423584, -3.1105470657348633, -11.27723217010498, 2.2930808067321777, -12.313518524169922, 3.0235188007354736, -10.44927978515625, -11.314046859741211, -8.236202239990234, 6.214118957519531, 12.136780738830566, 0.38273224234580994, -6.8690056800842285, 7.383693695068359, 12.462603569030762, -11.616607666015625, 1.7749420404434204, -11.347823143005371, 11.84864616394043, 0.09237252920866013, 4.1769490242004395, 14.195645332336426, -12.002731323242188, -10.25623607635498, -10.413113594055176, -12.984692573547363, 3.94923996925354, 4.413712978363037, -6.976624965667725, -3.1517038345336914, -12.696048736572266, -8.185317993164062, -0.031585171818733215, 3.6129283905029297, 0.5164450407028198, -7.668562889099121, 6.111421585083008, -6.834744930267334, -11.0920991897583, 7.444075107574463, 5.2366204261779785, 4.17836332321167, 5.091869354248047, -9.505817413330078, 5.370588779449463, -13.139243125915527, 9.216835021972656, 8.69835090637207, -11.783082008361816, 5.671810150146484, 13.190016746520996, -7.99725866317749, 6.925671100616455, -7.143472194671631, -9.577656745910645, 4.003162384033203, -6.572847366333008, -7.489934921264648, 5.960340976715088, 3.2577240467071533, -5.87178897857666, 3.477648973464966, 7.577681064605713, 2.947354793548584, 3.2380430698394775, 10.003082275390625, 3.2645039558410645, -12.495824813842773, 5.812845230102539, -5.94160795211792, -6.798501968383789, -13.281336784362793, 11.887428283691406, -9.361875534057617, 4.0741095542907715, 7.028419017791748, 7.420652866363525, 5.136309623718262, -1.173479437828064, -0.24973241984844208, -5.479460716247559, 4.645632266998291, 9.811698913574219, -6.576471328735352, -14.35586929321289, 1.4658817052841187, 5.295593738555908, -2.914703607559204, 5.673536777496338, -7.194733619689941, -8.135640144348145, -10.229562759399414, -1.114727258682251, -4.711534023284912, -9.299118995666504, 9.266972541809082, 8.996871948242188, -10.02315616607666, -9.178669929504395, 0.6163198947906494, -12.197029113769531, 2.362239122390747, 5.141592502593994, 5.257291793823242, -12.113581657409668, -12.128847122192383, -12.904496192932129, -12.465483665466309, -3.8947155475616455, 12.62274169921875, 10.83993148803711, 3.2094733715057373, -12.164281845092773, 4.372768402099609, 3.6816000938415527, -6.777955532073975, 6.940095901489258, 1.0030838251113892, -3.3826141357421875, 4.626896858215332, -0.15139949321746826, -10.183319091796875, -6.191580772399902, -2.7644779682159424, -3.167759418487549, -4.90521764755249, 6.120189666748047, -11.575098037719727, -6.859464645385742, 7.624795436859131, 5.101925373077393, -6.75291109085083, -8.102256774902344, -0.08037282526493073, 5.777303218841553, 7.655316352844238, 2.692283868789673, -7.665289878845215, -7.691414833068848, -11.372122764587402, -8.767190933227539, 5.8552985191345215, -11.583176612854004, 14.020477294921875, -2.4733939170837402, -1.4261410236358643, -10.56632137298584, -12.076637268066406, 5.890458583831787, 7.952847003936768, 4.662915229797363, -6.757638454437256, -10.674138069152832, -13.86331844329834, -9.281627655029297, 2.742757558822632, 9.865764617919922, 6.154078483581543, -9.475162506103516, -11.098672866821289, -9.516914367675781, 12.209839820861816, -13.768876075744629, -9.131729125976562, 3.8049981594085693, 5.853917121887207, 12.367667198181152, 4.5074076652526855, -9.97091293334961, -8.235971450805664, 3.981494188308716, 9.50466537475586, -6.165994167327881, -9.941997528076172, 11.611540794372559, 2.1611149311065674, 15.427388191223145, -0.18048527836799622, 0.8461098670959473, 14.883572578430176, 11.30256175994873, -5.520714282989502, 1.3149513006210327, 7.968226909637451, -7.1594085693359375, 9.970852851867676, 5.865568161010742, -8.421441078186035, 11.424576759338379, -12.288552284240723, 4.8730788230896, 1.3895756006240845, -5.489875793457031, -2.118288993835449, 11.346649169921875, 0.9665073752403259, 0.5042821168899536, -10.876166343688965, 14.380254745483398, -11.509721755981445, -1.0529218912124634, -1.0509305000305176, 7.745371341705322, 2.706674814224243, 8.220746040344238, -14.545923233032227, 12.225584030151367, 3.5129244327545166, -8.456816673278809, -12.045855522155762, 4.670373916625977, -12.074068069458008, -13.912903785705566, -8.571446418762207, 3.4002864360809326, 3.597914218902588, -10.851371765136719, -12.810209274291992, -8.271021842956543, 4.820645332336426, 10.61899471282959, -11.13652229309082, 11.139996528625488, -7.28346061706543, 5.495782852172852, 4.669766426086426, 13.824792861938477, 3.6894264221191406, 0.5463314652442932, 3.175485134124756, 7.548620223999023, 12.381387710571289, 4.467825412750244, -11.191041946411133, -0.28014957904815674, -5.918222904205322, 3.6579976081848145, -7.997361183166504, -0.9250433444976807, 7.966686725616455, -5.5546064376831055, 5.5450592041015625, 13.312722206115723, 1.9094173908233643, -13.13898754119873, 5.630403518676758, 6.02842378616333, 13.554886817932129, -14.157177925109863, -9.140654563903809, 6.657310962677002, 0.08211809396743774, -8.906233787536621, -3.676953077316284, 1.1997981071472168, -2.9377222061157227, -9.675857543945312, 5.964713096618652, 8.684464454650879, 5.166574954986572, 9.625323295593262, 8.077290534973145, -11.958405494689941, -0.3401232361793518, -11.232759475708008, -3.5176970958709717, 7.406031131744385, -7.751160144805908, 5.486301898956299, -0.8969535827636719, -12.490760803222656, 0.2554759681224823, 8.063431739807129, -9.649662971496582, 10.03625774383545, 1.9306459426879883, -10.719562530517578, -4.548452854156494, 1.9207793474197388, -12.202583312988281, -8.404026985168457, -14.654085159301758, -0.6596507430076599, -0.5814234018325806, 2.334609270095825, 4.667080879211426, -0.19949018955230713, -7.437780380249023, 4.283727169036865, 13.28624153137207, 2.957468032836914, -6.689395427703857, -6.685975551605225, -1.2460330724716187, 4.510540962219238, 2.8813936710357666, 0.05583234503865242, 11.497922897338867, 7.768303871154785, -7.2309136390686035, 3.744091749191284, -9.463836669921875, -0.8724570870399475, -13.270009994506836, -1.323331594467163, 5.8862152099609375, 2.2059507369995117, 5.800567626953125, 1.1805766820907593, 5.763898849487305, 5.508451461791992, -9.710930824279785, 9.756080627441406, -9.813156127929688, -12.855473518371582, 4.763587951660156, 4.83499813079834, 5.7639665603637695, 4.919861793518066, 11.381909370422363, -9.23217487335205, -13.246600151062012, -0.5632388591766357, 7.418793678283691, -9.064842224121094, -13.7002592086792, 5.289512634277344, -7.716745853424072, -10.429176330566406, -0.17277249693870544, 6.20243501663208, -1.0835630893707275, -4.579441547393799, 4.220369815826416, 6.574680328369141, 3.7292263507843018, 11.507301330566406, 0.23569825291633606, -2.9113121032714844, 6.514204025268555, -9.521138191223145, 2.8653993606567383, -7.730219841003418, 3.945895195007324, 7.415629863739014, -8.636679649353027, -6.114995002746582, 4.919310569763184, 3.9976205825805664, 7.061491966247559, 6.105391502380371, -0.4984772801399231, -7.768052101135254, -6.355511665344238, -5.746013164520264, -6.671438217163086, 7.248725414276123, 0.6924951672554016, -5.323509216308594, -2.9770712852478027, -2.1736137866973877, 10.305914878845215, 7.617476463317871, -10.51145076751709, 14.945691108703613, -3.553178310394287, -0.7405784130096436, 1.1329010725021362, -11.616740226745605, 2.4941787719726562, 9.10673999786377, 4.521814823150635, 2.1039505004882812, 2.341526508331299, 0.1784515231847763, 1.611850619316101, -1.148129940032959, 15.143732070922852, -5.898560523986816, -9.01037883758545, 6.2214741706848145, 6.858731269836426, 4.623321056365967, 13.227678298950195, 3.2339372634887695, 4.837494850158691, 6.75117301940918, -10.793532371520996, -12.78969955444336, -3.8751726150512695, 0.49310263991355896, -13.995646476745605, -5.8856706619262695, 10.738347053527832, 4.217682838439941, -3.0965797901153564, 5.824026107788086, 8.397045135498047, -4.892366409301758, -0.9132252931594849, 5.881120681762695, 2.3160033226013184, -5.667654991149902, 0.4440611004829407, -6.974511623382568, -12.038509368896484, -13.348423957824707, -4.326203346252441, -1.0065529346466064, -3.82310152053833, -0.6634588241577148, 0.4473448693752289, -8.35089111328125, -7.257698059082031, -0.4355880618095398, 3.38834810256958, -7.1897358894348145, 12.028935432434082, -11.6210298538208, 5.313348293304443, 2.567622423171997, -5.626049995422363, -13.440110206604004, -0.5998190641403198, -14.202778816223145, 2.8413634300231934, 9.066716194152832, 6.64910888671875, 7.904346466064453, 8.018861770629883, -6.5999932289123535, 1.2146174907684326, -1.5843340158462524, 8.09379768371582, 1.3024274110794067, 1.8365974426269531, 7.222174644470215, -5.413249969482422, 0.2824086844921112, 7.444733619689941, 4.197323799133301, 2.1996355056762695, -4.931899070739746, 3.4553685188293457, 0.6258184313774109, 1.6537047624588013, 3.680523633956909, 11.067635536193848, -13.438761711120605, -8.211255073547363, 11.014761924743652, -1.3106787204742432, -0.7335512638092041, -1.2432271242141724, 2.4823532104492188, -1.1954766511917114, -9.673978805541992, 17.03710174560547, -12.466710090637207, -6.822635173797607, 17.62470817565918, -2.9781270027160645, 7.400044918060303, 5.743396282196045, -2.3414034843444824, 2.6075527667999268, -0.34561145305633545, -4.818742275238037, 13.173677444458008, -0.4032275974750519, 0.06716199219226837, -1.936518669128418, 2.3317010402679443, 4.281040191650391, 2.218928098678589, 0.6274092197418213, 6.115565776824951, -2.748206853866577, 5.39096212387085, 4.892321586608887, 3.4796500205993652, 7.854677677154541, 0.7117078900337219, 3.672457456588745, 0.15696553885936737, 11.983818054199219, 8.674674987792969, -9.373745918273926, 12.856431007385254, -5.809736728668213, -14.002301216125488, -11.462173461914062, 14.043869018554688, 0.8994093537330627, -4.194981575012207, 6.538115501403809, -13.544382095336914, 8.903550148010254, -3.643097162246704, -10.094856262207031, -14.899560928344727, 6.697152614593506, -11.834733009338379, -11.642290115356445, 12.52370834350586, -9.326347351074219, 12.462839126586914, 1.1094127893447876, 3.1576364040374756, 0.36864298582077026, -9.139050483703613, 6.740105628967285, -10.858851432800293, -3.5181407928466797, -6.001272678375244, 2.6280148029327393, 7.511240482330322, 5.6739091873168945, -11.530746459960938, -7.5056657791137695, 3.531085729598999, 2.0497190952301025, 9.070525169372559, -6.382253170013428, 0.5131483674049377, -0.7375378608703613, 1.2542167901992798, 5.545172214508057, 3.963334083557129, 4.870874881744385, 4.983573913574219, -13.459477424621582, -9.586817741394043, -9.360372543334961, 10.572928428649902, 4.969063758850098, -11.37808895111084, -5.41549825668335, -2.436525344848633, -3.2921142578125, -8.908495903015137, 14.076083183288574, -14.364156723022461, -8.519102096557617, -6.98804235458374, 0.6782523393630981, -12.473409652709961, 11.564417839050293, 2.477085590362549, 4.253650665283203, 5.3610968589782715, -7.578271865844727, 9.979225158691406, -8.255891799926758, 7.133492469787598, 0.9820336103439331, 2.282886266708374, 3.7471423149108887, 12.74356746673584, -0.03323112800717354, -5.800239562988281, -8.667470932006836, -8.849523544311523, 0.7912638187408447, 1.0761890411376953, 7.565676212310791, 6.547454357147217, -6.444492340087891, 8.147350311279297, 7.73374605178833, 3.317080020904541, 11.455132484436035, 2.401695966720581, 12.70186710357666, 12.107648849487305, 3.546344518661499, -7.1700439453125, 4.95905065536499, -5.626598834991455, 2.1024255752563477, -11.966778755187988, -10.59897232055664, -0.3976925015449524, -9.373774528503418, 4.652626037597656, 3.2348737716674805, -6.165633678436279, -1.0780130624771118, 7.371283054351807, -5.994980812072754, 4.459912300109863, -4.338821887969971, -10.123183250427246, -4.9599289894104, -0.6909798383712769, 0.7978850603103638, 4.800991535186768, 6.983177185058594, 1.5698338747024536, -0.4662765860557556, 3.8542721271514893, -9.636857986450195, 1.3105700016021729, -10.304060935974121, 1.2130471467971802, 2.515812397003174, 5.355632781982422, 5.9648942947387695, -7.701075077056885, -11.965048789978027, 3.104203224182129, -6.653326034545898, -9.58842658996582, -6.239406108856201, -6.967216968536377, 3.9737422466278076, 14.204854965209961, 4.923793792724609, 4.902675151824951, -0.9421994090080261, 4.427859306335449, 5.863838195800781, 0.634190022945404, 7.4681854248046875, -3.5968925952911377, 5.766291618347168, 3.807490587234497, 11.00064754486084, 8.249722480773926, 11.353324890136719, 0.01215510442852974, 9.18729019165039, 6.095402717590332, 4.252951622009277, -13.554615020751953, -3.2863898277282715, -7.355156421661377, -10.151847839355469, -4.259081840515137, -10.093503952026367, 7.324857234954834, 3.6789042949676514, 9.516457557678223, 3.823047161102295, -7.350977897644043, 11.107986450195312, 1.4886757135391235, -12.937084197998047, -9.384034156799316, -9.993050575256348, 3.1490068435668945, 5.191486358642578, 14.515876770019531, 3.213920831680298, -11.051387786865234, -0.30243125557899475, 1.8784297704696655, 6.721129894256592, 1.815412998199463, -7.21441650390625, 2.8869662284851074, -9.876086235046387, 3.8520660400390625, -8.925206184387207, 3.8430662155151367, -7.454799175262451, -10.456493377685547, 13.79241943359375, -7.570364475250244, -11.573532104492188, 8.058093070983887, 5.11953592300415, 12.241401672363281, -7.133270740509033, 15.036373138427734, -8.782936096191406, 3.4636390209198, 14.00081729888916, -3.738290786743164, 0.49523478746414185, -1.0198583602905273, 4.083020210266113, 6.567519664764404, 3.4021811485290527, 6.278499126434326, -10.9647855758667, -9.703031539916992, 3.291837215423584, -2.53918719291687, 7.038310527801514, 2.47703218460083, -3.0211727619171143, -13.83873462677002, 1.235291838645935, 6.321083068847656, 3.0849523544311523, -5.606642723083496, -13.554448127746582, -9.483135223388672, 13.677141189575195, 1.6996477842330933, 4.633219242095947, -14.501533508300781, -12.354659080505371, 2.9424526691436768, 6.1100335121154785, -5.8106465339660645, 7.15234375, 5.2030558586120605, 4.997851371765137, 14.333925247192383, 1.980215311050415, -11.797709465026855, -11.004826545715332, 6.61950159072876, -0.5263856649398804, 0.5098186731338501, 5.420746326446533, 5.489199638366699, 0.4109458029270172, -10.635320663452148, 5.959047317504883, -7.4614362716674805, -6.439744472503662, 3.6543643474578857, 1.6591728925704956, 11.545985221862793, 0.5890194177627563, 4.658565044403076, 4.501564025878906, 14.952325820922852, 5.841578960418701, 3.996090888977051, -9.150798797607422, -0.23041749000549316, 3.4174444675445557, 12.858407020568848], \"y\": [-3.7802674770355225, 5.3222761154174805, 2.556400775909424, 10.823824882507324, 2.5910964012145996, 7.838602066040039, 2.858267307281494, 17.022645950317383, -2.0449604988098145, -8.830530166625977, 18.17439842224121, 4.501950263977051, 13.56196117401123, 0.39077916741371155, 8.780655860900879, 9.055046081542969, 13.59544849395752, -2.5778141021728516, 2.8016409873962402, 3.6875531673431396, 7.146355152130127, -8.819851875305176, 1.2303177118301392, -2.4676215648651123, 8.352046966552734, -8.843173027038574, 3.854640245437622, 0.5516676306724548, 2.9044189453125, 11.687431335449219, -0.569280207157135, 6.848936557769775, -2.026209592819214, 10.755237579345703, -4.79437780380249, -8.950425148010254, 3.305769681930542, 0.9216647744178772, -6.5831170082092285, 9.246926307678223, -4.643942356109619, 11.042304039001465, -6.131002426147461, 5.897445201873779, 9.322931289672852, 9.068794250488281, 10.025863647460938, -2.398327589035034, 4.319835662841797, -2.8721256256103516, 18.73996353149414, 3.254574775695801, -3.163942575454712, 9.16832447052002, 8.820206642150879, 9.175305366516113, 9.835067749023438, 4.70013952255249, 11.139483451843262, 6.819775581359863, -4.804083824157715, -6.968148708343506, 9.117912292480469, 11.639575004577637, -6.554375171661377, 10.142838478088379, -9.055098533630371, -3.2521510124206543, 4.202706336975098, 11.201064109802246, 13.520976066589355, 13.374859809875488, -5.883578777313232, 14.442239761352539, -17.328386306762695, -9.67796516418457, 6.154429912567139, 11.379157066345215, -16.45052146911621, -13.402788162231445, -12.849981307983398, -11.524658203125, 3.4981725215911865, -5.983060359954834, 2.906721353530884, 2.982724666595459, -3.0729563236236572, 0.5908730626106262, -4.9911980628967285, -9.360966682434082, -9.642919540405273, 16.404695510864258, -6.485859394073486, 1.8490630388259888, 7.24751615524292, 10.091076850891113, -2.7803783416748047, 0.7786321640014648, -0.8767185211181641, 5.876740455627441, -7.082564353942871, -2.2180116176605225, 0.8873831033706665, -3.9660491943359375, 10.75560474395752, -8.831226348876953, 0.629001796245575, 0.06414609402418137, -16.473560333251953, 12.482963562011719, -10.536142349243164, -8.314669609069824, 17.52833366394043, -9.799297332763672, 2.8984084129333496, -12.667478561401367, 5.631145000457764, 1.7384531497955322, 12.147455215454102, -0.5923642516136169, -13.308076858520508, -3.8922841548919678, 1.7074079513549805, -5.244734764099121, -4.776468753814697, 3.2135138511657715, 6.2265119552612305, 11.903948783874512, 2.7397732734680176, 2.4428021907806396, -7.107686519622803, -3.43375301361084, 17.46105194091797, 4.064316749572754, -1.115630030632019, -6.664416313171387, 2.2614574432373047, 15.02762508392334, 3.4661576747894287, 0.24749837815761566, 15.297988891601562, -10.712150573730469, -4.440507888793945, 2.9903388023376465, -0.20050649344921112, -11.108648300170898, 14.73788833618164, -2.182507276535034, 4.490888595581055, 0.2246122658252716, -10.77503490447998, -11.702024459838867, -0.62353515625, -5.493723392486572, -7.683244228363037, -2.362886428833008, -4.674216270446777, -4.5445146560668945, -15.046731948852539, 11.965800285339355, 5.762420654296875, -5.5501790046691895, -16.989459991455078, -16.212947845458984, 11.17956829071045, -2.7222535610198975, 15.13244915008545, 12.802486419677734, 5.810522079467773, -6.0403923988342285, -0.026145562529563904, 1.0659847259521484, 9.43716049194336, 2.0707485675811768, -3.0013723373413086, -0.7271637320518494, 9.185309410095215, 2.4896388053894043, 5.2924675941467285, 13.622675895690918, -2.5930612087249756, 11.398782730102539, 7.551079750061035, 10.647345542907715, 12.207429885864258, 4.467084884643555, 9.52885627746582, -7.160520076751709, -10.903867721557617, -11.52238655090332, -2.3251655101776123, 2.674063205718994, 17.329113006591797, 2.1231465339660645, 4.047525882720947, 5.039482593536377, -2.916677236557007, 0.4534623622894287, -7.256864070892334, -3.806070327758789, -4.933748245239258, 0.4214962422847748, 6.028078556060791, 3.8665313720703125, 2.6355574131011963, 7.308582782745361, -14.285972595214844, -5.499946117401123, 12.158609390258789, 4.679813861846924, -4.138250350952148, 8.708827018737793, 12.973739624023438, -12.182341575622559, -4.017930507659912, -3.004462957382202, 4.134766578674316, 10.51409912109375, 11.424705505371094, -0.4368158280849457, 2.255197286605835, 0.37330010533332825, 4.415455341339111, -16.65003204345703, 2.1837427616119385, -14.309090614318848, -5.240185737609863, -10.858220100402832, -1.2246366739273071, 5.894382953643799, 3.9234566688537598, -6.416651248931885, 14.12446403503418, 14.555785179138184, -1.3813998699188232, -0.13780349493026733, 2.607860803604126, -11.133925437927246, 11.93781852722168, 1.5562059879302979, -5.465186595916748, -2.5713701248168945, 3.7034006118774414, 1.5754263401031494, 14.143299102783203, 1.1526480913162231, -9.452651977539062, -17.64219856262207, -5.051325798034668, 1.693302035331726, -5.872797012329102, -0.3328329920768738, 12.802486419677734, -5.666698455810547, -9.658249855041504, -3.860532760620117, -5.070405960083008, 0.8073391318321228, 6.362217903137207, 0.3095942735671997, 2.5665104389190674, -6.179345607757568, 1.5922785997390747, -1.966234803199768, -4.5540337562561035, 1.6344188451766968, 15.962695121765137, 4.688384532928467, -16.213695526123047, -0.6520592570304871, -1.190905213356018, 7.214613437652588, -7.3749494552612305, 2.536356210708618, 10.825739860534668, -7.165729522705078, 9.544427871704102, 2.7114529609680176, -0.3310474455356598, -10.666378021240234, -5.365549087524414, 2.8002302646636963, -10.149299621582031, -7.8761305809021, 3.5111615657806396, 1.874010443687439, -2.2636945247650146, 0.7683053016662598, 1.7872318029403687, -6.5143723487854, -10.844148635864258, 3.2401046752929688, 0.7510347366333008, 1.614741325378418, -5.825568199157715, 16.137460708618164, 13.521177291870117, -16.443811416625977, -3.5628747940063477, -6.109145641326904, 3.981666326522827, 1.4856247901916504, 12.309040069580078, 14.437030792236328, 11.204228401184082, -16.42716407775879, -1.0031298398971558, -16.041603088378906, -4.314396858215332, 11.724335670471191, 12.034667015075684, -2.1333436965942383, 10.48372745513916, 1.7957707643508911, -4.409451961517334, -4.973392963409424, -5.919801235198975, 2.9088258743286133, -16.407146453857422, 6.400609970092773, 3.2475640773773193, -9.451964378356934, 13.752920150756836, 2.4797627925872803, -15.084043502807617, -8.4840669631958, 14.65396499633789, 16.415678024291992, 6.005764007568359, 12.044486045837402, 4.8164873123168945, 9.11077880859375, -7.324363708496094, -3.379145383834839, 0.18726707994937897, 5.858100414276123, 2.3855252265930176, -6.330021858215332, 9.896368980407715, 8.598583221435547, -6.011747360229492, -11.672277450561523, 12.273630142211914, -6.295982837677002, 16.427207946777344, 4.925379753112793, 4.692737579345703, -2.244968891143799, 12.24306583404541, 9.33984375, -0.47055119276046753, -7.405580520629883, 0.5655800700187683, 6.865644931793213, -2.2340221405029297, -11.450963020324707, -3.6343984603881836, 0.8723270297050476, 11.202436447143555, -9.409214973449707, 4.132191181182861, 0.025987107306718826, -2.8860082626342773, -4.016646862030029, 13.546058654785156, -16.95655059814453, 12.032490730285645, 2.930734634399414, 0.6345369219779968, -0.1331518292427063, -7.019772052764893, -5.331612586975098, 4.981637954711914, 7.1822943687438965, 13.62214183807373, -6.6873016357421875, -17.856901168823242, 11.857177734375, 6.885401725769043, -10.42047119140625, 13.347469329833984, -1.049852728843689, -17.089906692504883, -13.175088882446289, 3.2043099403381348, -2.1869125366210938, 0.8793158531188965, 0.3837190568447113, -3.0138630867004395, -8.601226806640625, -2.817873477935791, -2.742673635482788, -8.853949546813965, -11.490620613098145, -0.5353180766105652, 7.0738959312438965, -8.598779678344727, 13.949010848999023, -7.42718505859375, -9.593082427978516, -0.633546769618988, -7.098582744598389, -1.8728959560394287, 7.408810138702393, 15.579656600952148, 4.710596561431885, 5.3094987869262695, -1.9136019945144653, 12.517263412475586, 2.1458468437194824, 2.4805662631988525, -10.445913314819336, 12.31732177734375, -16.585994720458984, 3.1989758014678955, -6.15319299697876, -0.7355992197990417, 3.494412660598755, 16.47394371032715, 5.3631391525268555, -8.763642311096191, -3.073606491088867, 0.24328401684761047, 4.03858757019043, 6.321786880493164, 0.08982346951961517, 3.345167875289917, 11.784646034240723, -5.883871555328369, 6.383935928344727, -12.3533935546875, 4.342712879180908, -6.455393314361572, 12.173900604248047, 13.215348243713379, -2.0954346656799316, -0.06381575018167496, 4.908359527587891, -16.778297424316406, 3.2727723121643066, -9.273486137390137, -16.730693817138672, 2.8751094341278076, 7.231262683868408, -3.531991720199585, 9.812065124511719, 13.194222450256348, -6.8372883796691895, 2.924258232116699, 13.198598861694336, -7.467999458312988, 2.657367467880249, -5.9536261558532715, -16.939895629882812, 16.89219856262207, 6.404974460601807, -3.9185853004455566, 2.445854902267456, -16.38660430908203, -14.545429229736328, 3.3373396396636963, 4.360732078552246, -5.246410846710205, -13.038212776184082, -2.495558977127075, -9.651102066040039, -15.97917652130127, 14.638066291809082, -2.293179988861084, 5.010673522949219, -13.61544132232666, -1.2328681945800781, -4.077434539794922, -8.85186767578125, -7.330965995788574, 3.4535562992095947, 4.926684856414795, 10.063727378845215, -5.449476718902588, 2.4095826148986816, -4.357913970947266, -6.806139945983887, 11.05894947052002, 7.170555114746094, 5.209578514099121, 6.332510948181152, -0.2462645024061203, -5.391026496887207, -5.991754531860352, 0.5706592202186584, -16.653839111328125, 16.24957847595215, 8.04603099822998, 12.753164291381836, 4.0990190505981445, 14.222001075744629, 1.917602300643921, 13.527996063232422, -5.542340278625488, -8.092538833618164, 3.3541088104248047, -0.07131356745958328, -9.309678077697754, -4.679235458374023, -5.600784778594971, 1.0540971755981445, -16.77173614501953, -1.7370383739471436, -5.4115986824035645, 10.555183410644531, 2.9178500175476074, -4.018304824829102, -1.853523850440979, 8.761253356933594, -15.839156150817871, -7.5803608894348145, -6.208270072937012, -16.537273406982422, -0.7955697178840637, -1.021645426750183, -6.855562686920166, 4.925450801849365, 7.944158554077148, 6.444057941436768, 10.684518814086914, 6.282535552978516, -12.240355491638184, 1.4741021394729614, -2.7513389587402344, -4.753401279449463, 0.6989187598228455, 12.129695892333984, 13.691205978393555, -6.883791923522949, 14.964873313903809, 11.80784797668457, 7.843834400177002, 4.677647113800049, -6.1168060302734375, -0.3444172441959381, 0.7315713763237, 12.609236717224121, 2.453507423400879, 4.748178958892822, -1.9015642404556274, 16.444169998168945, -10.497783660888672, 13.244827270507812, 13.538658142089844, -10.191197395324707, -4.95095682144165, -8.462311744689941, 4.413105010986328, -15.05930233001709, -7.051612854003906, 0.6994534134864807, 12.972983360290527, -15.821514129638672, 15.856389999389648, -3.9767849445343018, 6.6724443435668945, 11.799566268920898, -6.709387302398682, 15.296788215637207, -1.6039228439331055, -14.25919246673584, -3.367558240890503, -0.30050578713417053, 14.763622283935547, 15.501916885375977, -5.077291011810303, 15.549044609069824, 15.796713829040527, 9.224209785461426, 6.150651931762695, 12.88255500793457, 3.208819627761841, 1.2586089372634888, -7.207032203674316, -13.990775108337402, -8.069600105285645, -15.422709465026855, 6.9172468185424805, 3.7455592155456543, -4.418243885040283, -14.190397262573242, -4.830747127532959, -3.877821922302246, 3.147717237472534, 11.928370475769043, -6.7967000007629395, -4.871519088745117, -4.203761100769043, 15.53678035736084, -3.248626470565796, -4.30361795425415, 14.702768325805664, 12.859591484069824, 10.626690864562988, 6.835381984710693, 13.931617736816406, -4.1453657150268555, 10.07125186920166, 3.5736594200134277, 12.403324127197266, 3.6785385608673096, 16.531190872192383, 8.996338844299316, -0.539724588394165, 3.0682320594787598, 7.482961177825928, -9.560709953308105, -6.894074440002441, -6.09994649887085, -11.784335136413574, -5.9845499992370605, -3.793483018875122, -5.75591516494751, -5.64240837097168, -5.0101423263549805, -2.986213207244873, -3.894364595413208, -5.436794281005859, -0.7688601613044739, 6.55452823638916, 16.177825927734375, 5.167932987213135, 2.874837875366211, -2.1064977645874023, -13.437145233154297, -7.641637325286865, 0.9770527482032776, -17.505861282348633, 4.243701934814453, -9.129107475280762, -6.418448448181152, -9.194414138793945, -3.00813889503479, 16.593311309814453, -3.408515453338623, 2.576355457305908, 5.004446029663086, 4.88926362991333, -10.602367401123047, 8.227272033691406, -17.688199996948242, 4.899047374725342, -8.224939346313477, 9.429770469665527, -8.268274307250977, -5.233204364776611, -3.032763719558716, -1.239880084991455, 15.605850219726562, -0.9755280613899231, 3.2163660526275635, 4.924224853515625, -7.444568634033203, -0.5458921790122986, 12.043729782104492, 13.24478530883789, -3.756138324737549, -2.7356300354003906, -5.263369560241699, 12.951204299926758, 2.986267328262329, 14.120341300964355, 4.59649658203125, 0.27995067834854126, -1.7861346006393433, 0.35654783248901367, -10.983926773071289, -6.437959671020508, -2.1885406970977783, 10.994824409484863, -4.881414413452148, 5.466154098510742, 16.395496368408203, 13.108009338378906, 3.8441429138183594, 5.759207725524902, -5.989597797393799, -6.708498001098633, 9.47258472442627, -8.51632022857666, -1.4078341722488403, -11.35028076171875, -3.3567206859588623, 17.011159896850586, 13.068527221679688, 7.156272888183594, 11.784506797790527, 12.16702651977539, -1.3569469451904297, 18.158720016479492, 12.834023475646973, -9.58798599243164, -14.035378456115723, -15.415770530700684, 8.819798469543457, -5.573959827423096, -15.939798355102539, 0.39035096764564514, 2.893284320831299, -9.093432426452637, 8.51529598236084, 16.739974975585938, 19.324378967285156, -3.849841356277466, 6.495410442352295, 10.594614028930664, -5.0400285720825195, -6.476327419281006, -8.837119102478027, 2.1766390800476074, 11.458280563354492, 7.718596935272217, 9.713982582092285, 2.326643466949463, -4.285759925842285, 2.7776966094970703, 6.675461769104004, 0.0715160071849823, 3.284978151321411, 0.2841719686985016, -1.9496098756790161, 12.144431114196777, 12.70214557647705, 12.668906211853027, 8.90827751159668, -4.1560468673706055, 6.046809196472168, -2.6136858463287354, -1.6309561729431152, -3.8203177452087402, 16.733489990234375, -12.228408813476562, -16.294252395629883, -16.090167999267578, 7.063350677490234, 0.6498826742172241, -8.847426414489746, -8.27537727355957, 7.073614120483398, -7.5278849601745605, -16.361421585083008, -14.059969902038574, 16.678186416625977, 2.3369429111480713, 13.459620475769043, 4.703586578369141, 4.524060249328613, 7.71577262878418, 4.055364608764648, -5.511119365692139, 2.345540761947632, -13.260760307312012, -6.4507622718811035, 8.714584350585938, -1.7599114179611206, 11.452058792114258, -6.545923709869385, -4.697574138641357, 0.27552881836891174, -4.989198684692383, 3.3928911685943604, 4.737678050994873, 3.553962230682373, 3.058884859085083, 1.9461686611175537, -12.950315475463867, -6.363923072814941, -2.3732810020446777, 3.84907865524292, -7.9378790855407715, -4.290471076965332, -2.0441598892211914, -4.275867462158203, -17.402179718017578, -7.160907745361328, -12.835868835449219, 4.147058010101318, 1.527610182762146, -10.638653755187988, -17.564104080200195, 12.84063720703125, -6.890293598175049, 11.675670623779297, -15.300750732421875, -13.738005638122559, 16.22891616821289, -10.857869148254395, 6.344955921173096, -16.31175994873047, 4.481766223907471, 7.4660725593566895, -4.67515754699707, 2.8149313926696777, -14.229350090026855, -2.4432687759399414, -3.3764004707336426, -0.776803195476532, -1.8416626453399658, 5.561855792999268, 1.452170729637146, -1.9806711673736572, -7.776531219482422, 0.8852539658546448, 15.995869636535645, -7.653501033782959, 4.685974597930908, 7.78914737701416, -16.83896827697754, -8.540767669677734, 2.112605571746826, 3.0986876487731934, 0.5420386791229248, 15.461028099060059, 8.7507963180542, 13.700891494750977, 15.46957015991211, 1.8577924966812134, -16.867765426635742, 2.6900634765625, -2.252880334854126, -0.7352476119995117, 15.980721473693848, -14.400228500366211, -9.418150901794434, 11.543259620666504, 0.6580589413642883, -9.634333610534668, 9.301831245422363, 7.780763149261475, 1.8635791540145874, 11.495688438415527, 6.1156697273254395, 1.9305187463760376, 14.55237865447998, -7.0762505531311035, -13.537735939025879, -3.7984280586242676, 13.582841873168945, -0.4895929992198944, 2.6781160831451416, 13.702914237976074, 1.7731071710586548, -14.156046867370605, -10.975037574768066, -4.995812892913818, 12.899188995361328, -7.000168800354004, -6.104201793670654, -13.17529296875, -3.2322375774383545, -1.005035400390625, -2.0623393058776855, 16.658409118652344, -14.89543628692627, 6.363688945770264, -7.372973918914795, -13.560918807983398, -4.738304615020752, -13.760490417480469, -1.4296923875808716, 15.001968383789062, 2.027949810028076, -13.855731964111328, 12.564680099487305, -9.985665321350098, 14.266511917114258, -5.133937358856201, -2.921093225479126, -11.825234413146973, 7.5937819480896, -4.104609966278076, -1.1535667181015015, -4.58650016784668, -7.152458190917969, 3.6826703548431396, -11.18618106842041, -18.379947662353516, -10.8817720413208, 13.277889251708984, 14.33098030090332, 17.41529655456543, -7.5377607345581055, 0.48079901933670044, -5.638518333435059, 6.9866156578063965, 4.177670001983643, 11.849367141723633, 6.172246932983398, -10.48359203338623, 10.605000495910645, -11.252798080444336, -7.784461498260498, -0.3135605752468109, -3.1410765647888184, 0.3171927034854889, 0.47262290120124817, -6.214073181152344, -4.9990553855896, 15.617877960205078, -15.279751777648926, 3.324748992919922, 13.881477355957031, 7.086985111236572, 6.422755718231201, -16.992450714111328, -0.042553190141916275, -3.7634711265563965, -6.700679779052734, -17.584823608398438, 6.864328861236572, 2.4742348194122314, -6.592808246612549, 2.2187271118164062, 16.48887062072754, 17.502117156982422, -7.176946640014648, 17.384986877441406, -0.2169281393289566, -10.510150909423828, -0.4186226427555084, -11.30504035949707, 6.7185540199279785, -6.203254699707031, -3.246220111846924, -0.8198529481887817, 1.6582082509994507, -6.598952770233154, -3.467477321624756, 13.975358009338379, 14.303781509399414, 6.374030590057373, -2.5251333713531494, 4.031239986419678, 4.9599127769470215, 15.95738697052002, 6.0431809425354, -7.076577186584473, -16.13977813720703, 14.04986572265625, -16.551929473876953, 7.7765793800354, -16.62957191467285, -10.014162063598633, 0.09907064586877823, 6.42175817489624, -5.157022953033447, -1.2786529064178467, 15.515250205993652, 14.13199234008789, 0.0878237783908844, -0.7182243466377258, 17.90046501159668, 10.595120429992676, 7.6119208335876465, -4.984618186950684, 3.001638650894165, -3.3455657958984375, 2.5039689540863037, -16.44823455810547, -7.205212593078613, -3.77266001701355, 1.0783329010009766, -14.622930526733398, 8.015928268432617, -7.084997177124023, 10.872594833374023, -14.930209159851074, -6.0639328956604, 2.8148975372314453, -11.44381046295166, 2.391491174697876, 1.6975901126861572, 9.725618362426758, -2.659925699234009, 11.652376174926758, 7.680825233459473, -7.27616024017334, -16.358461380004883, 3.670006513595581, 10.17540168762207, -7.516841888427734, -4.652706623077393, 13.298648834228516, 15.385626792907715, 6.029844760894775, 11.75342845916748, -16.330751419067383, -17.958587646484375, 4.144866466522217, 8.921813011169434, -6.31230354309082, -0.5724722743034363, -14.888389587402344, 12.008392333984375, 6.185750961303711], \"z\": [2.8933498859405518, -2.2264838218688965, -2.0938265323638916, -6.133613586425781, -9.35076904296875, -0.4757746458053589, 6.912205219268799, -4.096841812133789, -2.1185076236724854, 6.438628196716309, -1.5408841371536255, -11.089764595031738, -4.840203285217285, -2.749586343765259, -3.8149142265319824, -9.65048885345459, -4.797477722167969, -0.3023128807544708, -0.7548777461051941, -11.108990669250488, -0.03489087522029877, 1.4417437314987183, -3.3341927528381348, -2.8422369956970215, -0.67825847864151, 0.25192201137542725, -10.648735046386719, 0.17913587391376495, -8.60966682434082, -6.034197807312012, -1.4499622583389282, 0.7200469374656677, -1.1594970226287842, -3.7536134719848633, 2.7454793453216553, 2.2928738594055176, -11.6903076171875, 0.4131905734539032, 0.7431005835533142, 0.23588517308235168, 8.49980640411377, -2.089448928833008, 3.2172863483428955, -0.8093039393424988, -2.1696488857269287, -10.071721076965332, -1.8444545269012451, -2.3923771381378174, -10.936849594116211, 3.4780802726745605, -4.960011959075928, 0.9888527989387512, 4.770244598388672, -9.926469802856445, -2.642209768295288, 2.8464770317077637, 1.0514986515045166, 1.478744387626648, -3.4426770210266113, -3.8133645057678223, 2.370028495788574, -2.5311856269836426, -11.30692195892334, -2.184122323989868, 4.644660472869873, -1.1480743885040283, 1.554286003112793, -0.38505804538726807, -9.745073318481445, 0.2045983225107193, -8.450037002563477, -5.841462135314941, 0.173712819814682, -4.483760833740234, 1.5060596466064453, 5.148787498474121, -6.8006415367126465, -8.243827819824219, 5.129085063934326, 7.606210231781006, 7.137674331665039, 4.519324779510498, -6.201094150543213, -2.91257643699646, 3.2713797092437744, -3.121638774871826, 1.253469705581665, 2.7386701107025146, 0.3417735695838928, 1.4249929189682007, 4.581423759460449, -2.0428576469421387, 2.0051612854003906, 7.225294589996338, 2.783658504486084, -10.416659355163574, 7.93687629699707, -2.6567609310150146, 3.1629550457000732, -6.604305267333984, 0.42847514152526855, 4.963077545166016, -2.2288458347320557, 5.941262722015381, -11.887495994567871, 9.938985824584961, 5.951760292053223, -3.3982083797454834, 1.0797497034072876, -7.964428424835205, 3.3863894939422607, -1.4461966753005981, -0.2071460336446762, 4.685875415802002, -6.282808780670166, 5.467845916748047, 6.7332611083984375, 7.552574634552002, -5.122421741485596, 4.096120834350586, 6.683052062988281, -0.2943904399871826, -3.3970844745635986, 4.879302501678467, -5.590516090393066, -1.2458672523498535, 2.1105194091796875, -5.397724628448486, 2.242664337158203, -2.145691156387329, 0.3251466453075409, 7.65931510925293, -5.764266014099121, 4.798132419586182, 5.21340274810791, 5.997163772583008, -5.2617878913879395, -7.254661560058594, -0.47125065326690674, 0.19097819924354553, -4.319362163543701, 1.834471344947815, 5.786317825317383, -7.172995567321777, 5.370096206665039, 8.512868881225586, -1.7859553098678589, 6.138478755950928, -0.8206217885017395, 2.9013125896453857, 2.128039836883545, 6.4420671463012695, -4.965516567230225, 6.250908851623535, 1.4244948625564575, 7.593828201293945, 3.6977999210357666, 6.032532691955566, 3.632436990737915, -2.8766283988952637, 7.28693151473999, 3.5564680099487305, 5.95916748046875, 6.575646877288818, -3.896519422531128, 5.175680160522461, -5.209974765777588, -5.32209587097168, -3.4462854862213135, -5.481871128082275, 6.104124069213867, -3.5758824348449707, -1.3091641664505005, -4.42014741897583, -3.674196720123291, 3.137176990509033, -2.2627837657928467, -3.4197304248809814, -0.382555216550827, -7.181778430938721, -2.29400372505188, -0.043934911489486694, 1.924916386604309, -6.948382377624512, -5.950379848480225, 7.611630916595459, -3.618938446044922, 1.0394620895385742, 7.896617412567139, 5.932640552520752, 5.802231788635254, -7.570056915283203, -2.406055450439453, -5.0651655197143555, 4.2650675773620605, 6.505940914154053, -1.7281227111816406, -4.771534442901611, 0.17481772601604462, -5.423329830169678, -0.44833457469940186, 1.3034981489181519, 3.879960060119629, -7.022822380065918, -3.6634652614593506, 1.0514851808547974, 9.187356948852539, -0.33207613229751587, 0.10442288964986801, 1.166398286819458, -3.6720316410064697, -5.7857794761657715, -9.592856407165527, 3.685544729232788, -0.47423288226127625, -0.6760299801826477, 0.794063925743103, -8.462900161743164, -10.391953468322754, -0.8454121351242065, -3.7559897899627686, -0.7577542066574097, -6.8492655754089355, 1.7650039196014404, 4.880636215209961, 9.56088638305664, 4.885918617248535, 6.418457508087158, 5.916310787200928, -4.511786937713623, 5.71907377243042, 2.1482982635498047, -6.16290807723999, -7.201649188995361, 5.902015686035156, -0.8243326544761658, 1.3591357469558716, 6.239518165588379, -5.396440505981445, -2.2903826236724854, -0.24187970161437988, -2.272073745727539, -2.142733097076416, 2.7004785537719727, -3.7757911682128906, 4.731678009033203, 7.984317302703857, 5.980786323547363, 5.400265693664551, -4.042792320251465, 5.138294219970703, -2.470473051071167, -5.708303928375244, 3.22068190574646, 9.557408332824707, -1.7137371301651, 4.968695163726807, 4.8177056312561035, -5.079396724700928, 5.153461933135986, -2.772226572036743, 2.3261561393737793, -6.358148097991943, -3.422563314437866, 6.023407459259033, 2.317023754119873, -7.462201118469238, 4.456452369689941, 1.2483198642730713, -5.594297409057617, -2.8392016887664795, 3.6997807025909424, 6.702264785766602, -1.8471996784210205, -3.4800374507904053, 4.181391716003418, -9.477670669555664, -7.697499752044678, -2.2585270404815674, 8.117043495178223, 4.819583892822266, -1.9641364812850952, 7.697739601135254, 3.9065356254577637, -5.9603190422058105, -1.8742878437042236, 3.8339078426361084, -0.7164340615272522, 3.9677658081054688, -0.13752849400043488, 1.2747507095336914, 3.221752405166626, 5.5867018699646, -1.0585397481918335, -3.038435459136963, -2.424041748046875, -1.9210481643676758, 7.535252094268799, -3.690363645553589, 3.7044169902801514, -3.013260841369629, 6.054442405700684, -8.068445205688477, -4.430639266967773, -1.9927668571472168, 3.9595632553100586, -2.218400239944458, 4.990170001983643, 7.9434428215026855, -6.038902759552002, -5.270656108856201, 7.78515625, -0.020553529262542725, -2.2301552295684814, -0.14755715429782867, 3.870858907699585, -5.253110408782959, 3.9982340335845947, 3.942068099975586, 3.697310447692871, -2.995405435562134, 7.521637439727783, -6.28309440612793, -0.5389078855514526, 8.917693138122559, 3.425920009613037, -8.153151512145996, -6.747447490692139, -3.150547742843628, -2.1657350063323975, 4.700300216674805, -8.683806419372559, 3.1699469089508057, 8.720426559448242, 2.4255666732788086, -5.851339340209961, -1.074733018875122, 6.425901412963867, -3.653763771057129, -7.026121616363525, 6.587612152099609, 6.911982536315918, -5.155489444732666, 6.126701831817627, -4.614820957183838, -4.611164569854736, 4.8587565422058105, 7.9030022621154785, -4.956042289733887, -8.999276161193848, -2.3465657234191895, 7.199538230895996, 5.345470428466797, 3.3723206520080566, 3.8279974460601807, 6.290336608886719, 3.2267019748687744, -0.04823672026395798, -10.052247047424316, 1.435301423072815, -1.2127552032470703, -1.9067391157150269, 2.2604525089263916, 6.654350280761719, -5.560087203979492, 6.231393337249756, -10.15044116973877, 7.165574073791504, 4.961839199066162, -3.844667673110962, 2.9209728240966797, -0.17913608253002167, -7.60114860534668, -2.438504219055176, -6.334366321563721, 4.936793804168701, 2.91166615486145, -2.8825817108154297, 3.6187667846679688, 2.3532450199127197, -3.294271469116211, 1.0956284999847412, 1.2731761932373047, 4.60120964050293, -1.505088210105896, 7.864375591278076, 5.528160572052002, 4.157528877258301, -5.004330158233643, -0.7004786133766174, 3.8278794288635254, 8.602314949035645, 6.540671348571777, 6.82252836227417, 5.058048248291016, 3.426438570022583, 9.846756935119629, -4.228452205657959, 2.5801358222961426, 8.633879661560059, 3.7775371074676514, 0.21755929291248322, 7.632655143737793, 1.1284085512161255, -6.088809967041016, 5.060245037078857, -4.0812458992004395, 1.3052921295166016, -2.1622800827026367, -5.517268180847168, 0.31563109159469604, 3.351637363433838, -11.663288116455078, 5.037986755371094, 3.8053619861602783, 2.633249521255493, 1.8499141931533813, 1.801332950592041, -6.663560390472412, -4.878918170928955, -0.9002267718315125, -0.5165153741836548, -0.8396102786064148, 0.15053369104862213, -4.106219291687012, 4.862271785736084, 5.728737831115723, -2.0970847606658936, 1.2773703336715698, -6.61621618270874, 4.967612266540527, 7.6906819343566895, -2.5596132278442383, -4.091225624084473, -9.169975280761719, -3.457338333129883, 5.580519676208496, -7.1257195472717285, 1.54806387424469, -4.066807746887207, 9.47696590423584, 5.822066783905029, -4.944084167480469, -8.829033851623535, 1.0692752599716187, -2.2970669269561768, -7.752946376800537, 5.458552837371826, -3.3300068378448486, -0.20951414108276367, 0.039876557886600494, -5.7776312828063965, 5.060629367828369, 4.240900039672852, -0.8006188273429871, 2.432821750640869, -3.595802068710327, -4.521613597869873, 4.748269081115723, 4.657130718231201, -1.729896903038025, -5.179773330688477, 2.189918041229248, 5.440098285675049, -1.5892771482467651, 4.774587154388428, 0.9463503360748291, -7.434395790100098, 5.171181678771973, -3.82293438911438, 7.431262493133545, 7.324374198913574, 1.564448595046997, 7.314681529998779, 4.69428825378418, 4.689014911651611, 5.7437286376953125, -2.5591936111450195, 3.430588960647583, 1.3736680746078491, 6.879188537597656, -1.495553970336914, -2.6670587062835693, -6.99458646774292, 7.147083282470703, -7.9923787117004395, -4.275679111480713, 0.7055129408836365, 5.552262306213379, -2.963887929916382, 6.50332498550415, -1.8135089874267578, -3.115518569946289, -8.559894561767578, -2.770958423614502, -1.858426570892334, -5.221245288848877, -2.083575963973999, 4.944184303283691, 1.3194379806518555, -0.24421672523021698, -0.34553560614585876, 3.023386240005493, -0.10015305131673813, 1.5752482414245605, -2.933568239212036, 3.5467677116394043, 8.039999008178711, -0.15785720944404602, -0.3811650574207306, -8.205398559570312, 6.3793253898620605, -2.7213122844696045, -6.811122894287109, 6.1955156326293945, 5.858890056610107, 6.068912506103516, 3.9979283809661865, -2.503957509994507, -3.141411542892456, -1.4836961030960083, -6.167235851287842, -4.395358562469482, -3.2809622287750244, -10.619016647338867, 5.941591739654541, 4.289918899536133, 6.011638164520264, -3.9468624591827393, 5.186634063720703, -2.3472416400909424, -8.989038467407227, -3.589357376098633, 2.3286986351013184, -1.129804015159607, -4.813811302185059, 2.1102230548858643, -7.678038120269775, 1.8108618259429932, -5.414884567260742, -1.2969210147857666, -1.5463526248931885, 0.04824905842542648, 0.25175270438194275, 7.50198221206665, -4.895418167114258, 9.318821907043457, -3.4234893321990967, -2.2147860527038574, 8.228063583374023, 7.0650153160095215, 5.178652763366699, -6.502830505371094, 3.5033459663391113, 4.33838415145874, -0.4090919494628906, -2.8544771671295166, 1.7600177526474, -7.711427211761475, -1.894148349761963, -9.16874885559082, -10.740767478942871, 4.325333118438721, -0.5585269331932068, 4.196377754211426, 7.900927543640137, 4.176360130310059, -0.3126496970653534, -1.2156916856765747, 0.001240396173670888, 2.475950002670288, -0.7837516069412231, -4.542616844177246, -9.420312881469727, -0.026991531252861023, -6.669711112976074, 2.1106841564178467, 3.30665922164917, 4.119141578674316, 7.52093505859375, -0.5711677074432373, 6.644840240478516, -2.6582348346710205, 2.8281443119049072, 7.82392692565918, 9.318628311157227, 4.556410312652588, 2.7847535610198975, 5.535060405731201, -9.842174530029297, -0.06459608674049377, 7.449934482574463, -0.7045657634735107, -5.301806926727295, 0.5525354743003845, 5.860932350158691, -5.017704010009766, -9.459930419921875, -1.643739938735962, -8.165119171142578, -5.706769943237305, -0.3970305919647217, -0.7253626585006714, 7.021800994873047, -0.5399426817893982, -0.280999094247818, -6.338933944702148, -9.83690357208252, 3.868093252182007, -2.2252209186553955, -3.9070820808410645, 1.7023987770080566, -1.1153303384780884, 6.101673603057861, 5.264793395996094, 4.829301834106445, -1.8827627897262573, -0.29459959268569946, -5.299046516418457, 5.273530960083008, 0.9795162081718445, 4.9012532234191895, 5.7612996101379395, -1.9627915620803833, -3.2818658351898193, -6.755521774291992, 7.07438850402832, -7.223225116729736, 1.6985445022583008, 5.334585666656494, 1.628646731376648, -4.089727878570557, 3.322526216506958, -6.1342291831970215, 1.103933334350586, 1.852174162864685, 1.6551644802093506, 1.0754624605178833, -0.5333542227745056, 1.7352091073989868, -3.368356943130493, 1.2433149814605713, 6.21943473815918, 2.338444471359253, -8.736349105834961, 5.851171493530273, -3.1672892570495605, 6.299657821655273, -1.290055513381958, 7.061917304992676, 4.826435565948486, 4.070563793182373, 0.6001395583152771, -5.749400615692139, 3.374669313430786, -0.5591096878051758, -6.609084129333496, 4.642332553863525, 3.337768793106079, -7.823461055755615, -7.434799671173096, 4.07219934463501, -1.3488103151321411, 3.4336838722229004, -2.347217321395874, 1.442703127861023, -7.091507434844971, 4.878684997558594, -4.874613285064697, 3.7909302711486816, -0.37505948543548584, 6.931338787078857, 6.088006496429443, 2.2971911430358887, -2.3218190670013428, 7.03568696975708, 0.7797757983207703, -0.7321341633796692, -3.469454288482666, 4.778212547302246, -2.925042152404785, 3.6155507564544678, 7.338560581207275, -1.2046464681625366, 5.628376483917236, 4.15141487121582, 9.474510192871094, 8.18757152557373, -1.675781011581421, -5.947620391845703, -8.566370964050293, -4.578098773956299, -11.041041374206543, -4.517149925231934, -1.8135879039764404, -3.461300849914551, 2.455146312713623, 9.569766998291016, 4.0964765548706055, -3.1963987350463867, -1.6707018613815308, 10.43344497680664, -2.747523784637451, -8.61667537689209, 9.169992446899414, 2.935460329055786, -3.2758898735046387, -5.028592586517334, 1.3449660539627075, -1.2812035083770752, -2.999907970428467, 5.56787109375, -5.777075290679932, 0.11760000139474869, 5.640209674835205, -0.47122302651405334, -0.23534569144248962, -9.956066131591797, 5.625525951385498, 0.8345732688903809, -0.8626793622970581, 5.318103790283203, -5.23284387588501, 1.0925250053405762, -4.954967975616455, -1.1987818479537964, -0.01398598961532116, -3.626278877258301, -7.091847896575928, 0.03474964573979378, -3.6490578651428223, -7.705521583557129, 2.1089606285095215, 3.8106250762939453, -2.681905508041382, -0.6863826513290405, 4.484170913696289, 7.136951446533203, 6.506141185760498, -3.4521234035491943, 1.9035879373550415, 4.16200065612793, 4.685210704803467, -4.359280109405518, 2.442046642303467, 7.3224663734436035, 8.48624038696289, -1.004305362701416, -4.233846664428711, -8.019731521606445, -1.5570310354232788, -7.000327110290527, 2.958064317703247, 4.367045879364014, 6.191460609436035, -3.8435754776000977, 7.789363861083984, 2.362471103668213, -7.345613956451416, 7.991787910461426, -7.094818592071533, 6.136330604553223, 4.22760009765625, 3.220489263534546, 3.3396408557891846, 6.806941986083984, 5.153908729553223, -7.7747955322265625, 4.189462184906006, -7.934682846069336, 7.671012878417969, 3.453260660171509, -0.6011311411857605, 5.406008243560791, 3.7178738117218018, 7.964521884918213, 1.6542108058929443, -1.7808607816696167, 3.2468223571777344, 4.526228904724121, 5.8719282150268555, 6.17208194732666, -3.440941333770752, 2.3628077507019043, 6.449021339416504, -7.4230217933654785, 1.4192044734954834, -2.149275779724121, 7.4446187019348145, 10.461853981018066, -6.409306526184082, 6.983755111694336, -4.183080196380615, 3.258558511734009, 5.165249824523926, 0.8375205993652344, 6.609560489654541, -3.623450517654419, 5.801735877990723, 6.6993608474731445, 1.3790899515151978, 1.599588394165039, -3.307063579559326, -1.3815799951553345, -2.9873411655426025, 4.728060722351074, 5.539674758911133, -1.259527325630188, -4.084790229797363, 2.1153180599212646, -6.384981632232666, -3.9304473400115967, 3.1499550342559814, -1.2008851766586304, -3.6804027557373047, -3.2381114959716797, -1.7012284994125366, -6.251122951507568, -1.5182130336761475, -4.288092613220215, -0.5055201649665833, -1.9617575407028198, 7.128811359405518, -1.9583743810653687, -1.9443256855010986, 7.132275104522705, -3.8820080757141113, 7.429086208343506, 5.607142925262451, -8.86771297454834, -0.14282917976379395, 2.6064159870147705, -10.246648788452148, -3.21293044090271, -4.5252814292907715, -0.7072586417198181, -8.635467529296875, -7.169666767120361, 0.29915866255760193, 5.863577365875244, 5.891653537750244, 5.880323886871338, -4.878270626068115, -1.8357172012329102, 4.4955220222473145, -1.773198127746582, -5.0574493408203125, 6.097925662994385, 2.9076414108276367, -5.63953161239624, -2.9534292221069336, -1.1979416608810425, 5.855932235717773, 6.168270587921143, -4.459234714508057, -4.0752129554748535, -1.597286581993103, -3.669304370880127, 8.478612899780273, -4.39754056930542, 0.787665843963623, 8.456819534301758, -2.5510520935058594, 8.948617935180664, -2.5490167140960693, -6.973268508911133, 7.824883937835693, 10.006300926208496, -0.8608003258705139, 1.6875120401382446, -0.46084633469581604, 7.1518025398254395, 1.2977927923202515, 3.1609795093536377, 4.391053199768066, 3.1447811126708984, 5.194149017333984, -0.04027096927165985, 2.9658303260803223, -3.1092891693115234, 1.721755027770996, 6.530083656311035, 6.874244213104248, -7.036379337310791, -4.217843532562256, -0.7857383489608765, 4.434677600860596, 4.790107250213623, 4.072464466094971, -1.92027747631073, -6.779339790344238, -5.863739967346191, -3.5304362773895264, 6.727130889892578, -6.3235554695129395, 4.661757946014404, 6.132485866546631, 4.1495747566223145, -4.048488140106201, 1.9092611074447632, -0.639255940914154, 2.777459144592285, 7.314640522003174, -6.886804103851318, 8.72033405303955, -6.904217720031738, -2.411386251449585, 0.4613893926143646, -3.215566635131836, 2.0544071197509766, -0.13345839083194733, 2.444284439086914, 1.9686733484268188, 1.8034597635269165, -3.0785388946533203, -7.5229811668396, 2.2447714805603027, -2.897141456604004, -3.0110766887664795, -0.9215906262397766, -0.5920829772949219, -5.810340881347656, 3.27018141746521, 7.776290416717529, -4.989056587219238, 1.4776313304901123, 3.17822265625, 2.929068088531494, -3.731072187423706, -4.2913737297058105, -7.86789608001709, 7.078210830688477, 0.8530325889587402, -7.041857719421387, -4.418222427368164, -5.892615795135498, 7.8213419914245605, -3.220327615737915, -0.5130990147590637, -0.6003890633583069, -3.8972301483154297, 0.7198734283447266, 5.930699348449707, -2.3472726345062256, 4.916798114776611, -4.75725793838501, 6.615799427032471, 7.37314510345459, -1.8898930549621582, 3.7669081687927246, 3.6741085052490234, 1.3745273351669312, -5.888784885406494, -6.481579303741455, 3.5671660900115967, 1.7879503965377808, -1.595057487487793, -3.9187915325164795, -3.2714953422546387, -0.30980247259140015, 5.830784797668457, -0.14031152427196503, -2.814600944519043, 4.609374523162842, 4.403464317321777, 6.474247932434082, -0.6050031781196594, 2.954320192337036, -3.2742209434509277, 3.484553337097168, -9.593934059143066, 7.354062557220459, 7.125782012939453, -7.508208751678467, 7.928003311157227, 3.6047656536102295, 1.804282546043396, -9.050326347351074, 1.927487850189209, -1.6275602579116821, -3.8302507400512695, 0.2261318862438202, 8.313950538635254, 7.62678337097168, -9.027037620544434, 0.5264432430267334, 0.20637977123260498, -1.06360924243927, -0.5873034000396729, -8.477631568908691, -3.4159317016601562, 3.0260353088378906, 6.25715446472168, -3.3428030014038086, -5.324244499206543, 4.047244071960449, 4.228832244873047, 7.713280200958252, -3.2799723148345947, -8.20116901397705]}],\n",
              "                        {\"coloraxis\": {\"colorbar\": {\"title\": {\"text\": \"Anomaly\"}}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"height\": 800, \"legend\": {\"tracegroupgap\": 0}, \"scene\": {\"domain\": {\"x\": [0.0, 1.0], \"y\": [0.0, 1.0]}, \"xaxis\": {\"title\": {\"text\": \"0\"}}, \"yaxis\": {\"title\": {\"text\": \"1\"}}, \"zaxis\": {\"title\": {\"text\": \"2\"}}}, \"template\": {\"data\": {\"bar\": [{\"error_x\": {\"color\": \"#2a3f5f\"}, \"error_y\": {\"color\": \"#2a3f5f\"}, \"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"bar\"}], \"barpolar\": [{\"marker\": {\"line\": {\"color\": \"#E5ECF6\", \"width\": 0.5}}, \"type\": \"barpolar\"}], \"carpet\": [{\"aaxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"baxis\": {\"endlinecolor\": \"#2a3f5f\", \"gridcolor\": \"white\", \"linecolor\": \"white\", \"minorgridcolor\": \"white\", \"startlinecolor\": \"#2a3f5f\"}, \"type\": \"carpet\"}], \"choropleth\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"choropleth\"}], \"contour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"contour\"}], \"contourcarpet\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"contourcarpet\"}], \"heatmap\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmap\"}], \"heatmapgl\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"heatmapgl\"}], \"histogram\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"histogram\"}], \"histogram2d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2d\"}], \"histogram2dcontour\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"histogram2dcontour\"}], \"mesh3d\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"type\": \"mesh3d\"}], \"parcoords\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"parcoords\"}], \"pie\": [{\"automargin\": true, \"type\": \"pie\"}], \"scatter\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter\"}], \"scatter3d\": [{\"line\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatter3d\"}], \"scattercarpet\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattercarpet\"}], \"scattergeo\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergeo\"}], \"scattergl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattergl\"}], \"scattermapbox\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scattermapbox\"}], \"scatterpolar\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolar\"}], \"scatterpolargl\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterpolargl\"}], \"scatterternary\": [{\"marker\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"type\": \"scatterternary\"}], \"surface\": [{\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}, \"colorscale\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"type\": \"surface\"}], \"table\": [{\"cells\": {\"fill\": {\"color\": \"#EBF0F8\"}, \"line\": {\"color\": \"white\"}}, \"header\": {\"fill\": {\"color\": \"#C8D4E3\"}, \"line\": {\"color\": \"white\"}}, \"type\": \"table\"}]}, \"layout\": {\"annotationdefaults\": {\"arrowcolor\": \"#2a3f5f\", \"arrowhead\": 0, \"arrowwidth\": 1}, \"coloraxis\": {\"colorbar\": {\"outlinewidth\": 0, \"ticks\": \"\"}}, \"colorscale\": {\"diverging\": [[0, \"#8e0152\"], [0.1, \"#c51b7d\"], [0.2, \"#de77ae\"], [0.3, \"#f1b6da\"], [0.4, \"#fde0ef\"], [0.5, \"#f7f7f7\"], [0.6, \"#e6f5d0\"], [0.7, \"#b8e186\"], [0.8, \"#7fbc41\"], [0.9, \"#4d9221\"], [1, \"#276419\"]], \"sequential\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]], \"sequentialminus\": [[0.0, \"#0d0887\"], [0.1111111111111111, \"#46039f\"], [0.2222222222222222, \"#7201a8\"], [0.3333333333333333, \"#9c179e\"], [0.4444444444444444, \"#bd3786\"], [0.5555555555555556, \"#d8576b\"], [0.6666666666666666, \"#ed7953\"], [0.7777777777777778, \"#fb9f3a\"], [0.8888888888888888, \"#fdca26\"], [1.0, \"#f0f921\"]]}, \"colorway\": [\"#636efa\", \"#EF553B\", \"#00cc96\", \"#ab63fa\", \"#FFA15A\", \"#19d3f3\", \"#FF6692\", \"#B6E880\", \"#FF97FF\", \"#FECB52\"], \"font\": {\"color\": \"#2a3f5f\"}, \"geo\": {\"bgcolor\": \"white\", \"lakecolor\": \"white\", \"landcolor\": \"#E5ECF6\", \"showlakes\": true, \"showland\": true, \"subunitcolor\": \"white\"}, \"hoverlabel\": {\"align\": \"left\"}, \"hovermode\": \"closest\", \"mapbox\": {\"style\": \"light\"}, \"paper_bgcolor\": \"white\", \"plot_bgcolor\": \"#E5ECF6\", \"polar\": {\"angularaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"radialaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"scene\": {\"xaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"yaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}, \"zaxis\": {\"backgroundcolor\": \"#E5ECF6\", \"gridcolor\": \"white\", \"gridwidth\": 2, \"linecolor\": \"white\", \"showbackground\": true, \"ticks\": \"\", \"zerolinecolor\": \"white\"}}, \"shapedefaults\": {\"line\": {\"color\": \"#2a3f5f\"}}, \"ternary\": {\"aaxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"baxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}, \"bgcolor\": \"#E5ECF6\", \"caxis\": {\"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\"}}, \"title\": {\"x\": 0.05}, \"xaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}, \"yaxis\": {\"automargin\": true, \"gridcolor\": \"white\", \"linecolor\": \"white\", \"ticks\": \"\", \"title\": {\"standoff\": 15}, \"zerolinecolor\": \"white\", \"zerolinewidth\": 2}}}, \"title\": {\"text\": \"3d TSNE Plot for Outliers\"}, \"width\": 900},\n",
              "                        {\"responsive\": true}\n",
              "                    ).then(function(){\n",
              "                            \n",
              "var gd = document.getElementById('60404b28-5c7a-4fc6-93c4-d2e4e717a844');\n",
              "var x = new MutationObserver(function (mutations, observer) {{\n",
              "        var display = window.getComputedStyle(gd).display;\n",
              "        if (!display || display === 'none') {{\n",
              "            console.log([gd, 'removed!']);\n",
              "            Plotly.purge(gd);\n",
              "            observer.disconnect();\n",
              "        }}\n",
              "}});\n",
              "\n",
              "// Listen for the removal of the full notebook cells\n",
              "var notebookContainer = gd.closest('#notebook-container');\n",
              "if (notebookContainer) {{\n",
              "    x.observe(notebookContainer, {childList: true});\n",
              "}}\n",
              "\n",
              "// Listen for the clearing of the current output cell\n",
              "var outputEl = gd.closest('.output');\n",
              "if (outputEl) {{\n",
              "    x.observe(outputEl, {childList: true});\n",
              "}}\n",
              "\n",
              "                        })\n",
              "                };\n",
              "                \n",
              "            </script>\n",
              "        </div>\n",
              "</body>\n",
              "</html>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2AAika0BV28b"
      },
      "source": [
        "# generate predictions using trained model\n",
        "knn_predictions = predict_model(knn, data = anomaly)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1teVqWbFV28b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "67d017c4-2d76-4312-807b-7e929e11dc52"
      },
      "source": [
        "knn_predictions"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Col1</th>\n",
              "      <th>Col2</th>\n",
              "      <th>Col3</th>\n",
              "      <th>Col4</th>\n",
              "      <th>Col5</th>\n",
              "      <th>Col6</th>\n",
              "      <th>Col7</th>\n",
              "      <th>Col8</th>\n",
              "      <th>Col9</th>\n",
              "      <th>Col10</th>\n",
              "      <th>Anomaly</th>\n",
              "      <th>Anomaly_Score</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.263995</td>\n",
              "      <td>0.764929</td>\n",
              "      <td>0.138424</td>\n",
              "      <td>0.935242</td>\n",
              "      <td>0.605867</td>\n",
              "      <td>0.518790</td>\n",
              "      <td>0.912225</td>\n",
              "      <td>0.608234</td>\n",
              "      <td>0.723782</td>\n",
              "      <td>0.733591</td>\n",
              "      <td>0</td>\n",
              "      <td>0.558927</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.546092</td>\n",
              "      <td>0.653975</td>\n",
              "      <td>0.065575</td>\n",
              "      <td>0.227772</td>\n",
              "      <td>0.845269</td>\n",
              "      <td>0.837066</td>\n",
              "      <td>0.272379</td>\n",
              "      <td>0.331679</td>\n",
              "      <td>0.429297</td>\n",
              "      <td>0.367422</td>\n",
              "      <td>0</td>\n",
              "      <td>0.477482</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.336714</td>\n",
              "      <td>0.538842</td>\n",
              "      <td>0.192801</td>\n",
              "      <td>0.553563</td>\n",
              "      <td>0.074515</td>\n",
              "      <td>0.332993</td>\n",
              "      <td>0.365792</td>\n",
              "      <td>0.861309</td>\n",
              "      <td>0.899017</td>\n",
              "      <td>0.088600</td>\n",
              "      <td>0</td>\n",
              "      <td>0.676207</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.092108</td>\n",
              "      <td>0.995017</td>\n",
              "      <td>0.014465</td>\n",
              "      <td>0.176371</td>\n",
              "      <td>0.241530</td>\n",
              "      <td>0.514724</td>\n",
              "      <td>0.562208</td>\n",
              "      <td>0.158963</td>\n",
              "      <td>0.073715</td>\n",
              "      <td>0.208463</td>\n",
              "      <td>1</td>\n",
              "      <td>0.804769</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.325261</td>\n",
              "      <td>0.805968</td>\n",
              "      <td>0.957033</td>\n",
              "      <td>0.331665</td>\n",
              "      <td>0.307923</td>\n",
              "      <td>0.355315</td>\n",
              "      <td>0.501899</td>\n",
              "      <td>0.558449</td>\n",
              "      <td>0.885169</td>\n",
              "      <td>0.182754</td>\n",
              "      <td>0</td>\n",
              "      <td>0.630836</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>995</th>\n",
              "      <td>0.305055</td>\n",
              "      <td>0.656837</td>\n",
              "      <td>0.331665</td>\n",
              "      <td>0.822525</td>\n",
              "      <td>0.907127</td>\n",
              "      <td>0.882276</td>\n",
              "      <td>0.855732</td>\n",
              "      <td>0.584786</td>\n",
              "      <td>0.808640</td>\n",
              "      <td>0.242762</td>\n",
              "      <td>0</td>\n",
              "      <td>0.266822</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>996</th>\n",
              "      <td>0.812627</td>\n",
              "      <td>0.864258</td>\n",
              "      <td>0.616604</td>\n",
              "      <td>0.167966</td>\n",
              "      <td>0.811223</td>\n",
              "      <td>0.938071</td>\n",
              "      <td>0.418462</td>\n",
              "      <td>0.472306</td>\n",
              "      <td>0.348347</td>\n",
              "      <td>0.671129</td>\n",
              "      <td>0</td>\n",
              "      <td>0.403480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>997</th>\n",
              "      <td>0.250967</td>\n",
              "      <td>0.138627</td>\n",
              "      <td>0.919703</td>\n",
              "      <td>0.461234</td>\n",
              "      <td>0.886555</td>\n",
              "      <td>0.869888</td>\n",
              "      <td>0.800908</td>\n",
              "      <td>0.530324</td>\n",
              "      <td>0.779433</td>\n",
              "      <td>0.234952</td>\n",
              "      <td>0</td>\n",
              "      <td>0.337727</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>998</th>\n",
              "      <td>0.502436</td>\n",
              "      <td>0.936820</td>\n",
              "      <td>0.580062</td>\n",
              "      <td>0.540773</td>\n",
              "      <td>0.151995</td>\n",
              "      <td>0.059452</td>\n",
              "      <td>0.225220</td>\n",
              "      <td>0.242755</td>\n",
              "      <td>0.279385</td>\n",
              "      <td>0.538755</td>\n",
              "      <td>0</td>\n",
              "      <td>0.300265</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>999</th>\n",
              "      <td>0.457991</td>\n",
              "      <td>0.017755</td>\n",
              "      <td>0.714113</td>\n",
              "      <td>0.125992</td>\n",
              "      <td>0.063316</td>\n",
              "      <td>0.154739</td>\n",
              "      <td>0.922974</td>\n",
              "      <td>0.692299</td>\n",
              "      <td>0.816777</td>\n",
              "      <td>0.307592</td>\n",
              "      <td>0</td>\n",
              "      <td>0.367867</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1000 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         Col1      Col2      Col3  ...     Col10  Anomaly  Anomaly_Score\n",
              "0    0.263995  0.764929  0.138424  ...  0.733591        0       0.558927\n",
              "1    0.546092  0.653975  0.065575  ...  0.367422        0       0.477482\n",
              "2    0.336714  0.538842  0.192801  ...  0.088600        0       0.676207\n",
              "3    0.092108  0.995017  0.014465  ...  0.208463        1       0.804769\n",
              "4    0.325261  0.805968  0.957033  ...  0.182754        0       0.630836\n",
              "..        ...       ...       ...  ...       ...      ...            ...\n",
              "995  0.305055  0.656837  0.331665  ...  0.242762        0       0.266822\n",
              "996  0.812627  0.864258  0.616604  ...  0.671129        0       0.403480\n",
              "997  0.250967  0.138627  0.919703  ...  0.234952        0       0.337727\n",
              "998  0.502436  0.936820  0.580062  ...  0.538755        0       0.300265\n",
              "999  0.457991  0.017755  0.714113  ...  0.307592        0       0.367867\n",
              "\n",
              "[1000 rows x 12 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JFgWN2eqeHDr"
      },
      "source": [
        "In the similar way, all the anomaly detection methods mentioned on pycaret site can used."
      ]
    }
  ]
}