model-by-feature.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:57.114812Z",
     "start_time": "2020-07-24T06:32:57.033855Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 1;\n",
       "                var nbb_unformatted_code = \"%load_ext nb_black\\n%load_ext autoreload\\n\\n%autoreload 2\";\n",
       "                var nbb_formatted_code = \"%load_ext nb_black\\n%load_ext autoreload\\n\\n%autoreload 2\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%load_ext nb_black\n",
    "%load_ext autoreload\n",
    "\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.331026Z",
     "start_time": "2020-07-24T06:32:57.115829Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 2;\n",
       "                var nbb_unformatted_code = \"import os\\nfrom pathlib import Path\\n\\nfrom requests import get\\nimport pandas as pd\\nimport numpy as np\\n\\nfrom sklearn.metrics import roc_auc_score, log_loss\\nfrom sklearn.preprocessing import LabelEncoder\\nfrom tensorflow.keras.utils import plot_model\\nfrom tensorflow.keras.callbacks import EarlyStopping\\n\\nimport logging\\n\\nlogging.basicConfig(level=logging.WARN)\";\n",
       "                var nbb_formatted_code = \"import os\\nfrom pathlib import Path\\n\\nfrom requests import get\\nimport pandas as pd\\nimport numpy as np\\n\\nfrom sklearn.metrics import roc_auc_score, log_loss\\nfrom sklearn.preprocessing import LabelEncoder\\nfrom tensorflow.keras.utils import plot_model\\nfrom tensorflow.keras.callbacks import EarlyStopping\\n\\nimport logging\\n\\nlogging.basicConfig(level=logging.WARN)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "from requests import get\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.metrics import roc_auc_score, log_loss\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from tensorflow.keras.utils import plot_model\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "\n",
    "import logging\n",
    "\n",
    "logging.basicConfig(level=logging.WARN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.505440Z",
     "start_time": "2020-07-24T06:32:58.332359Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 3;\n",
       "                var nbb_unformatted_code = \"from thc_net.explainable_model.input_utils import preproc_dataset\\nfrom thc_net.explainable_model.model import build_model\\nfrom thc_net.explainable_model.random_utils import setup_seed, SEED\\nfrom sklearn.model_selection import StratifiedShuffleSplit\\n\\nimport matplotlib.pyplot as plt\\nfrom matplotlib.pyplot import imshow\\n\\n%matplotlib inline\";\n",
       "                var nbb_formatted_code = \"from thc_net.explainable_model.input_utils import preproc_dataset\\nfrom thc_net.explainable_model.model import build_model\\nfrom thc_net.explainable_model.random_utils import setup_seed, SEED\\nfrom sklearn.model_selection import StratifiedShuffleSplit\\n\\nimport matplotlib.pyplot as plt\\nfrom matplotlib.pyplot import imshow\\n\\n%matplotlib inline\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from thc_net.explainable_model.input_utils import preproc_dataset\n",
    "from thc_net.explainable_model.model import build_model\n",
    "from thc_net.explainable_model.random_utils import setup_seed, SEED\n",
    "from sklearn.model_selection import StratifiedShuffleSplit\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import imshow\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.547688Z",
     "start_time": "2020-07-24T06:32:58.506535Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 4;\n",
       "                var nbb_unformatted_code = \"from tqdm.auto import tqdm\";\n",
       "                var nbb_formatted_code = \"from tqdm.auto import tqdm\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from tqdm.auto import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.570916Z",
     "start_time": "2020-07-24T06:32:58.548629Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 5;\n",
       "                var nbb_unformatted_code = \"setup_seed()\";\n",
       "                var nbb_formatted_code = \"setup_seed()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "setup_seed()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.603015Z",
     "start_time": "2020-07-24T06:32:58.571934Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 6;\n",
       "                var nbb_unformatted_code = \"def download(url, out, force=False, verify=True):\\n    out.parent.mkdir(parents=True, exist_ok=True)\\n    if force and out.exists():\\n        print(f\\\"Removing file at {str(out)}\\\")\\n        out.unlink()\\n\\n    if out.exists():\\n        print(\\\"File already exists.\\\")\\n        return\\n    print(f\\\"Downloading {url} at {str(out)} ...\\\")\\n    # open in binary mode\\n    with out.open(mode=\\\"wb\\\") as file:\\n        # get request\\n        response = get(url, verify=verify)\\n        for chunk in response.iter_content(100000):\\n            # write to file\\n            file.write(chunk)\";\n",
       "                var nbb_formatted_code = \"def download(url, out, force=False, verify=True):\\n    out.parent.mkdir(parents=True, exist_ok=True)\\n    if force and out.exists():\\n        print(f\\\"Removing file at {str(out)}\\\")\\n        out.unlink()\\n\\n    if out.exists():\\n        print(\\\"File already exists.\\\")\\n        return\\n    print(f\\\"Downloading {url} at {str(out)} ...\\\")\\n    # open in binary mode\\n    with out.open(mode=\\\"wb\\\") as file:\\n        # get request\\n        response = get(url, verify=verify)\\n        for chunk in response.iter_content(100000):\\n            # write to file\\n            file.write(chunk)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def download(url, out, force=False, verify=True):\n",
    "    out.parent.mkdir(parents=True, exist_ok=True)\n",
    "    if force and out.exists():\n",
    "        print(f\"Removing file at {str(out)}\")\n",
    "        out.unlink()\n",
    "\n",
    "    if out.exists():\n",
    "        print(\"File already exists.\")\n",
    "        return\n",
    "    print(f\"Downloading {url} at {str(out)} ...\")\n",
    "    # open in binary mode\n",
    "    with out.open(mode=\"wb\") as file:\n",
    "        # get request\n",
    "        response = get(url, verify=verify)\n",
    "        for chunk in response.iter_content(100000):\n",
    "            # write to file\n",
    "            file.write(chunk)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.647259Z",
     "start_time": "2020-07-24T06:32:58.603975Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 7;\n",
       "                var nbb_unformatted_code = \"def plot_history(history):\\n    loss_list = [s for s in history.history.keys() if \\\"loss\\\" in s and \\\"val\\\" not in s]\\n    val_loss_list = [s for s in history.history.keys() if \\\"loss\\\" in s and \\\"val\\\" in s]\\n    acc_list = [s for s in history.history.keys() if \\\"AUC\\\" in s and \\\"val\\\" not in s]\\n    val_acc_list = [s for s in history.history.keys() if \\\"AUC\\\" in s and \\\"val\\\" in s]\\n\\n    if len(loss_list) == 0:\\n        print(\\\"Loss is missing in history\\\")\\n        return\\n\\n    ## As loss always exists\\n    epochs = range(1, len(history.history[loss_list[0]]) + 1)\\n\\n    ## Loss\\n    plt.figure(1)\\n    for l in loss_list:\\n        plt.plot(\\n            epochs,\\n            history.history[l],\\n            \\\"b\\\",\\n            label=\\\"Training loss (\\\"\\n            + str(str(format(history.history[l][-1], \\\".5f\\\")) + \\\")\\\"),\\n        )\\n    for l in val_loss_list:\\n        plt.plot(\\n            epochs,\\n            history.history[l],\\n            \\\"g\\\",\\n            label=\\\"Validation loss (\\\"\\n            + str(str(format(history.history[l][-1], \\\".5f\\\")) + \\\")\\\"),\\n        )\\n\\n    plt.title(\\\"Loss\\\")\\n    plt.xlabel(\\\"Epochs\\\")\\n    plt.ylabel(\\\"Loss\\\")\\n    plt.legend()\\n\\n    plt.show()\";\n",
       "                var nbb_formatted_code = \"def plot_history(history):\\n    loss_list = [s for s in history.history.keys() if \\\"loss\\\" in s and \\\"val\\\" not in s]\\n    val_loss_list = [s for s in history.history.keys() if \\\"loss\\\" in s and \\\"val\\\" in s]\\n    acc_list = [s for s in history.history.keys() if \\\"AUC\\\" in s and \\\"val\\\" not in s]\\n    val_acc_list = [s for s in history.history.keys() if \\\"AUC\\\" in s and \\\"val\\\" in s]\\n\\n    if len(loss_list) == 0:\\n        print(\\\"Loss is missing in history\\\")\\n        return\\n\\n    ## As loss always exists\\n    epochs = range(1, len(history.history[loss_list[0]]) + 1)\\n\\n    ## Loss\\n    plt.figure(1)\\n    for l in loss_list:\\n        plt.plot(\\n            epochs,\\n            history.history[l],\\n            \\\"b\\\",\\n            label=\\\"Training loss (\\\"\\n            + str(str(format(history.history[l][-1], \\\".5f\\\")) + \\\")\\\"),\\n        )\\n    for l in val_loss_list:\\n        plt.plot(\\n            epochs,\\n            history.history[l],\\n            \\\"g\\\",\\n            label=\\\"Validation loss (\\\"\\n            + str(str(format(history.history[l][-1], \\\".5f\\\")) + \\\")\\\"),\\n        )\\n\\n    plt.title(\\\"Loss\\\")\\n    plt.xlabel(\\\"Epochs\\\")\\n    plt.ylabel(\\\"Loss\\\")\\n    plt.legend()\\n\\n    plt.show()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_history(history):\n",
    "    loss_list = [s for s in history.history.keys() if \"loss\" in s and \"val\" not in s]\n",
    "    val_loss_list = [s for s in history.history.keys() if \"loss\" in s and \"val\" in s]\n",
    "    acc_list = [s for s in history.history.keys() if \"AUC\" in s and \"val\" not in s]\n",
    "    val_acc_list = [s for s in history.history.keys() if \"AUC\" in s and \"val\" in s]\n",
    "\n",
    "    if len(loss_list) == 0:\n",
    "        print(\"Loss is missing in history\")\n",
    "        return\n",
    "\n",
    "    ## As loss always exists\n",
    "    epochs = range(1, len(history.history[loss_list[0]]) + 1)\n",
    "\n",
    "    ## Loss\n",
    "    plt.figure(1)\n",
    "    for l in loss_list:\n",
    "        plt.plot(\n",
    "            epochs,\n",
    "            history.history[l],\n",
    "            \"b\",\n",
    "            label=\"Training loss (\"\n",
    "            + str(str(format(history.history[l][-1], \".5f\")) + \")\"),\n",
    "        )\n",
    "    for l in val_loss_list:\n",
    "        plt.plot(\n",
    "            epochs,\n",
    "            history.history[l],\n",
    "            \"g\",\n",
    "            label=\"Validation loss (\"\n",
    "            + str(str(format(history.history[l][-1], \".5f\")) + \")\"),\n",
    "        )\n",
    "\n",
    "    plt.title(\"Loss\")\n",
    "    plt.xlabel(\"Epochs\")\n",
    "    plt.ylabel(\"Loss\")\n",
    "    plt.legend()\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.672132Z",
     "start_time": "2020-07-24T06:32:58.649096Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 8;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"portoseguro\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"portoseguro\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"portoseguro\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"target\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "dataset_name = \"rl\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"target\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "dataset_name = \"amazon\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"ACTION\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "dataset_name = \"santander-customer-satisfaction\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"TARGET\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.696301Z",
     "start_time": "2020-07-24T06:32:58.673328Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 9;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"road-safety\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"Sex_of_Driver_df_res\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"road-safety\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"Sex_of_Driver_df_res\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"road-safety\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"Sex_of_Driver_df_res\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.720357Z",
     "start_time": "2020-07-24T06:32:58.697170Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 10;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"give-me-some-credit\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"SeriousDlqin2yrs\\\"\\nids = [\\\"Unamed\\\", \\\"age\\\"]\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"give-me-some-credit\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"SeriousDlqin2yrs\\\"\\nids = [\\\"Unamed\\\", \\\"age\\\"]\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"give-me-some-credit\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"SeriousDlqin2yrs\"\n",
    "ids = [\"Unamed\", \"age\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.744021Z",
     "start_time": "2020-07-24T06:32:58.721291Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 11;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"albert\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"albert\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"albert\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"target\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.768193Z",
     "start_time": "2020-07-24T06:32:58.745130Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 12;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"cat-in-the-dat-ii\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = [\\\"id\\\"]\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"cat-in-the-dat-ii\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = [\\\"id\\\"]\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"cat-in-the-dat-ii\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"target\"\n",
    "ids = [\"id\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.792548Z",
     "start_time": "2020-07-24T06:32:58.769374Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 13;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"bank-marketing\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"y\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"bank-marketing\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"y\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"bank-marketing\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"y\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.815713Z",
     "start_time": "2020-07-24T06:32:58.793602Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 14;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"open-payments\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"status\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"open-payments\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"status\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"open-payments\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"status\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.839080Z",
     "start_time": "2020-07-24T06:32:58.816590Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 15;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"census-income\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"taxable income amount\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"census-income\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"taxable income amount\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"census-income\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"taxable income amount\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.862272Z",
     "start_time": "2020-07-24T06:32:58.840018Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 16;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"homesite-quote-conversion\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"QuoteConversion_Flag\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"homesite-quote-conversion\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"QuoteConversion_Flag\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"homesite-quote-conversion\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"QuoteConversion_Flag\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.884840Z",
     "start_time": "2020-07-24T06:32:58.863183Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 17;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"bnp-cardif\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"bnp-cardif\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"bnp-cardif\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"target\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.907256Z",
     "start_time": "2020-07-24T06:32:58.885796Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 18;\n",
       "                var nbb_unformatted_code = \"dataset_name = \\\"springleaf-marketing-response\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_formatted_code = \"dataset_name = \\\"springleaf-marketing-response\\\"\\nfilename = \\\"train_bench.csv\\\"\\ntarget = \\\"target\\\"\\nids = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset_name = \"springleaf-marketing-response\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"target\"\n",
    "ids = []"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "dataset_name = \"sarcasm\"\n",
    "filename = \"train_bench.csv\"\n",
    "target = \"label\"\n",
    "ids = [\n",
    "    \"date\",\n",
    "    \"created_utc\",\n",
    "    \"author\",\n",
    "    \"subreddit\",\n",
    "    \"score\",\n",
    "    \"ups\",\n",
    "    \"downs\",\n",
    "    \"parent_comment\",\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:32:58.929784Z",
     "start_time": "2020-07-24T06:32:58.908179Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 19;\n",
       "                var nbb_unformatted_code = \"out = Path(os.getcwd()) / \\\"data\\\" / dataset_name / filename\";\n",
       "                var nbb_formatted_code = \"out = Path(os.getcwd()) / \\\"data\\\" / dataset_name / filename\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = Path(os.getcwd()) / \"data\" / dataset_name / filename"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:28.721831Z",
     "start_time": "2020-07-24T06:32:58.930722Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(145231, 1935)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 20;\n",
       "                var nbb_unformatted_code = \"train = pd.read_csv(out, low_memory=False)\\ntrain.shape\";\n",
       "                var nbb_formatted_code = \"train = pd.read_csv(out, low_memory=False)\\ntrain.shape\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train = pd.read_csv(out, low_memory=False)\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:28.748272Z",
     "start_time": "2020-07-24T06:33:28.722846Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ID', 'VAR_0001', 'VAR_0002', 'VAR_0003', 'VAR_0004', 'VAR_0005',\n",
       "       'VAR_0006', 'VAR_0007', 'VAR_0008', 'VAR_0009',\n",
       "       ...\n",
       "       'VAR_1927', 'VAR_1928', 'VAR_1929', 'VAR_1930', 'VAR_1931', 'VAR_1932',\n",
       "       'VAR_1933', 'VAR_1934', 'target', 'Set'],\n",
       "      dtype='object', length=1935)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 21;\n",
       "                var nbb_unformatted_code = \"train.columns\";\n",
       "                var nbb_formatted_code = \"train.columns\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:28.782472Z",
     "start_time": "2020-07-24T06:33:28.749399Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 22;\n",
       "                var nbb_unformatted_code = \"if \\\"Set\\\" not in train.columns:\\n    print(\\\"Building tailored column\\\")\\n    train_valid_index, test_index = next(\\n        StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=SEED).split(\\n            range(train[target].shape[0]), train[target].values\\n        )\\n    )\\n    train_index, valid_index = next(\\n        StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=SEED).split(\\n            train_valid_index, train[target].values[train_valid_index]\\n        )\\n    )\\n    train[\\\"Set\\\"] = \\\"train\\\"\\n    train[\\\"Set\\\"][valid_index] = \\\"valid\\\"\\n    train[\\\"Set\\\"][test_index] = \\\"test\\\"\\n    # train.to_csv((out.parent / \\\"train_bench.csv\\\").as_posix(), index=False)\";\n",
       "                var nbb_formatted_code = \"if \\\"Set\\\" not in train.columns:\\n    print(\\\"Building tailored column\\\")\\n    train_valid_index, test_index = next(\\n        StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=SEED).split(\\n            range(train[target].shape[0]), train[target].values\\n        )\\n    )\\n    train_index, valid_index = next(\\n        StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=SEED).split(\\n            train_valid_index, train[target].values[train_valid_index]\\n        )\\n    )\\n    train[\\\"Set\\\"] = \\\"train\\\"\\n    train[\\\"Set\\\"][valid_index] = \\\"valid\\\"\\n    train[\\\"Set\\\"][test_index] = \\\"test\\\"\\n    # train.to_csv((out.parent / \\\"train_bench.csv\\\").as_posix(), index=False)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "if \"Set\" not in train.columns:\n",
    "    print(\"Building tailored column\")\n",
    "    train_valid_index, test_index = next(\n",
    "        StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=SEED).split(\n",
    "            range(train[target].shape[0]), train[target].values\n",
    "        )\n",
    "    )\n",
    "    train_index, valid_index = next(\n",
    "        StratifiedShuffleSplit(n_splits=1, test_size=0.1, random_state=SEED).split(\n",
    "            train_valid_index, train[target].values[train_valid_index]\n",
    "        )\n",
    "    )\n",
    "    train[\"Set\"] = \"train\"\n",
    "    train[\"Set\"][valid_index] = \"valid\"\n",
    "    train[\"Set\"][test_index] = \"test\"\n",
    "    # train.to_csv((out.parent / \"train_bench.csv\").as_posix(), index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:29.236249Z",
     "start_time": "2020-07-24T06:33:28.785355Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 23;\n",
       "                var nbb_unformatted_code = \"train_indices = train[train.Set == \\\"train\\\"].index\\nvalid_indices = train[train.Set == \\\"valid\\\"].index\\ntest_indices = train[train.Set == \\\"test\\\"].index\";\n",
       "                var nbb_formatted_code = \"train_indices = train[train.Set == \\\"train\\\"].index\\nvalid_indices = train[train.Set == \\\"valid\\\"].index\\ntest_indices = train[train.Set == \\\"test\\\"].index\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_indices = train[train.Set == \"train\"].index\n",
    "valid_indices = train[train.Set == \"valid\"].index\n",
    "test_indices = train[train.Set == \"test\"].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:29.324502Z",
     "start_time": "2020-07-24T06:33:29.237656Z"
    }
   },
   "outputs": [
    {
     "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>ID</th>\n",
       "      <th>VAR_0001</th>\n",
       "      <th>VAR_0002</th>\n",
       "      <th>VAR_0003</th>\n",
       "      <th>VAR_0004</th>\n",
       "      <th>VAR_0005</th>\n",
       "      <th>VAR_0006</th>\n",
       "      <th>VAR_0007</th>\n",
       "      <th>VAR_0008</th>\n",
       "      <th>VAR_0009</th>\n",
       "      <th>...</th>\n",
       "      <th>VAR_1927</th>\n",
       "      <th>VAR_1928</th>\n",
       "      <th>VAR_1929</th>\n",
       "      <th>VAR_1930</th>\n",
       "      <th>VAR_1931</th>\n",
       "      <th>VAR_1932</th>\n",
       "      <th>VAR_1933</th>\n",
       "      <th>VAR_1934</th>\n",
       "      <th>target</th>\n",
       "      <th>Set</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>106581</td>\n",
       "      <td>H</td>\n",
       "      <td>108</td>\n",
       "      <td>19</td>\n",
       "      <td>3200</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>IAPS</td>\n",
       "      <td>0</td>\n",
       "      <td>train</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>97406</td>\n",
       "      <td>R</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>3406</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>999999996</td>\n",
       "      <td>400</td>\n",
       "      <td>400</td>\n",
       "      <td>9996</td>\n",
       "      <td>130</td>\n",
       "      <td>BRANCH</td>\n",
       "      <td>1</td>\n",
       "      <td>train</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>242499</td>\n",
       "      <td>R</td>\n",
       "      <td>52</td>\n",
       "      <td>90</td>\n",
       "      <td>1720</td>\n",
       "      <td>C</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>IAPS</td>\n",
       "      <td>0</td>\n",
       "      <td>train</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62287</td>\n",
       "      <td>H</td>\n",
       "      <td>221</td>\n",
       "      <td>65</td>\n",
       "      <td>3500</td>\n",
       "      <td>C</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>BRANCH</td>\n",
       "      <td>0</td>\n",
       "      <td>train</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17042</td>\n",
       "      <td>R</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>1410</td>\n",
       "      <td>B</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>BRANCH</td>\n",
       "      <td>1</td>\n",
       "      <td>train</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",
       "      <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>145226</th>\n",
       "      <td>193130</td>\n",
       "      <td>H</td>\n",
       "      <td>490</td>\n",
       "      <td>325</td>\n",
       "      <td>5600</td>\n",
       "      <td>N</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>IAPS</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145227</th>\n",
       "      <td>71632</td>\n",
       "      <td>R</td>\n",
       "      <td>225</td>\n",
       "      <td>249</td>\n",
       "      <td>2695</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>BRANCH</td>\n",
       "      <td>1</td>\n",
       "      <td>test</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145228</th>\n",
       "      <td>144695</td>\n",
       "      <td>R</td>\n",
       "      <td>5</td>\n",
       "      <td>67</td>\n",
       "      <td>1937</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>BRANCH</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145229</th>\n",
       "      <td>95760</td>\n",
       "      <td>H</td>\n",
       "      <td>27</td>\n",
       "      <td>46</td>\n",
       "      <td>38000</td>\n",
       "      <td>B</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>IAPS</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145230</th>\n",
       "      <td>186193</td>\n",
       "      <td>H</td>\n",
       "      <td>130</td>\n",
       "      <td>502</td>\n",
       "      <td>4051</td>\n",
       "      <td>C</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>998</td>\n",
       "      <td>999999998</td>\n",
       "      <td>998</td>\n",
       "      <td>998</td>\n",
       "      <td>9998</td>\n",
       "      <td>9998</td>\n",
       "      <td>BRANCH</td>\n",
       "      <td>0</td>\n",
       "      <td>test</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>145231 rows × 1935 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID VAR_0001  VAR_0002  VAR_0003  VAR_0004 VAR_0005  VAR_0006  \\\n",
       "0       106581        H       108        19      3200        C       0.0   \n",
       "1        97406        R        43         0      3406        C       0.0   \n",
       "2       242499        R        52        90      1720        C       1.0   \n",
       "3        62287        H       221        65      3500        C       1.0   \n",
       "4        17042        R         0        20      1410        B       5.0   \n",
       "...        ...      ...       ...       ...       ...      ...       ...   \n",
       "145226  193130        H       490       325      5600        N       1.0   \n",
       "145227   71632        R       225       249      2695        B       0.0   \n",
       "145228  144695        R         5        67      1937        B       0.0   \n",
       "145229   95760        H        27        46     38000        B       0.0   \n",
       "145230  186193        H       130       502      4051        C       0.0   \n",
       "\n",
       "        VAR_0007 VAR_0008 VAR_0009  ... VAR_1927 VAR_1928   VAR_1929  \\\n",
       "0            0.0    False    False  ...       98      998  999999998   \n",
       "1            0.0    False    False  ...        1        0  999999996   \n",
       "2            1.0    False    False  ...       98      998  999999998   \n",
       "3            1.0    False    False  ...       98      998  999999998   \n",
       "4            4.0    False    False  ...       98      998  999999998   \n",
       "...          ...      ...      ...  ...      ...      ...        ...   \n",
       "145226       3.0    False    False  ...       98      998  999999998   \n",
       "145227       0.0    False    False  ...       98      998  999999998   \n",
       "145228       0.0    False    False  ...       98      998  999999998   \n",
       "145229       0.0    False    False  ...       98      998  999999998   \n",
       "145230       0.0    False    False  ...       98      998  999999998   \n",
       "\n",
       "        VAR_1930  VAR_1931  VAR_1932  VAR_1933  VAR_1934  target    Set  \n",
       "0            998       998      9998      9998      IAPS       0  train  \n",
       "1            400       400      9996       130    BRANCH       1  train  \n",
       "2            998       998      9998      9998      IAPS       0  train  \n",
       "3            998       998      9998      9998    BRANCH       0  train  \n",
       "4            998       998      9998      9998    BRANCH       1  train  \n",
       "...          ...       ...       ...       ...       ...     ...    ...  \n",
       "145226       998       998      9998      9998      IAPS       0   test  \n",
       "145227       998       998      9998      9998    BRANCH       1   test  \n",
       "145228       998       998      9998      9998    BRANCH       0   test  \n",
       "145229       998       998      9998      9998      IAPS       0   test  \n",
       "145230       998       998      9998      9998    BRANCH       0   test  \n",
       "\n",
       "[145231 rows x 1935 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 24;\n",
       "                var nbb_unformatted_code = \"train\";\n",
       "                var nbb_formatted_code = \"train\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.348755Z",
     "start_time": "2020-07-24T06:33:29.325296Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 25;\n",
       "                var nbb_unformatted_code = \"n_unique = train.nunique()\\nto_ignore = []\\nto_ignore.append(target)\\nto_ignore.extend(ids)\";\n",
       "                var nbb_formatted_code = \"n_unique = train.nunique()\\nto_ignore = []\\nto_ignore.append(target)\\nto_ignore.extend(ids)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_unique = train.nunique()\n",
    "to_ignore = []\n",
    "to_ignore.append(target)\n",
    "to_ignore.extend(ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.374716Z",
     "start_time": "2020-07-24T06:33:43.349790Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['VAR_0031',\n",
       " 'VAR_0221',\n",
       " 'VAR_0222',\n",
       " 'VAR_0026',\n",
       " 'VAR_0011',\n",
       " 'VAR_0021',\n",
       " 'VAR_0246',\n",
       " 'VAR_0022',\n",
       " 'VAR_0027',\n",
       " 'VAR_0041',\n",
       " 'VAR_0189',\n",
       " 'VAR_0038',\n",
       " 'VAR_0223',\n",
       " 'VAR_0446',\n",
       " 'VAR_0196',\n",
       " 'VAR_0032',\n",
       " 'VAR_0207',\n",
       " 'VAR_0030',\n",
       " 'VAR_0527',\n",
       " 'VAR_0847',\n",
       " 'VAR_0024',\n",
       " 'VAR_0197',\n",
       " 'VAR_0528',\n",
       " 'VAR_0019',\n",
       " 'VAR_0039',\n",
       " 'VAR_1428',\n",
       " 'VAR_0199',\n",
       " 'VAR_0040',\n",
       " 'VAR_0190',\n",
       " 'VAR_0202',\n",
       " 'VAR_0438',\n",
       " 'VAR_0028',\n",
       " 'VAR_0239',\n",
       " 'VAR_0044',\n",
       " 'VAR_0025',\n",
       " 'VAR_0188',\n",
       " 'VAR_0530',\n",
       " 'VAR_0029',\n",
       " 'VAR_0009',\n",
       " 'VAR_0043',\n",
       " 'VAR_0042',\n",
       " 'VAR_0216',\n",
       " 'VAR_0394',\n",
       " 'VAR_0229',\n",
       " 'VAR_0012',\n",
       " 'VAR_0840',\n",
       " 'VAR_0023',\n",
       " 'VAR_0213',\n",
       " 'VAR_0008',\n",
       " 'VAR_0203',\n",
       " 'VAR_0018',\n",
       " 'VAR_0010',\n",
       " 'VAR_0020',\n",
       " 'VAR_0215']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 26;\n",
       "                var nbb_unformatted_code = \"constant_cols = train.columns[n_unique <= 1]\\nconstant_cols = list(set(constant_cols.tolist()) - set(to_ignore))\\nconstant_cols\";\n",
       "                var nbb_formatted_code = \"constant_cols = train.columns[n_unique <= 1]\\nconstant_cols = list(set(constant_cols.tolist()) - set(to_ignore))\\nconstant_cols\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "constant_cols = train.columns[n_unique <= 1]\n",
    "constant_cols = list(set(constant_cols.tolist()) - set(to_ignore))\n",
    "constant_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.397672Z",
     "start_time": "2020-07-24T06:33:43.375677Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 27;\n",
       "                var nbb_unformatted_code = \"ids\";\n",
       "                var nbb_formatted_code = \"ids\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.423756Z",
     "start_time": "2020-07-24T06:33:43.398627Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['VAR_0566',\n",
       " 'VAR_0181',\n",
       " 'VAR_0740',\n",
       " 'VAR_0563',\n",
       " 'VAR_0138',\n",
       " 'VAR_0741',\n",
       " 'VAR_0344',\n",
       " 'VAR_0180',\n",
       " 'VAR_1162',\n",
       " 'VAR_0130',\n",
       " 'VAR_0383',\n",
       " 'VAR_0503',\n",
       " 'VAR_0362',\n",
       " 'VAR_0529',\n",
       " 'VAR_0567',\n",
       " 'VAR_1163',\n",
       " 'VAR_0736',\n",
       " 'VAR_0114',\n",
       " 'VAR_0244',\n",
       " 'VAR_0098',\n",
       " 'VAR_0182',\n",
       " 'VAR_0505',\n",
       " 'VAR_0490',\n",
       " 'VAR_0230',\n",
       " 'VAR_0459',\n",
       " 'VAR_0502',\n",
       " 'VAR_0466',\n",
       " 'VAR_0739',\n",
       " 'VAR_0106',\n",
       " 'VAR_0733',\n",
       " 'VAR_0236',\n",
       " 'VAR_1427',\n",
       " 'VAR_0191',\n",
       " 'VAR_0924',\n",
       " 'VAR_0504',\n",
       " 'VAR_0737',\n",
       " 'VAR_1165',\n",
       " 'VAR_0395',\n",
       " 'VAR_0526',\n",
       " 'VAR_0226',\n",
       " 'VAR_0232',\n",
       " 'VAR_0247',\n",
       " 'VAR_0392',\n",
       " 'VAR_0384',\n",
       " 'VAR_0411',\n",
       " 'VAR_0732',\n",
       " 'VAR_1164',\n",
       " 'VAR_0468']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 28;\n",
       "                var nbb_unformatted_code = \"bool_cols = train.columns[n_unique == 2]\\nbool_cols = list(set(bool_cols.tolist()) - set(to_ignore))\\nbool_cols\";\n",
       "                var nbb_formatted_code = \"bool_cols = train.columns[n_unique == 2]\\nbool_cols = list(set(bool_cols.tolist()) - set(to_ignore))\\nbool_cols\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bool_cols = train.columns[n_unique == 2]\n",
    "bool_cols = list(set(bool_cols.tolist()) - set(to_ignore))\n",
    "bool_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.463885Z",
     "start_time": "2020-07-24T06:33:43.424784Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['VAR_0777',\n",
       " 'VAR_1542',\n",
       " 'VAR_0473',\n",
       " 'VAR_0273',\n",
       " 'VAR_0990',\n",
       " 'VAR_1096',\n",
       " 'VAR_0694',\n",
       " 'VAR_1871',\n",
       " 'VAR_0994',\n",
       " 'VAR_0691',\n",
       " 'VAR_0858',\n",
       " 'VAR_0129',\n",
       " 'VAR_1590',\n",
       " 'VAR_0537',\n",
       " 'VAR_1217',\n",
       " 'VAR_1425',\n",
       " 'VAR_1271',\n",
       " 'VAR_1541',\n",
       " 'VAR_1626',\n",
       " 'VAR_1435',\n",
       " 'VAR_1352',\n",
       " 'VAR_1252',\n",
       " 'VAR_1565',\n",
       " 'VAR_1849',\n",
       " 'VAR_0894',\n",
       " 'VAR_0829',\n",
       " 'VAR_1445',\n",
       " 'VAR_0624',\n",
       " 'VAR_1497',\n",
       " 'VAR_1393',\n",
       " 'VAR_1727',\n",
       " 'VAR_0276',\n",
       " 'VAR_0393',\n",
       " 'VAR_1456',\n",
       " 'VAR_1776',\n",
       " 'VAR_0150',\n",
       " 'VAR_0079',\n",
       " 'VAR_0690',\n",
       " 'VAR_0805',\n",
       " 'VAR_0507',\n",
       " 'VAR_1785',\n",
       " 'VAR_1740',\n",
       " 'VAR_1800',\n",
       " 'VAR_0594',\n",
       " 'VAR_0254',\n",
       " 'VAR_1654',\n",
       " 'VAR_1099',\n",
       " 'VAR_1430',\n",
       " 'VAR_1317',\n",
       " 'VAR_0341',\n",
       " 'VAR_0700',\n",
       " 'VAR_1743',\n",
       " 'VAR_1583',\n",
       " 'VAR_1047',\n",
       " 'VAR_0861',\n",
       " 'VAR_1642',\n",
       " 'VAR_1523',\n",
       " 'VAR_1638',\n",
       " 'VAR_1750',\n",
       " 'VAR_0425',\n",
       " 'VAR_0888',\n",
       " 'VAR_0317',\n",
       " 'VAR_0823',\n",
       " 'VAR_0662',\n",
       " 'VAR_1911',\n",
       " 'VAR_0487',\n",
       " 'VAR_1864',\n",
       " 'VAR_1621',\n",
       " 'VAR_1318',\n",
       " 'VAR_0927',\n",
       " 'VAR_0164',\n",
       " 'VAR_1931',\n",
       " 'VAR_0878',\n",
       " 'VAR_0675',\n",
       " 'VAR_1912',\n",
       " 'VAR_1304',\n",
       " 'VAR_0896',\n",
       " 'VAR_1303',\n",
       " 'VAR_0769',\n",
       " 'VAR_1865',\n",
       " 'VAR_0062',\n",
       " 'VAR_0646',\n",
       " 'VAR_1594',\n",
       " 'VAR_1491',\n",
       " 'VAR_1255',\n",
       " 'VAR_1079',\n",
       " 'VAR_1254',\n",
       " 'VAR_0074',\n",
       " 'VAR_1366',\n",
       " 'VAR_0118',\n",
       " 'VAR_0299',\n",
       " 'VAR_1549',\n",
       " 'VAR_0109',\n",
       " 'VAR_0598',\n",
       " 'VAR_0771',\n",
       " 'VAR_1311',\n",
       " 'VAR_0337',\n",
       " 'VAR_1577',\n",
       " 'VAR_1363',\n",
       " 'VAR_1309',\n",
       " 'VAR_0699',\n",
       " 'VAR_1799',\n",
       " 'VAR_0258',\n",
       " 'VAR_1399',\n",
       " 'VAR_0185',\n",
       " 'VAR_1816',\n",
       " 'VAR_0165',\n",
       " 'VAR_1278',\n",
       " 'VAR_1837',\n",
       " 'VAR_0815',\n",
       " 'VAR_1196',\n",
       " 'VAR_0381',\n",
       " 'VAR_1370',\n",
       " 'VAR_1563',\n",
       " 'VAR_0458',\n",
       " 'VAR_1568',\n",
       " 'VAR_1808',\n",
       " 'VAR_0375',\n",
       " 'VAR_0113',\n",
       " 'VAR_1589',\n",
       " 'VAR_1046',\n",
       " 'VAR_1763',\n",
       " 'VAR_1691',\n",
       " 'VAR_1832',\n",
       " 'VAR_1543',\n",
       " 'VAR_0013',\n",
       " 'VAR_0638',\n",
       " 'VAR_0017',\n",
       " 'VAR_1667',\n",
       " 'VAR_1482',\n",
       " 'VAR_0107',\n",
       " 'VAR_0575',\n",
       " 'VAR_1876',\n",
       " 'VAR_1452',\n",
       " 'VAR_1781',\n",
       " 'VAR_0512',\n",
       " 'VAR_1508',\n",
       " 'VAR_1554',\n",
       " 'VAR_1282',\n",
       " 'VAR_0311',\n",
       " 'VAR_1737',\n",
       " 'VAR_0649',\n",
       " 'VAR_1625',\n",
       " 'VAR_1765',\n",
       " 'VAR_0735',\n",
       " 'VAR_1547',\n",
       " 'VAR_1761',\n",
       " 'VAR_1190',\n",
       " 'VAR_0439',\n",
       " 'VAR_1107',\n",
       " 'VAR_1316',\n",
       " 'VAR_1463',\n",
       " 'VAR_1049',\n",
       " 'VAR_1432',\n",
       " 'VAR_0295',\n",
       " 'VAR_1824',\n",
       " 'VAR_1495',\n",
       " 'VAR_1514',\n",
       " 'VAR_1337',\n",
       " 'VAR_1416',\n",
       " 'VAR_0522',\n",
       " 'VAR_1739',\n",
       " 'VAR_0885',\n",
       " 'VAR_1754',\n",
       " 'VAR_1734',\n",
       " 'VAR_0965',\n",
       " 'VAR_1664',\n",
       " 'VAR_0071',\n",
       " 'VAR_1682',\n",
       " 'VAR_0938',\n",
       " 'VAR_1450',\n",
       " 'VAR_0946',\n",
       " 'VAR_1769',\n",
       " 'VAR_0591',\n",
       " 'VAR_0066',\n",
       " 'VAR_1600',\n",
       " 'VAR_1343',\n",
       " 'VAR_1788',\n",
       " 'VAR_0141',\n",
       " 'VAR_0506',\n",
       " 'VAR_1147',\n",
       " 'VAR_1227',\n",
       " 'VAR_1242',\n",
       " 'VAR_1297',\n",
       " 'VAR_0002',\n",
       " 'VAR_1789',\n",
       " 'VAR_1612',\n",
       " 'VAR_0590',\n",
       " 'VAR_0445',\n",
       " 'VAR_0562',\n",
       " 'VAR_0133',\n",
       " 'VAR_0389',\n",
       " 'VAR_1198',\n",
       " 'VAR_1103',\n",
       " 'VAR_1418',\n",
       " 'VAR_1080',\n",
       " 'VAR_0764',\n",
       " 'VAR_0306',\n",
       " 'VAR_0793',\n",
       " 'VAR_1323',\n",
       " 'VAR_0705',\n",
       " 'VAR_0471',\n",
       " 'VAR_0475',\n",
       " 'VAR_0668',\n",
       " 'VAR_0755',\n",
       " 'VAR_1250',\n",
       " 'VAR_1759',\n",
       " 'VAR_1692',\n",
       " 'VAR_1340',\n",
       " 'VAR_0282',\n",
       " 'VAR_0884',\n",
       " 'VAR_1815',\n",
       " 'VAR_0714',\n",
       " 'VAR_0277',\n",
       " 'VAR_0710',\n",
       " 'VAR_0080',\n",
       " 'VAR_1117',\n",
       " 'VAR_0201',\n",
       " 'VAR_0284',\n",
       " 'VAR_0474',\n",
       " 'VAR_1766',\n",
       " 'VAR_1498',\n",
       " 'VAR_0960',\n",
       " 'VAR_0119',\n",
       " 'VAR_1449',\n",
       " 'VAR_0686',\n",
       " 'VAR_0706',\n",
       " 'VAR_1065',\n",
       " 'VAR_1604',\n",
       " 'VAR_1647',\n",
       " 'VAR_1006',\n",
       " 'VAR_0175',\n",
       " 'VAR_0644',\n",
       " 'VAR_1461',\n",
       " 'VAR_1866',\n",
       " 'VAR_1056',\n",
       " 'VAR_1082',\n",
       " 'VAR_0880',\n",
       " 'VAR_1176',\n",
       " 'VAR_0327',\n",
       " 'VAR_0433',\n",
       " 'VAR_0592',\n",
       " 'VAR_1870',\n",
       " 'VAR_1273',\n",
       " 'VAR_0886',\n",
       " 'VAR_0857',\n",
       " 'VAR_0523',\n",
       " 'VAR_1238',\n",
       " 'VAR_0809',\n",
       " 'VAR_1218',\n",
       " 'VAR_1641',\n",
       " 'VAR_0629',\n",
       " 'VAR_1913',\n",
       " 'VAR_1230',\n",
       " 'VAR_0892',\n",
       " 'VAR_1921',\n",
       " 'VAR_1873',\n",
       " 'VAR_0361',\n",
       " 'VAR_0995',\n",
       " 'VAR_0854',\n",
       " 'VAR_0495',\n",
       " 'VAR_0400',\n",
       " 'VAR_0654',\n",
       " 'VAR_0183',\n",
       " 'VAR_0346',\n",
       " 'VAR_0250',\n",
       " 'VAR_0835',\n",
       " 'VAR_0831',\n",
       " 'VAR_0152',\n",
       " 'VAR_0489',\n",
       " 'VAR_0674',\n",
       " 'VAR_0665',\n",
       " 'VAR_0762',\n",
       " 'VAR_1678',\n",
       " 'VAR_0358',\n",
       " 'VAR_0321',\n",
       " 'VAR_0756',\n",
       " 'VAR_0999',\n",
       " 'VAR_0611',\n",
       " 'VAR_0443',\n",
       " 'VAR_0781',\n",
       " 'VAR_1513',\n",
       " 'VAR_0373',\n",
       " 'VAR_0855',\n",
       " 'VAR_1125',\n",
       " 'VAR_1814',\n",
       " 'VAR_0599',\n",
       " 'VAR_0744',\n",
       " 'VAR_0875',\n",
       " 'VAR_1457',\n",
       " 'VAR_1920',\n",
       " 'VAR_1657',\n",
       " 'VAR_1699',\n",
       " 'VAR_0270',\n",
       " 'VAR_0484',\n",
       " 'VAR_0524',\n",
       " 'VAR_0669',\n",
       " 'VAR_1636',\n",
       " 'VAR_1501',\n",
       " 'VAR_1661',\n",
       " 'VAR_1746',\n",
       " 'VAR_1235',\n",
       " 'VAR_1706',\n",
       " 'VAR_0105',\n",
       " 'VAR_0996',\n",
       " 'VAR_0711',\n",
       " 'VAR_0500',\n",
       " 'VAR_1617',\n",
       " 'VAR_1841',\n",
       " 'VAR_1027',\n",
       " 'VAR_0914',\n",
       " 'VAR_0509',\n",
       " 'VAR_0612',\n",
       " 'VAR_1892',\n",
       " 'VAR_1592',\n",
       " 'VAR_1744',\n",
       " 'VAR_0477',\n",
       " 'VAR_0309',\n",
       " 'VAR_0680',\n",
       " 'VAR_1240',\n",
       " 'VAR_1602',\n",
       " 'VAR_1803',\n",
       " 'VAR_1351',\n",
       " 'VAR_1087',\n",
       " 'VAR_1088',\n",
       " 'VAR_0275',\n",
       " 'VAR_0065',\n",
       " 'VAR_0335',\n",
       " 'VAR_1502',\n",
       " 'VAR_0932',\n",
       " 'VAR_0515',\n",
       " 'VAR_1064',\n",
       " 'VAR_0498',\n",
       " 'VAR_1229',\n",
       " 'VAR_1687',\n",
       " 'VAR_0792',\n",
       " 'VAR_0859',\n",
       " 'VAR_1330',\n",
       " 'VAR_1535',\n",
       " 'VAR_1248',\n",
       " 'VAR_0795',\n",
       " 'VAR_1261',\n",
       " 'VAR_0382',\n",
       " 'VAR_0601',\n",
       " 'VAR_0634',\n",
       " 'VAR_1382',\n",
       " 'VAR_0618',\n",
       " 'VAR_0904',\n",
       " 'VAR_1202',\n",
       " 'VAR_1850',\n",
       " 'VAR_0569',\n",
       " 'VAR_1359',\n",
       " 'VAR_0807',\n",
       " 'VAR_1460',\n",
       " 'VAR_0921',\n",
       " 'VAR_1057',\n",
       " 'VAR_0856',\n",
       " 'VAR_0722',\n",
       " 'VAR_0525',\n",
       " 'VAR_0664',\n",
       " 'VAR_1771',\n",
       " 'VAR_0149',\n",
       " 'VAR_1286',\n",
       " 'VAR_0111',\n",
       " 'VAR_0535',\n",
       " 'VAR_1675',\n",
       " 'VAR_1544',\n",
       " 'VAR_0421',\n",
       " 'VAR_0806',\n",
       " 'VAR_1677',\n",
       " 'VAR_1503',\n",
       " 'VAR_1350',\n",
       " 'VAR_0943',\n",
       " 'VAR_0642',\n",
       " 'VAR_0085',\n",
       " 'VAR_0968',\n",
       " 'VAR_0676',\n",
       " 'VAR_1357',\n",
       " 'VAR_1455',\n",
       " 'VAR_1573',\n",
       " 'VAR_0491',\n",
       " 'VAR_1368',\n",
       " 'VAR_1893',\n",
       " 'VAR_0261',\n",
       " 'VAR_1532',\n",
       " 'VAR_1519',\n",
       " 'VAR_1650',\n",
       " 'VAR_1585',\n",
       " 'VAR_0057',\n",
       " 'VAR_0716',\n",
       " 'VAR_1407',\n",
       " 'VAR_0842',\n",
       " 'VAR_1189',\n",
       " 'VAR_1032',\n",
       " 'VAR_1128',\n",
       " 'VAR_0087',\n",
       " 'VAR_1653',\n",
       " 'VAR_1762',\n",
       " 'VAR_1910',\n",
       " 'VAR_1926',\n",
       " 'VAR_0820',\n",
       " 'VAR_0440',\n",
       " 'VAR_1379',\n",
       " 'VAR_0538',\n",
       " 'VAR_1902',\n",
       " 'VAR_1533',\n",
       " 'VAR_0406',\n",
       " 'VAR_1597',\n",
       " 'VAR_0702',\n",
       " 'VAR_0811',\n",
       " 'VAR_1481',\n",
       " 'VAR_0534',\n",
       " 'VAR_1055',\n",
       " 'VAR_0488',\n",
       " 'VAR_0280',\n",
       " 'VAR_1830',\n",
       " 'VAR_0116',\n",
       " 'VAR_1123',\n",
       " 'VAR_0989',\n",
       " 'VAR_1607',\n",
       " 'VAR_0749',\n",
       " 'VAR_1662',\n",
       " 'VAR_0824',\n",
       " 'VAR_1473',\n",
       " 'VAR_1888',\n",
       " 'VAR_1640',\n",
       " 'VAR_1529',\n",
       " 'VAR_0153',\n",
       " 'VAR_1376',\n",
       " 'VAR_0303',\n",
       " 'VAR_1823',\n",
       " 'VAR_0326',\n",
       " 'VAR_0727',\n",
       " 'VAR_1283',\n",
       " 'VAR_1233',\n",
       " 'VAR_1606',\n",
       " 'VAR_1333',\n",
       " 'VAR_0256',\n",
       " 'VAR_0307',\n",
       " 'VAR_1209',\n",
       " 'VAR_0193',\n",
       " 'VAR_0412',\n",
       " 'VAR_0187',\n",
       " 'VAR_1749',\n",
       " 'VAR_0787',\n",
       " 'VAR_1356',\n",
       " 'VAR_1348',\n",
       " 'VAR_1139',\n",
       " 'ID',\n",
       " 'VAR_0369',\n",
       " 'VAR_0332',\n",
       " 'VAR_0291',\n",
       " 'VAR_0551',\n",
       " 'VAR_0559',\n",
       " 'VAR_1054',\n",
       " 'VAR_1738',\n",
       " 'VAR_1730',\n",
       " 'VAR_1301',\n",
       " 'VAR_1627',\n",
       " 'VAR_1599',\n",
       " 'VAR_0432',\n",
       " 'VAR_0110',\n",
       " 'VAR_1852',\n",
       " 'VAR_0603',\n",
       " 'VAR_1146',\n",
       " 'VAR_0663',\n",
       " 'VAR_1656',\n",
       " 'VAR_1786',\n",
       " 'VAR_1930',\n",
       " 'VAR_0910',\n",
       " 'VAR_0479',\n",
       " 'VAR_1631',\n",
       " 'VAR_1388',\n",
       " 'VAR_0123',\n",
       " 'VAR_0278',\n",
       " 'VAR_1748',\n",
       " 'VAR_1587',\n",
       " 'VAR_1050',\n",
       " 'VAR_1918',\n",
       " 'VAR_0903',\n",
       " 'VAR_1414',\n",
       " 'VAR_0034',\n",
       " 'VAR_0801',\n",
       " 'VAR_1251',\n",
       " 'VAR_1782',\n",
       " 'VAR_1516',\n",
       " 'VAR_1089',\n",
       " 'VAR_0243',\n",
       " 'VAR_1805',\n",
       " 'VAR_1929',\n",
       " 'VAR_1121',\n",
       " 'VAR_0757',\n",
       " 'VAR_0651',\n",
       " 'VAR_1395',\n",
       " 'VAR_1362',\n",
       " 'VAR_0923',\n",
       " 'VAR_1013',\n",
       " 'VAR_1584',\n",
       " 'VAR_1126',\n",
       " 'VAR_1092',\n",
       " 'VAR_0937',\n",
       " 'VAR_1845',\n",
       " 'VAR_1895',\n",
       " 'VAR_1295',\n",
       " 'VAR_1806',\n",
       " 'VAR_0481',\n",
       " 'VAR_1339',\n",
       " 'VAR_0752',\n",
       " 'VAR_1004',\n",
       " 'VAR_1928',\n",
       " 'VAR_1632',\n",
       " 'VAR_0988',\n",
       " 'VAR_0430',\n",
       " 'VAR_0836',\n",
       " 'VAR_0151',\n",
       " 'VAR_0758',\n",
       " 'VAR_1184',\n",
       " 'VAR_0839',\n",
       " 'VAR_1459',\n",
       " 'VAR_0456',\n",
       " 'VAR_0627',\n",
       " 'VAR_0101',\n",
       " 'VAR_0870',\n",
       " 'VAR_0867',\n",
       " 'VAR_1215',\n",
       " 'VAR_0579',\n",
       " 'VAR_1862',\n",
       " 'VAR_1924',\n",
       " 'VAR_0850',\n",
       " 'VAR_0051',\n",
       " 'VAR_0945',\n",
       " 'VAR_1155',\n",
       " 'VAR_0162',\n",
       " 'VAR_1484',\n",
       " 'VAR_1095',\n",
       " 'VAR_1160',\n",
       " 'VAR_0862',\n",
       " 'VAR_1044',\n",
       " 'VAR_0293',\n",
       " 'VAR_1856',\n",
       " 'VAR_1051',\n",
       " 'VAR_0418',\n",
       " 'VAR_0766',\n",
       " 'VAR_1616',\n",
       " 'VAR_0271',\n",
       " 'VAR_0822',\n",
       " 'VAR_0396',\n",
       " 'VAR_0942',\n",
       " 'VAR_1247',\n",
       " 'VAR_1690',\n",
       " 'VAR_0286',\n",
       " 'VAR_0372',\n",
       " 'VAR_1211',\n",
       " 'VAR_0423',\n",
       " 'VAR_1223',\n",
       " 'VAR_1527',\n",
       " 'VAR_0355',\n",
       " 'VAR_0948',\n",
       " 'VAR_0090',\n",
       " 'VAR_0092',\n",
       " 'VAR_0608',\n",
       " 'VAR_1878',\n",
       " 'VAR_1843',\n",
       " 'VAR_0570',\n",
       " 'VAR_0641',\n",
       " 'VAR_1406',\n",
       " 'VAR_1521',\n",
       " 'VAR_0334',\n",
       " 'VAR_1071',\n",
       " 'VAR_1187',\n",
       " 'VAR_0672',\n",
       " 'VAR_1419',\n",
       " 'VAR_0866',\n",
       " 'VAR_1287',\n",
       " 'VAR_1633',\n",
       " 'VAR_0841',\n",
       " 'VAR_1582',\n",
       " 'VAR_0625',\n",
       " 'VAR_0115',\n",
       " 'VAR_1569',\n",
       " 'VAR_1536',\n",
       " 'VAR_1907',\n",
       " 'VAR_0552',\n",
       " 'VAR_0564',\n",
       " 'VAR_1373',\n",
       " 'VAR_1899',\n",
       " 'VAR_0436',\n",
       " 'VAR_0832',\n",
       " 'VAR_0696',\n",
       " 'VAR_1380',\n",
       " 'VAR_1140',\n",
       " 'VAR_1779',\n",
       " 'VAR_0227',\n",
       " 'VAR_0294',\n",
       " 'VAR_1809',\n",
       " 'VAR_1630',\n",
       " 'VAR_0315',\n",
       " 'VAR_1917',\n",
       " 'VAR_1645',\n",
       " 'VAR_1581',\n",
       " 'VAR_0046',\n",
       " 'VAR_0818',\n",
       " 'VAR_0036',\n",
       " 'VAR_1274',\n",
       " 'VAR_0983',\n",
       " 'VAR_1783',\n",
       " 'VAR_0248',\n",
       " 'VAR_0681',\n",
       " 'VAR_1391',\n",
       " 'VAR_1108',\n",
       " 'VAR_1180',\n",
       " 'VAR_0656',\n",
       " 'VAR_1093',\n",
       " 'VAR_0830',\n",
       " 'VAR_0637',\n",
       " 'VAR_1326',\n",
       " 'VAR_1539',\n",
       " 'VAR_0531',\n",
       " 'VAR_1490',\n",
       " 'VAR_0919',\n",
       " 'VAR_1141',\n",
       " 'VAR_1197',\n",
       " 'VAR_1288',\n",
       " 'VAR_1881',\n",
       " 'VAR_1731',\n",
       " 'VAR_1828',\n",
       " 'VAR_1186',\n",
       " 'VAR_0982',\n",
       " 'VAR_0548',\n",
       " 'VAR_0054',\n",
       " 'VAR_0816',\n",
       " 'VAR_0780',\n",
       " 'VAR_1177',\n",
       " 'VAR_0450',\n",
       " 'VAR_0671',\n",
       " 'VAR_0639',\n",
       " 'VAR_0292',\n",
       " 'VAR_1671',\n",
       " 'VAR_0370',\n",
       " 'VAR_1480',\n",
       " 'VAR_1167',\n",
       " 'VAR_0729',\n",
       " 'VAR_1798',\n",
       " 'VAR_1341',\n",
       " 'VAR_1036',\n",
       " 'VAR_1628',\n",
       " 'VAR_1173',\n",
       " 'VAR_1793',\n",
       " 'VAR_1772',\n",
       " 'VAR_0228',\n",
       " 'VAR_0457',\n",
       " 'VAR_1619',\n",
       " 'VAR_1322',\n",
       " 'VAR_1024',\n",
       " 'VAR_1077',\n",
       " 'VAR_0893',\n",
       " 'VAR_1030',\n",
       " 'VAR_0448',\n",
       " 'VAR_1208',\n",
       " 'VAR_1439',\n",
       " 'VAR_1191',\n",
       " 'VAR_0521',\n",
       " 'VAR_0963',\n",
       " 'VAR_0614',\n",
       " 'VAR_0084',\n",
       " 'VAR_0442',\n",
       " 'VAR_0096',\n",
       " 'VAR_0908',\n",
       " 'VAR_1820',\n",
       " 'VAR_1405',\n",
       " 'VAR_0015',\n",
       " 'VAR_0135',\n",
       " 'VAR_0016',\n",
       " 'VAR_0959',\n",
       " 'VAR_1033',\n",
       " 'VAR_1210',\n",
       " 'VAR_1367',\n",
       " 'VAR_1724',\n",
       " 'VAR_1010',\n",
       " 'VAR_0409',\n",
       " 'VAR_1453',\n",
       " 'VAR_1334',\n",
       " 'VAR_0849',\n",
       " 'VAR_0753',\n",
       " 'VAR_0717',\n",
       " 'VAR_1101',\n",
       " 'VAR_1872',\n",
       " 'VAR_0322',\n",
       " 'VAR_0494',\n",
       " 'VAR_1174',\n",
       " 'VAR_1794',\n",
       " 'VAR_0799',\n",
       " 'VAR_1327',\n",
       " 'VAR_1157',\n",
       " 'VAR_0912',\n",
       " 'VAR_1073',\n",
       " 'VAR_1021',\n",
       " 'VAR_0431',\n",
       " 'VAR_1315',\n",
       " 'VAR_0571',\n",
       " 'VAR_1268',\n",
       " 'VAR_1150',\n",
       " 'VAR_1712',\n",
       " 'VAR_1897',\n",
       " 'VAR_0318',\n",
       " 'VAR_0033',\n",
       " 'VAR_0402',\n",
       " 'VAR_0688',\n",
       " 'VAR_1152',\n",
       " 'VAR_1454',\n",
       " 'VAR_1312',\n",
       " 'VAR_0350',\n",
       " 'VAR_1136',\n",
       " 'VAR_1827',\n",
       " 'VAR_0689',\n",
       " 'VAR_0539',\n",
       " 'VAR_0365',\n",
       " 'VAR_1361',\n",
       " 'VAR_0573',\n",
       " 'VAR_0670',\n",
       " 'VAR_1476',\n",
       " 'VAR_0093',\n",
       " 'VAR_0768',\n",
       " 'VAR_1151',\n",
       " 'VAR_1302',\n",
       " 'VAR_1679',\n",
       " 'VAR_0257',\n",
       " 'VAR_0301',\n",
       " 'VAR_0701',\n",
       " 'VAR_1134',\n",
       " 'VAR_0872',\n",
       " 'VAR_1854',\n",
       " 'VAR_0621',\n",
       " 'VAR_0308',\n",
       " 'VAR_0776',\n",
       " 'VAR_1826',\n",
       " 'VAR_1493',\n",
       " 'VAR_0887',\n",
       " 'VAR_1045',\n",
       " 'VAR_1596',\n",
       " 'VAR_0897',\n",
       " 'VAR_0006',\n",
       " 'VAR_1858',\n",
       " 'VAR_0843',\n",
       " 'VAR_1412',\n",
       " 'VAR_1434',\n",
       " 'VAR_0798',\n",
       " 'VAR_1605',\n",
       " 'VAR_1512',\n",
       " 'VAR_0863',\n",
       " 'VAR_1715',\n",
       " 'VAR_0814',\n",
       " 'VAR_1265',\n",
       " 'VAR_0255',\n",
       " 'VAR_0746',\n",
       " 'VAR_1773',\n",
       " 'VAR_0797',\n",
       " 'VAR_1135',\n",
       " 'VAR_1526',\n",
       " 'VAR_1651',\n",
       " 'VAR_0678',\n",
       " 'VAR_0048',\n",
       " 'VAR_0661',\n",
       " 'VAR_1688',\n",
       " 'VAR_1842',\n",
       " 'VAR_0574',\n",
       " 'VAR_1375',\n",
       " 'VAR_1280',\n",
       " 'VAR_0264',\n",
       " 'VAR_0812',\n",
       " 'VAR_1472',\n",
       " 'VAR_1524',\n",
       " 'VAR_0617',\n",
       " 'VAR_0655',\n",
       " 'VAR_0709',\n",
       " 'VAR_1669',\n",
       " 'VAR_1846',\n",
       " 'VAR_1222',\n",
       " 'VAR_1299',\n",
       " 'VAR_1867',\n",
       " 'VAR_1695',\n",
       " 'VAR_0050',\n",
       " 'VAR_1486',\n",
       " 'VAR_1836',\n",
       " 'VAR_0367',\n",
       " 'VAR_1595',\n",
       " 'VAR_1015',\n",
       " 'VAR_0480',\n",
       " 'VAR_1420',\n",
       " 'VAR_1932',\n",
       " 'VAR_1909',\n",
       " 'VAR_1469',\n",
       " 'VAR_0708',\n",
       " 'VAR_1319',\n",
       " 'VAR_0868',\n",
       " 'VAR_1822',\n",
       " 'VAR_1504',\n",
       " 'VAR_0259',\n",
       " 'VAR_1225',\n",
       " 'VAR_1796',\n",
       " 'VAR_0290',\n",
       " 'VAR_1755',\n",
       " 'VAR_0510',\n",
       " 'VAR_1431',\n",
       " 'VAR_1263',\n",
       " 'VAR_1262',\n",
       " 'VAR_1132',\n",
       " 'VAR_1310',\n",
       " 'VAR_0419',\n",
       " 'VAR_1025',\n",
       " 'VAR_1922',\n",
       " 'VAR_0540',\n",
       " 'VAR_1551',\n",
       " 'VAR_1400',\n",
       " 'VAR_1018',\n",
       " 'VAR_0302',\n",
       " 'VAR_1275',\n",
       " 'VAR_1860',\n",
       " 'VAR_1009',\n",
       " 'VAR_0103',\n",
       " 'VAR_0802',\n",
       " 'VAR_1774',\n",
       " 'VAR_1787',\n",
       " 'VAR_1639',\n",
       " 'VAR_0099',\n",
       " 'VAR_1483',\n",
       " 'VAR_0252',\n",
       " 'VAR_0604',\n",
       " 'VAR_1424',\n",
       " 'VAR_0360',\n",
       " 'VAR_1488',\n",
       " 'VAR_0379',\n",
       " 'VAR_1224',\n",
       " 'VAR_1116',\n",
       " 'VAR_0974',\n",
       " 'VAR_0918',\n",
       " 'VAR_0679',\n",
       " 'VAR_1863',\n",
       " 'VAR_0460',\n",
       " 'VAR_1144',\n",
       " 'VAR_1398',\n",
       " 'VAR_0155',\n",
       " 'VAR_0869',\n",
       " 'VAR_0289',\n",
       " 'VAR_1540',\n",
       " 'VAR_1567',\n",
       " 'VAR_0088',\n",
       " 'VAR_1276',\n",
       " 'VAR_1716',\n",
       " 'VAR_0874',\n",
       " 'VAR_1896',\n",
       " 'VAR_0956',\n",
       " 'VAR_0895',\n",
       " 'VAR_1097',\n",
       " 'VAR_0725',\n",
       " 'VAR_0643',\n",
       " 'VAR_0210',\n",
       " 'VAR_0427',\n",
       " 'VAR_1241',\n",
       " 'VAR_1091',\n",
       " 'VAR_1705',\n",
       " 'VAR_0160',\n",
       " 'VAR_0619',\n",
       " 'VAR_0916',\n",
       " 'VAR_1118',\n",
       " 'VAR_0417',\n",
       " 'VAR_0208',\n",
       " 'VAR_1875',\n",
       " 'VAR_0743',\n",
       " 'VAR_1446',\n",
       " 'VAR_1710',\n",
       " 'VAR_1764',\n",
       " 'VAR_0310',\n",
       " 'VAR_1034',\n",
       " 'VAR_0454',\n",
       " 'VAR_1415',\n",
       " 'VAR_0262',\n",
       " 'VAR_0693',\n",
       " 'VAR_1228',\n",
       " 'VAR_1713',\n",
       " 'VAR_0390',\n",
       " 'VAR_0734',\n",
       " 'VAR_0003',\n",
       " 'VAR_0950',\n",
       " 'VAR_1426',\n",
       " 'VAR_0685',\n",
       " 'VAR_0195',\n",
       " 'VAR_0947',\n",
       " 'VAR_1002',\n",
       " 'VAR_0647',\n",
       " 'VAR_0648',\n",
       " 'VAR_1576',\n",
       " 'VAR_1181',\n",
       " 'VAR_1510',\n",
       " 'VAR_0265',\n",
       " 'VAR_0981',\n",
       " 'VAR_1901',\n",
       " 'VAR_1466',\n",
       " 'VAR_1249',\n",
       " 'VAR_0253',\n",
       " 'VAR_1884',\n",
       " 'VAR_1741',\n",
       " 'VAR_0143',\n",
       " 'VAR_1722',\n",
       " 'VAR_1644',\n",
       " 'VAR_1887',\n",
       " 'VAR_1874',\n",
       " 'VAR_1085',\n",
       " 'VAR_1179',\n",
       " 'VAR_0102',\n",
       " 'VAR_0451',\n",
       " 'VAR_1200',\n",
       " 'VAR_0993',\n",
       " 'VAR_0949',\n",
       " 'VAR_0429',\n",
       " 'VAR_0873',\n",
       " 'VAR_0120',\n",
       " 'VAR_1702',\n",
       " 'VAR_1258',\n",
       " 'VAR_1086',\n",
       " 'VAR_0112',\n",
       " 'VAR_1492',\n",
       " 'VAR_0889',\n",
       " 'VAR_0767',\n",
       " 'VAR_1120',\n",
       " 'VAR_1291',\n",
       " 'VAR_1194',\n",
       " 'VAR_1214',\n",
       " 'VAR_1355',\n",
       " 'VAR_1797',\n",
       " 'VAR_0616',\n",
       " 'VAR_1441',\n",
       " 'VAR_0285',\n",
       " 'VAR_1807',\n",
       " 'VAR_0745',\n",
       " 'VAR_1637',\n",
       " 'VAR_0632',\n",
       " 'VAR_1622',\n",
       " 'VAR_1728',\n",
       " 'VAR_0078',\n",
       " 'VAR_1665',\n",
       " 'VAR_0695',\n",
       " 'VAR_1402',\n",
       " 'VAR_1813',\n",
       " 'VAR_1840',\n",
       " 'VAR_1397',\n",
       " 'VAR_1279',\n",
       " 'VAR_1387',\n",
       " 'VAR_1410',\n",
       " 'VAR_1074',\n",
       " 'VAR_1232',\n",
       " 'VAR_0882',\n",
       " 'VAR_1436',\n",
       " 'VAR_0684',\n",
       " 'VAR_1751',\n",
       " 'VAR_1756',\n",
       " 'VAR_1552',\n",
       " 'VAR_1000',\n",
       " 'VAR_0145',\n",
       " 'VAR_1905',\n",
       " 'VAR_1213',\n",
       " 'VAR_1161',\n",
       " 'VAR_0163',\n",
       " 'VAR_1264',\n",
       " 'VAR_1205',\n",
       " 'VAR_0053',\n",
       " 'VAR_1588',\n",
       " 'VAR_1293',\n",
       " 'VAR_1305',\n",
       " 'VAR_1562',\n",
       " 'VAR_1440',\n",
       " 'VAR_1207',\n",
       " 'VAR_0497',\n",
       " 'VAR_0929',\n",
       " 'VAR_0378',\n",
       " 'VAR_1668',\n",
       " 'VAR_1154',\n",
       " 'VAR_1344',\n",
       " 'VAR_0266',\n",
       " 'VAR_0726',\n",
       " 'VAR_1613',\n",
       " 'VAR_0754',\n",
       " 'VAR_1703',\n",
       " 'VAR_0209',\n",
       " 'VAR_1676',\n",
       " 'VAR_0482',\n",
       " 'VAR_0245',\n",
       " 'VAR_0659',\n",
       " 'VAR_0331',\n",
       " 'VAR_1704',\n",
       " 'VAR_1284',\n",
       " 'VAR_1882',\n",
       " 'VAR_1767',\n",
       " 'VAR_0136',\n",
       " 'VAR_0615',\n",
       " 'VAR_1478',\n",
       " 'VAR_1193',\n",
       " 'VAR_0267',\n",
       " 'VAR_0652',\n",
       " 'VAR_0784',\n",
       " ...]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 29;\n",
       "                var nbb_unformatted_code = \"num_cols = list(\\n    set(\\n        train.columns[\\n            (n_unique > 2)\\n            # & ((n_unique / train.shape[0]) > 0.05)\\n            & (train.dtypes != \\\"object\\\")\\n        ].tolist()\\n    )\\n    - set(to_ignore)\\n)\\nnum_cols\";\n",
       "                var nbb_formatted_code = \"num_cols = list(\\n    set(\\n        train.columns[\\n            (n_unique > 2)\\n            # & ((n_unique / train.shape[0]) > 0.05)\\n            & (train.dtypes != \\\"object\\\")\\n        ].tolist()\\n    )\\n    - set(to_ignore)\\n)\\nnum_cols\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "num_cols = list(\n",
    "    set(\n",
    "        train.columns[\n",
    "            (n_unique > 2)\n",
    "            # & ((n_unique / train.shape[0]) > 0.05)\n",
    "            & (train.dtypes != \"object\")\n",
    "        ].tolist()\n",
    "    )\n",
    "    - set(to_ignore)\n",
    ")\n",
    "num_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.490187Z",
     "start_time": "2020-07-24T06:33:43.464744Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['VAR_0179',\n",
       " 'VAR_0342',\n",
       " 'VAR_0217',\n",
       " 'VAR_0493',\n",
       " 'VAR_0169',\n",
       " 'VAR_0178',\n",
       " 'VAR_0274',\n",
       " 'VAR_1934',\n",
       " 'VAR_0214',\n",
       " 'VAR_0305',\n",
       " 'VAR_0354',\n",
       " 'VAR_0168',\n",
       " 'VAR_0467',\n",
       " 'VAR_0156',\n",
       " 'VAR_0005',\n",
       " 'VAR_0200',\n",
       " 'VAR_0353',\n",
       " 'VAR_0325',\n",
       " 'VAR_0204',\n",
       " 'VAR_0167',\n",
       " 'VAR_0159',\n",
       " 'VAR_0157',\n",
       " 'VAR_0075',\n",
       " 'VAR_0176',\n",
       " 'VAR_0073',\n",
       " 'VAR_0166',\n",
       " 'VAR_0177',\n",
       " 'VAR_0404',\n",
       " 'VAR_0352',\n",
       " 'VAR_0158',\n",
       " 'VAR_0001',\n",
       " 'VAR_0283',\n",
       " 'VAR_0237']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 30;\n",
       "                var nbb_unformatted_code = \"cat_cols = list(\\n    set(train.columns.tolist())\\n    - set(num_cols)\\n    - set(bool_cols)\\n    - set(constant_cols)\\n    - set(to_ignore)\\n    - set([\\\"Set\\\"])\\n)\\ncat_cols\";\n",
       "                var nbb_formatted_code = \"cat_cols = list(\\n    set(train.columns.tolist())\\n    - set(num_cols)\\n    - set(bool_cols)\\n    - set(constant_cols)\\n    - set(to_ignore)\\n    - set([\\\"Set\\\"])\\n)\\ncat_cols\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_cols = list(\n",
    "    set(train.columns.tolist())\n",
    "    - set(num_cols)\n",
    "    - set(bool_cols)\n",
    "    - set(constant_cols)\n",
    "    - set(to_ignore)\n",
    "    - set([\"Set\"])\n",
    ")\n",
    "cat_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.511688Z",
     "start_time": "2020-07-24T06:33:43.490979Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 31;\n",
       "                var nbb_unformatted_code = \"config = {}\";\n",
       "                var nbb_formatted_code = \"config = {}\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "config = {}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:43.533551Z",
     "start_time": "2020-07-24T06:33:43.512531Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 32;\n",
       "                var nbb_unformatted_code = \"from thc_net.safe_label_encoder import SafeLabelEncoder\";\n",
       "                var nbb_formatted_code = \"from thc_net.safe_label_encoder import SafeLabelEncoder\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from thc_net.safe_label_encoder import SafeLabelEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:46.529828Z",
     "start_time": "2020-07-24T06:33:43.534485Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 33;\n",
       "                var nbb_unformatted_code = \"for col in bool_cols:\\n    config[col] = SafeLabelEncoder()\\n    config[col].fit(train[col].values[train_indices].astype(\\\"str\\\").reshape(-1))\";\n",
       "                var nbb_formatted_code = \"for col in bool_cols:\\n    config[col] = SafeLabelEncoder()\\n    config[col].fit(train[col].values[train_indices].astype(\\\"str\\\").reshape(-1))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in bool_cols:\n",
    "    config[col] = SafeLabelEncoder()\n",
    "    config[col].fit(train[col].values[train_indices].astype(\"str\").reshape(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:47.611119Z",
     "start_time": "2020-07-24T06:33:46.530824Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 34;\n",
       "                var nbb_unformatted_code = \"for col in cat_cols:\\n    config[col] = SafeLabelEncoder()\\n    config[col].fit(train[col].values[train_indices].astype(\\\"str\\\").reshape(-1))\";\n",
       "                var nbb_formatted_code = \"for col in cat_cols:\\n    config[col] = SafeLabelEncoder()\\n    config[col].fit(train[col].values[train_indices].astype(\\\"str\\\").reshape(-1))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in cat_cols:\n",
    "    config[col] = SafeLabelEncoder()\n",
    "    config[col].fit(train[col].values[train_indices].astype(\"str\").reshape(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:33:47.634126Z",
     "start_time": "2020-07-24T06:33:47.612122Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 35;\n",
       "                var nbb_unformatted_code = \"from sklearn.preprocessing import QuantileTransformer, StandardScaler, MinMaxScaler\\nfrom sklearn.pipeline import Pipeline, FeatureUnion\\nfrom sklearn.impute import SimpleImputer, MissingIndicator\";\n",
       "                var nbb_formatted_code = \"from sklearn.preprocessing import QuantileTransformer, StandardScaler, MinMaxScaler\\nfrom sklearn.pipeline import Pipeline, FeatureUnion\\nfrom sklearn.impute import SimpleImputer, MissingIndicator\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import QuantileTransformer, StandardScaler, MinMaxScaler\n",
    "from sklearn.pipeline import Pipeline, FeatureUnion\n",
    "from sklearn.impute import SimpleImputer, MissingIndicator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:23.382550Z",
     "start_time": "2020-07-24T06:33:47.635087Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "68a06170de8940218d08dfca3dde8ca3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1798.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 36;\n",
       "                var nbb_unformatted_code = \"for col in tqdm(num_cols):\\n    config[col] = FeatureUnion(\\n                [\\n                    (\\n                        \\\"fillna\\\",\\n                        Pipeline(\\n                            [\\n                                (\\n                                    \\\"fillna\\\",\\n                                    SimpleImputer(\\n                                        strategy=\\\"median\\\"\\n                                    ),\\n                                ),\\n                                (\\\"scaler\\\", StandardScaler()),\\n                            ]\\n                        ),\\n                    ),\\n                    (\\\"indicator\\\", MissingIndicator(features=\\\"all\\\")),\\n                    (\\n                        \\\"quantile\\\",\\n                        Pipeline(\\n                            [\\n                                (\\\"fillna\\\", SimpleImputer(strategy=\\\"median\\\"),),\\n                                (\\\"quantile\\\", QuantileTransformer()),\\n                            ]\\n                        ),\\n                    ),\\n                    (\\n                        \\\"minmax\\\",\\n                        Pipeline(\\n                            [\\n                                (\\\"fillna\\\", SimpleImputer(strategy=\\\"median\\\"),),\\n                                (\\\"minmax\\\", MinMaxScaler()),\\n                            ]\\n                        ),\\n                    ),\\n                ]\\n            )\\n    config[col].fit(train[col].values[train_indices].reshape(-1, 1))    \";\n",
       "                var nbb_formatted_code = \"for col in tqdm(num_cols):\\n    config[col] = FeatureUnion(\\n        [\\n            (\\n                \\\"fillna\\\",\\n                Pipeline(\\n                    [\\n                        (\\\"fillna\\\", SimpleImputer(strategy=\\\"median\\\"),),\\n                        (\\\"scaler\\\", StandardScaler()),\\n                    ]\\n                ),\\n            ),\\n            (\\\"indicator\\\", MissingIndicator(features=\\\"all\\\")),\\n            (\\n                \\\"quantile\\\",\\n                Pipeline(\\n                    [\\n                        (\\\"fillna\\\", SimpleImputer(strategy=\\\"median\\\"),),\\n                        (\\\"quantile\\\", QuantileTransformer()),\\n                    ]\\n                ),\\n            ),\\n            (\\n                \\\"minmax\\\",\\n                Pipeline(\\n                    [\\n                        (\\\"fillna\\\", SimpleImputer(strategy=\\\"median\\\"),),\\n                        (\\\"minmax\\\", MinMaxScaler()),\\n                    ]\\n                ),\\n            ),\\n        ]\\n    )\\n    config[col].fit(train[col].values[train_indices].reshape(-1, 1))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in tqdm(num_cols):\n",
    "    config[col] = FeatureUnion(\n",
    "                [\n",
    "                    (\n",
    "                        \"fillna\",\n",
    "                        Pipeline(\n",
    "                            [\n",
    "                                (\n",
    "                                    \"fillna\",\n",
    "                                    SimpleImputer(\n",
    "                                        strategy=\"median\"\n",
    "                                    ),\n",
    "                                ),\n",
    "                                (\"scaler\", StandardScaler()),\n",
    "                            ]\n",
    "                        ),\n",
    "                    ),\n",
    "                    (\"indicator\", MissingIndicator(features=\"all\")),\n",
    "                    (\n",
    "                        \"quantile\",\n",
    "                        Pipeline(\n",
    "                            [\n",
    "                                (\"fillna\", SimpleImputer(strategy=\"median\"),),\n",
    "                                (\"quantile\", QuantileTransformer()),\n",
    "                            ]\n",
    "                        ),\n",
    "                    ),\n",
    "                    (\n",
    "                        \"minmax\",\n",
    "                        Pipeline(\n",
    "                            [\n",
    "                                (\"fillna\", SimpleImputer(strategy=\"median\"),),\n",
    "                                (\"minmax\", MinMaxScaler()),\n",
    "                            ]\n",
    "                        ),\n",
    "                    ),\n",
    "                ]\n",
    "            )\n",
    "    config[col].fit(train[col].values[train_indices].reshape(-1, 1))    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:23.429863Z",
     "start_time": "2020-07-24T06:34:23.383730Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FeatureUnion(transformer_list=[('fillna',\n",
       "                                Pipeline(steps=[('fillna',\n",
       "                                                 SimpleImputer(strategy='median')),\n",
       "                                                ('scaler', StandardScaler())])),\n",
       "                               ('indicator', MissingIndicator(features='all')),\n",
       "                               ('quantile',\n",
       "                                Pipeline(steps=[('fillna',\n",
       "                                                 SimpleImputer(strategy='median')),\n",
       "                                                ('quantile',\n",
       "                                                 QuantileTransformer())])),\n",
       "                               ('minmax',\n",
       "                                Pipeline(steps=[('fillna',\n",
       "                                                 SimpleImputer(strategy='median')),\n",
       "                                                ('minmax', MinMaxScaler())]))])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 37;\n",
       "                var nbb_unformatted_code = \"config[col]\";\n",
       "                var nbb_formatted_code = \"config[col]\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "config[col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:23.458713Z",
     "start_time": "2020-07-24T06:34:23.431091Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LabelEncoder()"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 38;\n",
       "                var nbb_unformatted_code = \"from sklearn.preprocessing import LabelEncoder\\n\\nconfig[target] = LabelEncoder()\\nconfig[target].fit(train[target].values[train_indices].reshape(-1))\";\n",
       "                var nbb_formatted_code = \"from sklearn.preprocessing import LabelEncoder\\n\\nconfig[target] = LabelEncoder()\\nconfig[target].fit(train[target].values[train_indices].reshape(-1))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "config[target] = LabelEncoder()\n",
    "config[target].fit(train[target].values[train_indices].reshape(-1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:23.487204Z",
     "start_time": "2020-07-24T06:34:23.459757Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(145231,)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 39;\n",
       "                var nbb_unformatted_code = \"Y = config[target].transform(train[target].values.reshape(-1))\\nY.shape\";\n",
       "                var nbb_formatted_code = \"Y = config[target].transform(train[target].values.reshape(-1))\\nY.shape\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Y = config[target].transform(train[target].values.reshape(-1))\n",
    "Y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:23.510229Z",
     "start_time": "2020-07-24T06:34:23.488346Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 40;\n",
       "                var nbb_unformatted_code = \"X_list = []\";\n",
       "                var nbb_formatted_code = \"X_list = []\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:28.712743Z",
     "start_time": "2020-07-24T06:34:23.511346Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f2c4f49a5a7445b58d73089c2faea0d4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=48.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 41;\n",
       "                var nbb_unformatted_code = \"for col in tqdm(bool_cols):\\n    X_list.append(config[col].transform(train[col].values.reshape(-1)).reshape(-1, 1))\";\n",
       "                var nbb_formatted_code = \"for col in tqdm(bool_cols):\\n    X_list.append(config[col].transform(train[col].values.reshape(-1)).reshape(-1, 1))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in tqdm(bool_cols):\n",
    "    X_list.append(config[col].transform(train[col].values.reshape(-1)).reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:31.358043Z",
     "start_time": "2020-07-24T06:34:28.713702Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "59d4cd523e954568ac6b942168466815",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=33.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 42;\n",
       "                var nbb_unformatted_code = \"for col in tqdm(cat_cols):\\n    X_list.append(config[col].transform(train[col].values.reshape(-1)).reshape(-1, 1))\";\n",
       "                var nbb_formatted_code = \"for col in tqdm(cat_cols):\\n    X_list.append(config[col].transform(train[col].values.reshape(-1)).reshape(-1, 1))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in tqdm(cat_cols):\n",
    "    X_list.append(config[col].transform(train[col].values.reshape(-1)).reshape(-1, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:49.909607Z",
     "start_time": "2020-07-24T06:34:31.359088Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "369949a683154109a4d5a5629a97d162",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1798.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 43;\n",
       "                var nbb_unformatted_code = \"for col in tqdm(num_cols):\\n    X_list.append(config[col].transform(train[col].values.reshape(-1, 1)))\";\n",
       "                var nbb_formatted_code = \"for col in tqdm(num_cols):\\n    X_list.append(config[col].transform(train[col].values.reshape(-1, 1)))\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for col in tqdm(num_cols):\n",
    "    X_list.append(config[col].transform(train[col].values.reshape(-1, 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:50.835651Z",
     "start_time": "2020-07-24T06:34:49.910432Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: lightgbm in ./.cache/poetry/thc-net-KQLMmzPP-py3.7/lib/python3.7/site-packages (2.3.1)\n",
      "Requirement already satisfied: scikit-learn in ./.cache/poetry/thc-net-KQLMmzPP-py3.7/lib/python3.7/site-packages (from lightgbm) (0.23.1)\n",
      "Requirement already satisfied: scipy in ./.cache/poetry/thc-net-KQLMmzPP-py3.7/lib/python3.7/site-packages (from lightgbm) (1.4.1)\n",
      "Requirement already satisfied: numpy in ./.cache/poetry/thc-net-KQLMmzPP-py3.7/lib/python3.7/site-packages (from lightgbm) (1.18.5)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in ./.cache/poetry/thc-net-KQLMmzPP-py3.7/lib/python3.7/site-packages (from scikit-learn->lightgbm) (2.1.0)\n",
      "Requirement already satisfied: joblib>=0.11 in ./.cache/poetry/thc-net-KQLMmzPP-py3.7/lib/python3.7/site-packages (from scikit-learn->lightgbm) (0.15.1)\n",
      "\u001b[33mWARNING: You are using pip version 19.2.3, however version 20.1.1 is available.\n",
      "You should consider upgrading via the 'pip install --upgrade pip' command.\u001b[0m\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 44;\n",
       "                var nbb_unformatted_code = \"!pip install lightgbm\";\n",
       "                var nbb_formatted_code = \"!pip install lightgbm\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "!pip install lightgbm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:50.865160Z",
     "start_time": "2020-07-24T06:34:50.836831Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 45;\n",
       "                var nbb_unformatted_code = \"from lightgbm import LGBMClassifier\";\n",
       "                var nbb_formatted_code = \"from lightgbm import LGBMClassifier\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from lightgbm import LGBMClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:50.887730Z",
     "start_time": "2020-07-24T06:34:50.866279Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 46;\n",
       "                var nbb_unformatted_code = \"from sklearn.metrics import roc_auc_score, log_loss\";\n",
       "                var nbb_formatted_code = \"from sklearn.metrics import roc_auc_score, log_loss\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_auc_score, log_loss"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:44.641893Z",
     "start_time": "2020-07-24T06:12:44.590541Z"
    }
   },
   "source": [
    "models = []\n",
    "for X_feature in tqdm(X_list[:0]):\n",
    "    clf = LGBMClassifier(n_estimators=100, importance_type=\"gain\")\n",
    "    clf.fit(\n",
    "        X_feature[train_indices],\n",
    "        Y[train_indices],\n",
    "        eval_set=[\n",
    "            (X_feature[valid_indices], Y[valid_indices]),\n",
    "            # (X_list[0][test_indices], Y[test_indices]),\n",
    "        ],\n",
    "        eval_names=[\n",
    "            \"valid\",\n",
    "            # \"test\"\n",
    "        ],\n",
    "        early_stopping_rounds=20,\n",
    "        # eval_metric=\"auc\",\n",
    "        # categorical_feature=[],\n",
    "    )\n",
    "    model_auc_valid = roc_auc_score(\n",
    "        y_true=Y[valid_indices],\n",
    "        y_score=clf.predict_proba(X_feature[valid_indices])[:, 1].reshape(-1),\n",
    "    )\n",
    "    model_auc_test = roc_auc_score(\n",
    "        y_true=Y[test_indices],\n",
    "        y_score=clf.predict_proba(X_feature[test_indices])[:, 1].reshape(-1),\n",
    "    )\n",
    "    models.append(\n",
    "        [\n",
    "            clf,\n",
    "            model_auc_test,\n",
    "            model_auc_valid,\n",
    "            clf.feature_importances_ / np.sum(clf.feature_importances_),\n",
    "        ]\n",
    "    )"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:47.294030Z",
     "start_time": "2020-07-24T06:12:47.257888Z"
    }
   },
   "source": [
    "result_df = pd.DataFrame(\n",
    "    models, columns=[\"clf\", \"auc test\", \"auc valid\", \"feature_importances\"]\n",
    ").sort_values(\"auc valid\", ascending=False)\n",
    "result_df"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:47.555917Z",
     "start_time": "2020-07-24T06:12:47.519772Z"
    }
   },
   "source": [
    "(result_df[\"auc valid\"] - 0.5).abs()"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:47.814514Z",
     "start_time": "2020-07-24T06:12:47.775775Z"
    }
   },
   "source": [
    "aucs = (result_df[\"auc valid\"] - 0.5).abs() / (result_df[\"auc valid\"] - 0.5).abs().max()\n",
    "aucs"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:48.010701Z",
     "start_time": "2020-07-24T06:12:47.973504Z"
    }
   },
   "source": [
    "len(aucs)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:48.208862Z",
     "start_time": "2020-07-24T06:12:48.161987Z"
    }
   },
   "source": [
    "len(np.array(num_cols)[aucs[(aucs > 0.2)].index.values])"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:53.626231Z",
     "start_time": "2020-07-24T06:12:53.602851Z"
    }
   },
   "source": [
    "X_list[0].shape"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:12:54.171273Z",
     "start_time": "2020-07-24T06:12:53.840695Z"
    }
   },
   "source": [
    "selected_X = np.hstack(np.array(X_list)[aucs[(aucs > 0.0)].index.values])\n",
    "selected_X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:34:53.746895Z",
     "start_time": "2020-07-24T06:34:50.888824Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(145231, 7273)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 47;\n",
       "                var nbb_unformatted_code = \"full_X = np.hstack(X_list)\\nfull_X.shape\";\n",
       "                var nbb_formatted_code = \"full_X = np.hstack(X_list)\\nfull_X.shape\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "full_X = np.hstack(X_list)\n",
    "full_X.shape"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T05:54:40.023494Z",
     "start_time": "2020-07-24T05:54:39.647557Z"
    }
   },
   "source": [
    "selected_X = np.hstack(np.array(X_list)[aucs[:100].index.values])\n",
    "selected_X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.205143Z",
     "start_time": "2020-07-24T06:34:53.747895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\tvalid's auc: 0.691565\tvalid's binary_logloss: 0.530336\n",
      "Training until validation scores don't improve for 20 rounds\n",
      "[2]\tvalid's auc: 0.71907\tvalid's binary_logloss: 0.521061\n",
      "[3]\tvalid's auc: 0.725526\tvalid's binary_logloss: 0.51418\n",
      "[4]\tvalid's auc: 0.731793\tvalid's binary_logloss: 0.50767\n",
      "[5]\tvalid's auc: 0.735445\tvalid's binary_logloss: 0.502374\n",
      "[6]\tvalid's auc: 0.738278\tvalid's binary_logloss: 0.497785\n",
      "[7]\tvalid's auc: 0.740939\tvalid's binary_logloss: 0.493509\n",
      "[8]\tvalid's auc: 0.74362\tvalid's binary_logloss: 0.489911\n",
      "[9]\tvalid's auc: 0.746377\tvalid's binary_logloss: 0.486828\n",
      "[10]\tvalid's auc: 0.748596\tvalid's binary_logloss: 0.483699\n",
      "[11]\tvalid's auc: 0.749122\tvalid's binary_logloss: 0.481513\n",
      "[12]\tvalid's auc: 0.749152\tvalid's binary_logloss: 0.479774\n",
      "[13]\tvalid's auc: 0.749965\tvalid's binary_logloss: 0.478116\n",
      "[14]\tvalid's auc: 0.750082\tvalid's binary_logloss: 0.476839\n",
      "[15]\tvalid's auc: 0.750808\tvalid's binary_logloss: 0.475475\n",
      "[16]\tvalid's auc: 0.751809\tvalid's binary_logloss: 0.47393\n",
      "[17]\tvalid's auc: 0.752296\tvalid's binary_logloss: 0.472803\n",
      "[18]\tvalid's auc: 0.753718\tvalid's binary_logloss: 0.471162\n",
      "[19]\tvalid's auc: 0.754635\tvalid's binary_logloss: 0.469947\n",
      "[20]\tvalid's auc: 0.7564\tvalid's binary_logloss: 0.468388\n",
      "[21]\tvalid's auc: 0.757308\tvalid's binary_logloss: 0.467095\n",
      "[22]\tvalid's auc: 0.757603\tvalid's binary_logloss: 0.46649\n",
      "[23]\tvalid's auc: 0.75762\tvalid's binary_logloss: 0.465895\n",
      "[24]\tvalid's auc: 0.758449\tvalid's binary_logloss: 0.465031\n",
      "[25]\tvalid's auc: 0.758951\tvalid's binary_logloss: 0.464463\n",
      "[26]\tvalid's auc: 0.758308\tvalid's binary_logloss: 0.46448\n",
      "[27]\tvalid's auc: 0.758441\tvalid's binary_logloss: 0.464144\n",
      "[28]\tvalid's auc: 0.758574\tvalid's binary_logloss: 0.463846\n",
      "[29]\tvalid's auc: 0.758694\tvalid's binary_logloss: 0.463509\n",
      "[30]\tvalid's auc: 0.758954\tvalid's binary_logloss: 0.463142\n",
      "[31]\tvalid's auc: 0.759284\tvalid's binary_logloss: 0.46281\n",
      "[32]\tvalid's auc: 0.759554\tvalid's binary_logloss: 0.462394\n",
      "[33]\tvalid's auc: 0.759826\tvalid's binary_logloss: 0.462059\n",
      "[34]\tvalid's auc: 0.759831\tvalid's binary_logloss: 0.46194\n",
      "[35]\tvalid's auc: 0.75963\tvalid's binary_logloss: 0.461919\n",
      "[36]\tvalid's auc: 0.759743\tvalid's binary_logloss: 0.461789\n",
      "[37]\tvalid's auc: 0.759755\tvalid's binary_logloss: 0.461673\n",
      "[38]\tvalid's auc: 0.759674\tvalid's binary_logloss: 0.461583\n",
      "[39]\tvalid's auc: 0.759758\tvalid's binary_logloss: 0.461418\n",
      "[40]\tvalid's auc: 0.759499\tvalid's binary_logloss: 0.461431\n",
      "[41]\tvalid's auc: 0.759451\tvalid's binary_logloss: 0.461373\n",
      "[42]\tvalid's auc: 0.759591\tvalid's binary_logloss: 0.461298\n",
      "[43]\tvalid's auc: 0.75999\tvalid's binary_logloss: 0.461112\n",
      "[44]\tvalid's auc: 0.759962\tvalid's binary_logloss: 0.461123\n",
      "[45]\tvalid's auc: 0.759966\tvalid's binary_logloss: 0.461222\n",
      "[46]\tvalid's auc: 0.760026\tvalid's binary_logloss: 0.461168\n",
      "[47]\tvalid's auc: 0.760287\tvalid's binary_logloss: 0.461004\n",
      "[48]\tvalid's auc: 0.760138\tvalid's binary_logloss: 0.461037\n",
      "[49]\tvalid's auc: 0.759976\tvalid's binary_logloss: 0.461115\n",
      "[50]\tvalid's auc: 0.75991\tvalid's binary_logloss: 0.461227\n",
      "[51]\tvalid's auc: 0.759603\tvalid's binary_logloss: 0.461496\n",
      "[52]\tvalid's auc: 0.759689\tvalid's binary_logloss: 0.461411\n",
      "[53]\tvalid's auc: 0.759541\tvalid's binary_logloss: 0.461472\n",
      "[54]\tvalid's auc: 0.759694\tvalid's binary_logloss: 0.461354\n",
      "[55]\tvalid's auc: 0.759806\tvalid's binary_logloss: 0.461347\n",
      "[56]\tvalid's auc: 0.760027\tvalid's binary_logloss: 0.461214\n",
      "[57]\tvalid's auc: 0.759912\tvalid's binary_logloss: 0.461276\n",
      "[58]\tvalid's auc: 0.759855\tvalid's binary_logloss: 0.461383\n",
      "[59]\tvalid's auc: 0.760073\tvalid's binary_logloss: 0.461344\n",
      "[60]\tvalid's auc: 0.760421\tvalid's binary_logloss: 0.461177\n",
      "[61]\tvalid's auc: 0.760684\tvalid's binary_logloss: 0.461164\n",
      "[62]\tvalid's auc: 0.760715\tvalid's binary_logloss: 0.461188\n",
      "[63]\tvalid's auc: 0.760648\tvalid's binary_logloss: 0.461226\n",
      "[64]\tvalid's auc: 0.760795\tvalid's binary_logloss: 0.461231\n",
      "[65]\tvalid's auc: 0.76079\tvalid's binary_logloss: 0.461356\n",
      "[66]\tvalid's auc: 0.760446\tvalid's binary_logloss: 0.461617\n",
      "[67]\tvalid's auc: 0.760095\tvalid's binary_logloss: 0.461935\n",
      "[68]\tvalid's auc: 0.760123\tvalid's binary_logloss: 0.461954\n",
      "[69]\tvalid's auc: 0.759877\tvalid's binary_logloss: 0.462155\n",
      "[70]\tvalid's auc: 0.759299\tvalid's binary_logloss: 0.462587\n",
      "[71]\tvalid's auc: 0.759267\tvalid's binary_logloss: 0.462594\n",
      "[72]\tvalid's auc: 0.759149\tvalid's binary_logloss: 0.462758\n",
      "[73]\tvalid's auc: 0.758767\tvalid's binary_logloss: 0.463234\n",
      "[74]\tvalid's auc: 0.758655\tvalid's binary_logloss: 0.463464\n",
      "[75]\tvalid's auc: 0.758573\tvalid's binary_logloss: 0.463514\n",
      "[76]\tvalid's auc: 0.758715\tvalid's binary_logloss: 0.463476\n",
      "[77]\tvalid's auc: 0.758844\tvalid's binary_logloss: 0.463529\n",
      "[78]\tvalid's auc: 0.758806\tvalid's binary_logloss: 0.463654\n",
      "[79]\tvalid's auc: 0.758643\tvalid's binary_logloss: 0.463871\n",
      "[80]\tvalid's auc: 0.758507\tvalid's binary_logloss: 0.464073\n",
      "[81]\tvalid's auc: 0.758862\tvalid's binary_logloss: 0.464016\n",
      "[82]\tvalid's auc: 0.758861\tvalid's binary_logloss: 0.464024\n",
      "[83]\tvalid's auc: 0.758906\tvalid's binary_logloss: 0.46413\n",
      "[84]\tvalid's auc: 0.758816\tvalid's binary_logloss: 0.464267\n",
      "Early stopping, best iteration is:\n",
      "[64]\tvalid's auc: 0.760795\tvalid's binary_logloss: 0.461231\n",
      "Evaluated only: auc\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 48;\n",
       "                var nbb_unformatted_code = \"clf = LGBMClassifier(n_estimators=1000, importance_type=\\\"gain\\\", first_metric_only=True)\\nclf.fit(\\n    full_X[train_indices][:10000],\\n    Y[train_indices][:10000],\\n    eval_set=[\\n        (full_X[valid_indices], Y[valid_indices]),\\n        # (X_list[0][test_indices], Y[test_indices]),\\n    ],\\n    eval_names=[\\n        \\\"valid\\\",\\n        # \\\"test\\\"\\n    ],\\n    early_stopping_rounds=20,\\n    eval_metric=\\\"auc\\\",\\n    # categorical_feature=[],\\n)\\nmodel_auc_valid = roc_auc_score(\\n    y_true=Y[valid_indices],\\n    y_score=clf.predict_proba(full_X[valid_indices])[:, 1].reshape(-1),\\n)\\nmodel_auc_test = roc_auc_score(\\n    y_true=Y[test_indices],\\n    y_score=clf.predict_proba(full_X[test_indices])[:, 1].reshape(-1),\\n)\";\n",
       "                var nbb_formatted_code = \"clf = LGBMClassifier(n_estimators=1000, importance_type=\\\"gain\\\", first_metric_only=True)\\nclf.fit(\\n    full_X[train_indices][:10000],\\n    Y[train_indices][:10000],\\n    eval_set=[\\n        (full_X[valid_indices], Y[valid_indices]),\\n        # (X_list[0][test_indices], Y[test_indices]),\\n    ],\\n    eval_names=[\\n        \\\"valid\\\",\\n        # \\\"test\\\"\\n    ],\\n    early_stopping_rounds=20,\\n    eval_metric=\\\"auc\\\",\\n    # categorical_feature=[],\\n)\\nmodel_auc_valid = roc_auc_score(\\n    y_true=Y[valid_indices],\\n    y_score=clf.predict_proba(full_X[valid_indices])[:, 1].reshape(-1),\\n)\\nmodel_auc_test = roc_auc_score(\\n    y_true=Y[test_indices],\\n    y_score=clf.predict_proba(full_X[test_indices])[:, 1].reshape(-1),\\n)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = LGBMClassifier(n_estimators=1000, importance_type=\"gain\", first_metric_only=True)\n",
    "clf.fit(\n",
    "    full_X[train_indices][:10000],\n",
    "    Y[train_indices][:10000],\n",
    "    eval_set=[\n",
    "        (full_X[valid_indices], Y[valid_indices]),\n",
    "        # (X_list[0][test_indices], Y[test_indices]),\n",
    "    ],\n",
    "    eval_names=[\n",
    "        \"valid\",\n",
    "        # \"test\"\n",
    "    ],\n",
    "    early_stopping_rounds=20,\n",
    "    eval_metric=\"auc\",\n",
    "    # categorical_feature=[],\n",
    ")\n",
    "model_auc_valid = roc_auc_score(\n",
    "    y_true=Y[valid_indices],\n",
    "    y_score=clf.predict_proba(full_X[valid_indices])[:, 1].reshape(-1),\n",
    ")\n",
    "model_auc_test = roc_auc_score(\n",
    "    y_true=Y[test_indices],\n",
    "    y_score=clf.predict_proba(full_X[test_indices])[:, 1].reshape(-1),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.227673Z",
     "start_time": "2020-07-24T06:35:03.206094Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 49;\n",
       "                var nbb_unformatted_code = \"total = clf.feature_importances_.sum()\";\n",
       "                var nbb_formatted_code = \"total = clf.feature_importances_.sum()\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total = clf.feature_importances_.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.250930Z",
     "start_time": "2020-07-24T06:35:03.228673Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 50;\n",
       "                var nbb_unformatted_code = \"relative = clf.feature_importances_ / total\";\n",
       "                var nbb_formatted_code = \"relative = clf.feature_importances_ / total\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "relative = clf.feature_importances_ / total"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.278191Z",
     "start_time": "2020-07-24T06:35:03.251856Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 51;\n",
       "                var nbb_unformatted_code = \"sorted_idx = np.argsort(-clf.feature_importances_)\\nselected = []\\nimportance = 0\\ni = 0\\nwhile importance < 0.9999:\\n    importance += relative[sorted_idx[i]]\\n    i += 1\\n    selected.append(sorted_idx[i])\";\n",
       "                var nbb_formatted_code = \"sorted_idx = np.argsort(-clf.feature_importances_)\\nselected = []\\nimportance = 0\\ni = 0\\nwhile importance < 0.9999:\\n    importance += relative[sorted_idx[i]]\\n    i += 1\\n    selected.append(sorted_idx[i])\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sorted_idx = np.argsort(-clf.feature_importances_)\n",
    "selected = []\n",
    "importance = 0\n",
    "i = 0\n",
    "while importance < 0.9999:\n",
    "    importance += relative[sorted_idx[i]]\n",
    "    i += 1\n",
    "    selected.append(sorted_idx[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.301699Z",
     "start_time": "2020-07-24T06:35:03.279122Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7273"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 52;\n",
       "                var nbb_unformatted_code = \"len(clf.feature_importances_)\";\n",
       "                var nbb_formatted_code = \"len(clf.feature_importances_)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "len(clf.feature_importances_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.325114Z",
     "start_time": "2020-07-24T06:35:03.302727Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "827"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 53;\n",
       "                var nbb_unformatted_code = \"len(selected)\";\n",
       "                var nbb_formatted_code = \"len(selected)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "len(selected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.349595Z",
     "start_time": "2020-07-24T06:35:03.326205Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1879"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 54;\n",
       "                var nbb_unformatted_code = \"len(bool_cols) + len(cat_cols) + len(num_cols)\";\n",
       "                var nbb_formatted_code = \"len(bool_cols) + len(cat_cols) + len(num_cols)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "len(bool_cols) + len(cat_cols) + len(num_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:03.629378Z",
     "start_time": "2020-07-24T06:35:03.350544Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [1],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [1],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [1],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [1],\n",
       "        [1],\n",
       "        ...,\n",
       "        [1],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [1],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [1],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [1],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [1],\n",
       "        ...,\n",
       "        [1],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[1],\n",
       "        [1],\n",
       "        [1],\n",
       "        ...,\n",
       "        [1],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [1],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1],\n",
       "        [1],\n",
       "        [0],\n",
       "        ...,\n",
       "        [1],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [1],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [1]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1788],\n",
       "        [1788],\n",
       "        [1788],\n",
       "        ...,\n",
       "        [1788],\n",
       "        [1788],\n",
       "        [1788]]),\n",
       " array([[33],\n",
       "        [25],\n",
       "        [26],\n",
       "        ...,\n",
       "        [33],\n",
       "        [ 0],\n",
       "        [41]]),\n",
       " array([[159],\n",
       "        [251],\n",
       "        [333],\n",
       "        ...,\n",
       "        [243],\n",
       "        [166],\n",
       "        [243]]),\n",
       " array([[0],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[1827],\n",
       "        [1827],\n",
       "        [1827],\n",
       "        ...,\n",
       "        [1827],\n",
       "        [1827],\n",
       "        [1827]]),\n",
       " array([[1555],\n",
       "        [1555],\n",
       "        [1555],\n",
       "        ...,\n",
       "        [1555],\n",
       "        [1555],\n",
       "        [1555]]),\n",
       " array([[18],\n",
       "        [37],\n",
       "        [ 5],\n",
       "        ...,\n",
       "        [ 5],\n",
       "        [18],\n",
       "        [34]]),\n",
       " array([[2],\n",
       "        [0],\n",
       "        [2],\n",
       "        ...,\n",
       "        [0],\n",
       "        [2],\n",
       "        [0]]),\n",
       " array([[12],\n",
       "        [12],\n",
       "        [12],\n",
       "        ...,\n",
       "        [12],\n",
       "        [12],\n",
       "        [12]]),\n",
       " array([[6],\n",
       "        [6],\n",
       "        [2],\n",
       "        ...,\n",
       "        [6],\n",
       "        [2],\n",
       "        [6]]),\n",
       " array([[3],\n",
       "        [2],\n",
       "        [2],\n",
       "        ...,\n",
       "        [0],\n",
       "        [1],\n",
       "        [3]]),\n",
       " array([[1551],\n",
       "        [1551],\n",
       "        [1551],\n",
       "        ...,\n",
       "        [1551],\n",
       "        [1551],\n",
       "        [1551]]),\n",
       " array([[2],\n",
       "        [0],\n",
       "        [0],\n",
       "        ...,\n",
       "        [0],\n",
       "        [2],\n",
       "        [0]]),\n",
       " array([[700],\n",
       "        [700],\n",
       "        [700],\n",
       "        ...,\n",
       "        [700],\n",
       "        [700],\n",
       "        [700]]),\n",
       " array([[1],\n",
       "        [1],\n",
       "        [1],\n",
       "        ...,\n",
       "        [0],\n",
       "        [0],\n",
       "        [1]]),\n",
       " array([[  448],\n",
       "        [11033],\n",
       "        [ 3231],\n",
       "        ...,\n",
       "        [ 8940],\n",
       "        [ 4794],\n",
       "        [ 6487]]),\n",
       " array([[3],\n",
       "        [3],\n",
       "        [2],\n",
       "        ...,\n",
       "        [2],\n",
       "        [1],\n",
       "        [3]]),\n",
       " array([[7],\n",
       "        [7],\n",
       "        [5],\n",
       "        ...,\n",
       "        [3],\n",
       "        [7],\n",
       "        [0]]),\n",
       " array([[491],\n",
       "        [449],\n",
       "        [781],\n",
       "        ...,\n",
       "        [270],\n",
       "        [126],\n",
       "        [268]]),\n",
       " array([[778],\n",
       "        [778],\n",
       "        [778],\n",
       "        ...,\n",
       "        [778],\n",
       "        [778],\n",
       "        [778]]),\n",
       " array([[622],\n",
       "        [622],\n",
       "        [622],\n",
       "        ...,\n",
       "        [622],\n",
       "        [622],\n",
       "        [622]]),\n",
       " array([[384],\n",
       "        [384],\n",
       "        [384],\n",
       "        ...,\n",
       "        [384],\n",
       "        [384],\n",
       "        [384]]),\n",
       " array([[ 940],\n",
       "        [1477],\n",
       "        [ 819],\n",
       "        ...,\n",
       "        [1429],\n",
       "        [ 984],\n",
       "        [1429]]),\n",
       " array([[2099],\n",
       "        [2099],\n",
       "        [2099],\n",
       "        ...,\n",
       "        [2099],\n",
       "        [2099],\n",
       "        [2099]]),\n",
       " array([[1431],\n",
       "        [1431],\n",
       "        [ 496],\n",
       "        ...,\n",
       "        [1431],\n",
       "        [1431],\n",
       "        [1431]]),\n",
       " array([[2076],\n",
       "        [2076],\n",
       "        [2076],\n",
       "        ...,\n",
       "        [2076],\n",
       "        [2076],\n",
       "        [2076]]),\n",
       " array([[873],\n",
       "        [873],\n",
       "        [873],\n",
       "        ...,\n",
       "        [873],\n",
       "        [873],\n",
       "        [873]]),\n",
       " array([[  0],\n",
       "        [  0],\n",
       "        [  0],\n",
       "        ...,\n",
       "        [  0],\n",
       "        [679],\n",
       "        [  0]]),\n",
       " array([[1],\n",
       "        [3],\n",
       "        [2],\n",
       "        ...,\n",
       "        [3],\n",
       "        [2],\n",
       "        [1]]),\n",
       " array([[380],\n",
       "        [380],\n",
       "        [380],\n",
       "        ...,\n",
       "        [380],\n",
       "        [380],\n",
       "        [380]]),\n",
       " array([[0],\n",
       "        [2],\n",
       "        [2],\n",
       "        ...,\n",
       "        [2],\n",
       "        [0],\n",
       "        [0]]),\n",
       " array([[5],\n",
       "        [5],\n",
       "        [2],\n",
       "        ...,\n",
       "        [2],\n",
       "        [5],\n",
       "        [5]]),\n",
       " array([[14],\n",
       "        [26],\n",
       "        [41],\n",
       "        ...,\n",
       "        [ 3],\n",
       "        [14],\n",
       "        [26]]),\n",
       " array([[-1.85151817,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.85151817,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.85151817,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.5400875 ,  0.        ,  0.48248248,  0.99993   ],\n",
       "        [ 0.54011142,  0.        ,  0.84684685,  0.99994   ],\n",
       "        [ 0.5400875 ,  0.        ,  0.48248248,  0.99993   ]]),\n",
       " array([[-0.30647204,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.1050658 ,  0.        ,  0.91041041,  0.05555556],\n",
       "        [ 1.1050658 ,  0.        ,  0.91041041,  0.05555556],\n",
       "        ...,\n",
       "        [-0.30647204,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.1050658 ,  0.        ,  0.91041041,  0.05555556],\n",
       "        [-0.30647204,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.93248966,  0.        ,  0.94944945,  0.2       ],\n",
       "        [-0.33218567,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33218567,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.33218567,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33218567,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33218567,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.75487571,  0.        ,  0.79379379,  0.6437247 ],\n",
       "        [ 1.62621819,  0.        ,  0.94094094,  0.78947368],\n",
       "        [-0.01158294,  0.        ,  0.51651652,  0.51551957],\n",
       "        ...,\n",
       "        [-0.84258549,  0.        ,  0.18218218,  0.37651822],\n",
       "        [-0.06805884,  0.        ,  0.4974975 ,  0.50607287],\n",
       "        [-0.44725418,  0.        ,  0.36136136,  0.44264507]]),\n",
       " array([[-0.43833882,  0.        ,  0.35635636,  0.06060606],\n",
       "        [ 0.4159122 ,  0.        ,  0.74624625,  0.11111111],\n",
       "        [ 0.07421179,  0.        ,  0.61511512,  0.09090909],\n",
       "        ...,\n",
       "        [-1.12173964,  0.        ,  0.04904905,  0.02020202],\n",
       "        [ 0.07421179,  0.        ,  0.61511512,  0.09090909],\n",
       "        [ 0.245062  ,  0.        ,  0.68568569,  0.1010101 ]]),\n",
       " array([[-9.64641461e-02,  0.00000000e+00,  1.83683684e-01,\n",
       "          1.72000000e-07],\n",
       "        [-9.64611639e-02,  0.00000000e+00,  3.91391391e-01,\n",
       "          4.57000000e-07],\n",
       "        [-9.64607140e-02,  0.00000000e+00,  4.23423423e-01,\n",
       "          5.00000001e-07],\n",
       "        ...,\n",
       "        [-9.64655378e-02,  0.00000000e+00,  4.90490490e-02,\n",
       "          3.90000000e-08],\n",
       "        [-9.64616452e-02,  0.00000000e+00,  3.55355355e-01,\n",
       "          4.11000000e-07],\n",
       "        [-9.64414082e-02,  0.00000000e+00,  9.14470767e-01,\n",
       "          2.34500000e-06]]),\n",
       " array([[ 0.87004599,  0.        ,  0.51501502,  0.995996  ],\n",
       "        [-1.07617155,  0.        ,  0.33083083,  0.1001001 ],\n",
       "        [ 0.87222053,  0.        ,  0.6971972 ,  0.996997  ],\n",
       "        ...,\n",
       "        [ 0.87656962,  0.        ,  0.8958959 ,  0.998999  ],\n",
       "        [ 0.87656962,  0.        ,  0.8958959 ,  0.998999  ],\n",
       "        [-1.07617155,  0.        ,  0.33083083,  0.1001001 ]]),\n",
       " array([[0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        ...,\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ]]),\n",
       " array([[-0.06440457,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06440457,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06440457,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06440457,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06440457,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06440457,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-8.55712142e-01,  0.00000000e+00,  2.60760761e-01,\n",
       "          5.00000001e-08],\n",
       "        [-8.55712193e-01,  0.00000000e+00,  1.88188188e-01,\n",
       "          2.50000000e-08],\n",
       "        [ 1.16861753e+00,  0.00000000e+00,  7.12212212e-01,\n",
       "          9.99999998e-01],\n",
       "        ...,\n",
       "        [ 1.16861753e+00,  0.00000000e+00,  8.96896897e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.16861753e+00,  0.00000000e+00,  8.96896897e-01,\n",
       "          9.99999999e-01],\n",
       "        [-8.55712193e-01,  0.00000000e+00,  1.88188188e-01,\n",
       "          2.50000000e-08]]),\n",
       " array([[ 0.99028711,  0.        ,  0.53503504,  0.99863186],\n",
       "        [ 0.99040709,  0.        ,  0.72622623,  0.99869178],\n",
       "        [ 0.99028711,  0.        ,  0.53503504,  0.99863186],\n",
       "        ...,\n",
       "        [-1.00943466,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.00943466,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.9903071 ,  0.        ,  0.62412412,  0.99864185]]),\n",
       " array([[-0.23446552,  0.        ,  0.45995996,  0.0625    ],\n",
       "        [-0.23446552,  0.        ,  0.45995996,  0.0625    ],\n",
       "        [ 1.84996146,  0.        ,  0.94494494,  0.125     ],\n",
       "        ...,\n",
       "        [-0.23446552,  0.        ,  0.45995996,  0.0625    ],\n",
       "        [-0.23446552,  0.        ,  0.45995996,  0.0625    ],\n",
       "        [-0.23446552,  0.        ,  0.45995996,  0.0625    ]]),\n",
       " array([[-0.06348392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06348392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06348392,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06348392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06348392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06348392,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.16284388,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00332802,  0.        ,  0.73273273,  0.01010101],\n",
       "        [-0.16284388,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.00332802,  0.        ,  0.73273273,  0.01010101],\n",
       "        [-0.00332802,  0.        ,  0.73273273,  0.01010101],\n",
       "        [-0.16284388,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.24577346,  0.        ,  0.34234234,  0.01010101],\n",
       "        [-0.40009663,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.40009663,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09145028,  0.        ,  0.55655656,  0.02020202],\n",
       "        [-0.09145028,  0.        ,  0.55655656,  0.02020202],\n",
       "        [ 0.6801656 ,  0.        ,  0.95745746,  0.07070707]]),\n",
       " array([[ 0.93181322,  0.        ,  0.73123123,  0.99989999],\n",
       "        [ 0.93181322,  0.        ,  0.73123123,  0.99989999],\n",
       "        [ 0.93181322,  0.        ,  0.73123123,  0.99989999],\n",
       "        ...,\n",
       "        [-1.08521141,  0.        ,  0.06656657,  0.00250025],\n",
       "        [ 0.93181322,  0.        ,  0.73123123,  0.99989999],\n",
       "        [ 0.93181322,  0.        ,  0.73123123,  0.99989999]]),\n",
       " array([[-0.29948325,  0.        ,  0.65965966,  0.01010101],\n",
       "        [-0.33542111,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33542111,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.33542111,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29948325,  0.        ,  0.65965966,  0.01010101],\n",
       "        [-0.29948325,  0.        ,  0.65965966,  0.01010101]]),\n",
       " array([[-7.28228706e-01,  0.00000000e+00,  1.82682683e-01,\n",
       "          2.00020002e-04],\n",
       "        [-7.26755863e-01,  0.00000000e+00,  4.44944945e-01,\n",
       "          9.00090009e-04],\n",
       "        [ 1.37520133e+00,  0.00000000e+00,  1.00000000e+00,\n",
       "          1.00000000e+00],\n",
       "        ...,\n",
       "        [-7.27597487e-01,  0.00000000e+00,  3.22322322e-01,\n",
       "          5.00050005e-04],\n",
       "        [-7.28018300e-01,  0.00000000e+00,  2.34734735e-01,\n",
       "          3.00030003e-04],\n",
       "        [-7.23810177e-01,  0.00000000e+00,  6.43643644e-01,\n",
       "          2.30023002e-03]]),\n",
       " array([[ 6.28899856e-01,  0.00000000e+00,  3.56856857e-01,\n",
       "          9.99999997e-01],\n",
       "        [ 6.28899860e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.28899860e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 6.28899860e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.28899856e-01,  0.00000000e+00,  3.56856857e-01,\n",
       "          9.99999997e-01],\n",
       "        [-1.59001481e+00,  0.00000000e+00,  2.06468254e-01,\n",
       "          1.53517088e-04]]),\n",
       " array([[0.20821848, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.20821848, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.20821848, 0.        , 0.54354354, 0.98989899],\n",
       "        ...,\n",
       "        [0.20821848, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.20821848, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.20821848, 0.        , 0.54354354, 0.98989899]]),\n",
       " array([[-0.45872398,  0.        ,  0.66966967,  0.04040404],\n",
       "        [-0.48488371,  0.        ,  0.57157157,  0.03030303],\n",
       "        [-0.56336291,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.53720318,  0.        ,  0.1961962 ,  0.01010101],\n",
       "        [-0.45872398,  0.        ,  0.66966967,  0.04040404],\n",
       "        [-0.51104344,  0.        ,  0.41691692,  0.02020202]]),\n",
       " array([[-0.48614771,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614771,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614771,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.48614771,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614771,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614771,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.17595415,  0.        ,  0.496997  ,  0.06666667],\n",
       "        [-0.17595415,  0.        ,  0.496997  ,  0.06666667],\n",
       "        [-0.17595415,  0.        ,  0.496997  ,  0.06666667],\n",
       "        ...,\n",
       "        [-0.17595415,  0.        ,  0.496997  ,  0.06666667],\n",
       "        [ 1.5100162 ,  0.        ,  0.90590591,  0.2       ],\n",
       "        [-1.01893933,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.07463641, 0.        , 0.501001  , 0.998998  ],\n",
       "        [0.07463641, 0.        , 0.501001  , 0.998998  ],\n",
       "        [0.07463641, 0.        , 0.501001  , 0.998998  ],\n",
       "        ...,\n",
       "        [0.07463641, 0.        , 0.501001  , 0.998998  ],\n",
       "        [0.07463641, 0.        , 0.501001  , 0.998998  ],\n",
       "        [0.07463641, 0.        , 0.501001  , 0.998998  ]]),\n",
       " array([[ 0.53924295,  0.        ,  0.54229229,  0.34729775],\n",
       "        [ 0.58021618,  0.        ,  0.82447447,  0.35350812],\n",
       "        [-1.75207315,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.60255695,  0.        ,  0.87837838,  0.35689433],\n",
       "        [ 0.54126772,  0.        ,  0.58158158,  0.34760465],\n",
       "        [ 0.78967791,  0.        ,  0.98871468,  0.3852565 ]]),\n",
       " array([[-0.50741522,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.50741522,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.50741522,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.1315495 ,  0.        ,  0.67167167,  0.02189781],\n",
       "        [-0.38212665,  0.        ,  0.44794795,  0.00729927],\n",
       "        [-0.50741522,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.04381296, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.04381296, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.04381296, 0.        , 0.54304304, 0.998999  ],\n",
       "        ...,\n",
       "        [0.04381296, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.04381296, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.04381296, 0.        , 0.54304304, 0.998999  ]]),\n",
       " array([[-0.34140093,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34140093,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.06586335,  0.        ,  0.97297297,  0.11111111],\n",
       "        ...,\n",
       "        [-0.34140093,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34140093,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34140093,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.79358168e+00,  0.00000000e+00,  8.93393393e-01,\n",
       "          9.99999998e-01],\n",
       "        [-5.57565528e-01,  0.00000000e+00,  1.28128128e-01,\n",
       "          3.98200008e-06],\n",
       "        [-5.57557858e-01,  0.00000000e+00,  2.30595427e-01,\n",
       "          7.24400014e-06],\n",
       "        ...,\n",
       "        [ 1.79358168e+00,  0.00000000e+00,  8.03303303e-01,\n",
       "          9.99999997e-01],\n",
       "        [-5.57522640e-01,  0.00000000e+00,  6.46864256e-01,\n",
       "          2.22230004e-05],\n",
       "        [-5.57487350e-01,  0.00000000e+00,  7.45698455e-01,\n",
       "          3.72330007e-05]]),\n",
       " array([[ 0.79392157,  0.        ,  0.69169169,  0.98989899],\n",
       "        [-1.23854773,  0.        ,  0.31881882,  0.02020202],\n",
       "        [ 0.79392157,  0.        ,  0.69169169,  0.98989899],\n",
       "        ...,\n",
       "        [-1.25971929,  0.        ,  0.21771772,  0.01010101],\n",
       "        [ 0.79392157,  0.        ,  0.69169169,  0.98989899],\n",
       "        [ 0.79392157,  0.        ,  0.69169169,  0.98989899]]),\n",
       " array([[ 0.36736155,  0.        ,  0.55755756,  0.98989899],\n",
       "        [ 0.36736155,  0.        ,  0.55755756,  0.98989899],\n",
       "        [ 0.36736155,  0.        ,  0.55755756,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.36736155,  0.        ,  0.55755756,  0.98989899],\n",
       "        [ 0.36736155,  0.        ,  0.55755756,  0.98989899],\n",
       "        [-2.72709498,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06730934,  0.        ,  0.497998  ,  0.5       ],\n",
       "        [-0.06730934,  0.        ,  0.497998  ,  0.5       ],\n",
       "        [-0.06730934,  0.        ,  0.497998  ,  0.5       ],\n",
       "        ...,\n",
       "        [-0.06730934,  0.        ,  0.497998  ,  0.5       ],\n",
       "        [-0.06730934,  0.        ,  0.497998  ,  0.5       ],\n",
       "        [-0.06730934,  0.        ,  0.497998  ,  0.5       ]]),\n",
       " array([[-0.01611212,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01611212,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01611212,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.01611212,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01611212,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01611212,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.68941549,  0.        ,  0.11411411,  0.01010101],\n",
       "        [-0.57364686,  0.        ,  0.21171171,  0.02020202],\n",
       "        [-0.68941549,  0.        ,  0.11411411,  0.01010101],\n",
       "        ...,\n",
       "        [-0.34210959,  0.        ,  0.41541542,  0.04040404],\n",
       "        [ 1.85749445,  0.        ,  0.96996997,  0.23232323],\n",
       "        [ 0.12096494,  0.        ,  0.70870871,  0.08080808]]),\n",
       " array([[-0.2245866 ,  0.        ,  0.86486486,  0.04040404],\n",
       "        [-0.32634207,  0.        ,  0.6981982 ,  0.01010101],\n",
       "        [-0.36026056,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36026056,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36026056,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32634207,  0.        ,  0.6981982 ,  0.01010101]]),\n",
       " array([[-0.187324,  0.      ,  0.      ,  0.      ],\n",
       "        [-0.187324,  0.      ,  0.      ,  0.      ],\n",
       "        [-0.187324,  0.      ,  0.      ,  0.      ],\n",
       "        ...,\n",
       "        [-0.187324,  0.      ,  0.      ,  0.      ],\n",
       "        [-0.187324,  0.      ,  0.      ,  0.      ],\n",
       "        [-0.187324,  0.      ,  0.      ,  0.      ]]),\n",
       " array([[-1.50623707e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.50623707e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-9.95526421e-02,  0.00000000e+00,  8.12812813e-01,\n",
       "          2.98775022e-04],\n",
       "        ...,\n",
       "        [-1.50623707e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.50623707e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.50623707e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.78020998,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.78020998,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.28582514,  0.        ,  0.71271271,  0.97979798],\n",
       "        ...,\n",
       "        [ 1.30712447,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [ 1.30712447,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [-0.78020998,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.44424147,  0.        ,  0.45645646,  0.99977005],\n",
       "        [ 0.44426842,  0.        ,  0.66066066,  0.99978005],\n",
       "        [-2.25088166,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.44421452,  0.        ,  0.24924925,  0.99976006],\n",
       "        [ 0.44426842,  0.        ,  0.66066066,  0.99978005],\n",
       "        [ 0.44424147,  0.        ,  0.45645646,  0.99977005]]),\n",
       " array([[-0.0383019,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0383019,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0383019,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.0383019,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0383019,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0383019,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-0.28602872,  0.        ,  0.76376376,  0.01010101],\n",
       "        [-0.32299641,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28602872,  0.        ,  0.76376376,  0.01010101],\n",
       "        ...,\n",
       "        [-0.32299641,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32299641,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28602872,  0.        ,  0.76376376,  0.01010101]]),\n",
       " array([[-0.4699287 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.21712433,  0.        ,  0.53803804,  0.02020202],\n",
       "        [-0.34352652,  0.        ,  0.37337337,  0.01010101],\n",
       "        ...,\n",
       "        [-0.21712433,  0.        ,  0.53803804,  0.02020202],\n",
       "        [-0.4699287 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34352652,  0.        ,  0.37337337,  0.01010101]]),\n",
       " array([[-0.30192357,  0.        ,  0.84134134,  0.001001  ],\n",
       "        [-0.30552697,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30552697,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30552697,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30552697,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30192357,  0.        ,  0.84134134,  0.001001  ]]),\n",
       " array([[-0.45483683,  0.        ,  0.47097097,  0.1001001 ],\n",
       "        [-0.45483683,  0.        ,  0.47097097,  0.1001001 ],\n",
       "        [-0.45483683,  0.        ,  0.47097097,  0.1001001 ],\n",
       "        ...,\n",
       "        [-0.45483683,  0.        ,  0.47097097,  0.1001001 ],\n",
       "        [-0.45483683,  0.        ,  0.47097097,  0.1001001 ],\n",
       "        [-0.59373463,  0.        ,  0.08608609,  0.05005005]]),\n",
       " array([[ 0.90308657,  0.        ,  0.81131131,  0.5       ],\n",
       "        [ 1.7769326 ,  0.        ,  0.96146146,  0.61607143],\n",
       "        [ 0.16367839,  0.        ,  0.57307307,  0.40178571],\n",
       "        ...,\n",
       "        [-1.31513798,  0.        ,  0.0960961 ,  0.20535714],\n",
       "        [-0.30685409,  0.        ,  0.39239239,  0.33928571],\n",
       "        [-0.23963517,  0.        ,  0.41591592,  0.34821429]]),\n",
       " array([[-1.15539375,  0.        ,  0.18018018,  0.00980098],\n",
       "        [ 0.86771974,  0.        ,  0.71321321,  0.99989999],\n",
       "        [ 0.86771974,  0.        ,  0.71321321,  0.99989999],\n",
       "        ...,\n",
       "        [ 0.86771974,  0.        ,  0.71321321,  0.99989999],\n",
       "        [-1.14435859,  0.        ,  0.32782783,  0.01520152],\n",
       "        [-1.1447673 ,  0.        ,  0.32332332,  0.0150015 ]]),\n",
       " array([[-1.04446459,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.94786518,  0.        ,  0.74324324,  0.3997996 ],\n",
       "        [ 0.94786518,  0.        ,  0.74324324,  0.3997996 ],\n",
       "        ...,\n",
       "        [-1.04446459,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.04446459,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.60006021,  0.        ,  0.47197197,  0.08917836]]),\n",
       " array([[0.31443386, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443386, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443386, 0.        , 0.54354354, 0.98989899],\n",
       "        ...,\n",
       "        [0.31443386, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443386, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443386, 0.        , 0.54354354, 0.98989899]]),\n",
       " array([[-5.88363980e-01,  0.00000000e+00,  4.01401401e-01,\n",
       "          1.55000000e-06],\n",
       "        [-5.88353341e-01,  0.00000000e+00,  6.26578960e-01,\n",
       "          6.20000001e-06],\n",
       "        [-5.88341672e-01,  0.00000000e+00,  6.92185080e-01,\n",
       "          1.13000000e-05],\n",
       "        ...,\n",
       "        [-5.88359519e-01,  0.00000000e+00,  5.33533534e-01,\n",
       "          3.50000000e-06],\n",
       "        [-5.88365868e-01,  0.00000000e+00,  2.31731732e-01,\n",
       "          7.25000001e-07],\n",
       "        [-5.88329729e-01,  0.00000000e+00,  7.19759760e-01,\n",
       "          1.65200000e-05]]),\n",
       " array([[ 0.94236277,  0.        ,  0.84334334,  0.17793965],\n",
       "        [-0.48991128,  0.        ,  0.4019019 ,  0.04162331],\n",
       "        [-0.4680445 ,  0.        ,  0.41091091,  0.04370447],\n",
       "        ...,\n",
       "        [-0.74137924,  0.        ,  0.29079079,  0.01768991],\n",
       "        [-0.92724687,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.05169667,  0.        ,  0.85985986,  0.18834547]]),\n",
       " array([[ 0.6977514 ,  0.        ,  0.66116116,  0.99989999],\n",
       "        [ 0.6977514 ,  0.        ,  0.66116116,  0.99989999],\n",
       "        [ 0.6977514 ,  0.        ,  0.66116116,  0.99989999],\n",
       "        ...,\n",
       "        [ 0.6977514 ,  0.        ,  0.66116116,  0.99989999],\n",
       "        [-1.43487043,  0.        ,  0.18568569,  0.00480048],\n",
       "        [ 0.6977514 ,  0.        ,  0.66116116,  0.99989999]]),\n",
       " array([[ 1.13629603,  0.        ,  0.86336336,  0.98989899],\n",
       "        [-0.89088113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.89088113,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.89088113,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.13629603,  0.        ,  0.86336336,  0.98989899],\n",
       "        [ 1.11561055,  0.        ,  0.64514515,  0.97979798]]),\n",
       " array([[-0.07688428,  0.        ,  0.65715716,  0.01010101],\n",
       "        [-0.23229409,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23229409,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.23229409,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.38934515,  0.        ,  0.91391391,  0.04040404],\n",
       "        [ 0.70016477,  0.        ,  0.96596597,  0.06060606]]),\n",
       " array([[-0.21798918,  0.        ,  0.53703704,  0.01010101],\n",
       "        [ 0.19059437,  0.        ,  0.77477477,  0.03030303],\n",
       "        [ 0.39488615,  0.        ,  0.83833834,  0.04040404],\n",
       "        ...,\n",
       "        [-0.42228096,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.39488615,  0.        ,  0.83833834,  0.04040404],\n",
       "        [-0.42228096,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.30999466, 0.        , 0.77427427, 0.99494332],\n",
       "        [0.30960477, 0.        , 0.72372372, 0.99483404],\n",
       "        [0.30645015, 0.        , 0.26326326, 0.99394987],\n",
       "        ...,\n",
       "        [0.30648559, 0.        , 0.26826827, 0.9939598 ],\n",
       "        [0.30705271, 0.        , 0.36786787, 0.99411876],\n",
       "        [0.31201504, 0.        , 0.9039039 , 0.99550959]]),\n",
       " array([[ 0.67139565,  0.        ,  0.37187187,  0.997998  ],\n",
       "        [ 0.67365967,  0.        ,  0.71371371,  0.998999  ],\n",
       "        [ 0.67365967,  0.        ,  0.71371371,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.67365967,  0.        ,  0.71371371,  0.998999  ],\n",
       "        [-1.58583487,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.54734648,  0.        ,  0.1006006 ,  0.01701702]]),\n",
       " array([[-1.93836541e-01,  0.00000000e+00,  9.36436436e-01,\n",
       "          1.32013201e-02],\n",
       "        [-2.36766854e-01,  0.00000000e+00,  7.37737738e-01,\n",
       "          3.40034003e-03],\n",
       "        [-2.50346851e-01,  0.00000000e+00,  1.96696697e-01,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-2.49032658e-01,  0.00000000e+00,  3.47347347e-01,\n",
       "          6.00060006e-04],\n",
       "        [-2.33262339e-01,  0.00000000e+00,  7.77777778e-01,\n",
       "          4.20042004e-03],\n",
       "        [-2.41585563e-01,  0.00000000e+00,  6.65665666e-01,\n",
       "          2.30023002e-03]]),\n",
       " array([[ 6.96393013e-01,  0.00000000e+00,  3.80380380e-01,\n",
       "          9.97997998e-01],\n",
       "        [ 6.98644179e-01,  0.00000000e+00,  7.11711712e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 6.98644179e-01,  0.00000000e+00,  7.11711712e-01,\n",
       "          9.98998999e-01],\n",
       "        ...,\n",
       "        [ 6.98644179e-01,  0.00000000e+00,  7.11711712e-01,\n",
       "          9.98998999e-01],\n",
       "        [-6.47553124e-01,  0.00000000e+00,  3.11811812e-01,\n",
       "          4.00400400e-01],\n",
       "        [-1.54576838e+00,  0.00000000e+00,  1.03103103e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[ 1.64542859e+00,  0.00000000e+00,  8.62362362e-01,\n",
       "          9.99899990e-01],\n",
       "        [-6.07670195e-01,  0.00000000e+00,  4.60960961e-01,\n",
       "          3.40034003e-03],\n",
       "        [-6.14680036e-01,  0.00000000e+00,  1.31131131e-01,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-6.14001665e-01,  0.00000000e+00,  2.24224224e-01,\n",
       "          6.00060006e-04],\n",
       "        [ 1.64542859e+00,  0.00000000e+00,  8.62362362e-01,\n",
       "          9.99899990e-01],\n",
       "        [-5.90032529e-01,  0.00000000e+00,  6.88188188e-01,\n",
       "          1.12011201e-02]]),\n",
       " array([[ 3.27832798,  0.        ,  0.98398398,  0.08      ],\n",
       "        [-0.30583455,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30583455,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30583455,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.27832798,  0.        ,  0.98398398,  0.08      ],\n",
       "        [-0.30583455,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.54863773,  0.        ,  0.52452452,  0.39079409],\n",
       "        [ 0.58223994,  0.        ,  0.84804805,  0.39649869],\n",
       "        [-1.75328504,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.58801209,  0.        ,  0.8681348 ,  0.39747862],\n",
       "        [ 0.55326462,  0.        ,  0.63013013,  0.39157959],\n",
       "        [ 0.65959143,  0.        ,  0.96797981,  0.40963054]]),\n",
       " array([[-3.60052722e-01,  0.00000000e+00,  3.05305305e-01,\n",
       "          2.71333597e-08],\n",
       "        [-3.60052722e-01,  0.00000000e+00,  3.05305305e-01,\n",
       "          2.71333597e-08],\n",
       "        [-3.60052722e-01,  0.00000000e+00,  3.05305305e-01,\n",
       "          2.71333597e-08],\n",
       "        ...,\n",
       "        [-3.60052722e-01,  0.00000000e+00,  3.05305305e-01,\n",
       "          2.71333597e-08],\n",
       "        [-3.60052722e-01,  0.00000000e+00,  3.05305305e-01,\n",
       "          2.71333597e-08],\n",
       "        [ 2.87485319e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          3.12036350e-03]]),\n",
       " array([[ 0.12413696,  0.        ,  0.61461461,  0.14482759],\n",
       "        [-0.02986532,  0.        ,  0.55855856,  0.13103448],\n",
       "        [-0.72287558,  0.        ,  0.26376376,  0.06896552],\n",
       "        ...,\n",
       "        [-1.18488242,  0.        ,  0.07657658,  0.02758621],\n",
       "        [ 1.12515178,  0.        ,  0.86686687,  0.23448276],\n",
       "        [ 1.04815064,  0.        ,  0.85385385,  0.22758621]]),\n",
       " array([[0.28961923, 0.        , 0.53653654, 0.98989899],\n",
       "        [0.28961923, 0.        , 0.53653654, 0.98989899],\n",
       "        [0.28961923, 0.        , 0.53653654, 0.98989899],\n",
       "        ...,\n",
       "        [0.28961923, 0.        , 0.53653654, 0.98989899],\n",
       "        [0.28961923, 0.        , 0.53653654, 0.98989899],\n",
       "        [0.28961923, 0.        , 0.53653654, 0.98989899]]),\n",
       " array([[ 0.64260649,  0.        ,  0.66116116,  0.998999  ],\n",
       "        [ 0.64260649,  0.        ,  0.66116116,  0.998999  ],\n",
       "        [ 0.64260649,  0.        ,  0.66116116,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.64260649,  0.        ,  0.66116116,  0.998999  ],\n",
       "        [-1.55970684,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.64260649,  0.        ,  0.66116116,  0.998999  ]]),\n",
       " array([[ 1.56606135,  0.        ,  0.9044044 ,  0.5       ],\n",
       "        [-0.97825319,  0.        ,  0.21071071,  0.16666667],\n",
       "        [ 0.29390408,  0.        ,  0.62412412,  0.33333333],\n",
       "        ...,\n",
       "        [-0.97825319,  0.        ,  0.21071071,  0.16666667],\n",
       "        [ 1.56606135,  0.        ,  0.9044044 ,  0.5       ],\n",
       "        [ 2.83821862,  0.        ,  0.98848849,  0.66666667]]),\n",
       " array([[-1.54773109e+00,  0.00000000e+00,  1.03103103e-01,\n",
       "          8.00080008e-04],\n",
       "        [-1.54267579e+00,  0.00000000e+00,  1.85185185e-01,\n",
       "          3.10031003e-03],\n",
       "        [-1.54223620e+00,  0.00000000e+00,  1.91191191e-01,\n",
       "          3.30033003e-03],\n",
       "        ...,\n",
       "        [ 6.48024875e-01,  0.00000000e+00,  9.16416416e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 6.48024875e-01,  0.00000000e+00,  9.16416416e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 6.47585284e-01,  0.00000000e+00,  5.66066066e-01,\n",
       "          9.99699970e-01]]),\n",
       " array([[ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.71321321,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.71321321,  1.        ],\n",
       "        ...,\n",
       "        [ 0.65311793,  0.        ,  0.71321321,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [-1.53113683,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-5.73574002e-01,  0.00000000e+00,  7.85785786e-02,\n",
       "          2.99000001e-07],\n",
       "        [-5.73572959e-01,  0.00000000e+00,  3.88388388e-01,\n",
       "          7.49000001e-07],\n",
       "        [-5.73548515e-01,  0.00000000e+00,  7.37487487e-01,\n",
       "          1.12990000e-05],\n",
       "        ...,\n",
       "        [-5.73566588e-01,  0.00000000e+00,  6.40640641e-01,\n",
       "          3.49900001e-06],\n",
       "        [-5.73573075e-01,  0.00000000e+00,  3.53353353e-01,\n",
       "          6.99000001e-07],\n",
       "        [-5.73567746e-01,  0.00000000e+00,  6.22122122e-01,\n",
       "          2.99900001e-06]]),\n",
       " array([[ 1.05790616,  0.        ,  0.68718719,  0.97979798],\n",
       "        [ 1.07870607,  0.        ,  0.89039039,  0.98989899],\n",
       "        [ 1.07870607,  0.        ,  0.89039039,  0.98989899],\n",
       "        ...,\n",
       "        [ 1.05790616,  0.        ,  0.68718719,  0.97979798],\n",
       "        [ 1.03710625,  0.        ,  0.56056056,  0.96969697],\n",
       "        [-0.93888524,  0.        ,  0.26926927,  0.01010101]]),\n",
       " array([[-0.17425277,  0.        ,  0.47497497,  0.0040568 ],\n",
       "        [-0.17425277,  0.        ,  0.47497497,  0.0040568 ],\n",
       "        [-0.17425277,  0.        ,  0.47497497,  0.0040568 ],\n",
       "        ...,\n",
       "        [-0.17425277,  0.        ,  0.47497497,  0.0040568 ],\n",
       "        [-0.17425277,  0.        ,  0.47497497,  0.0040568 ],\n",
       "        [-0.17425277,  0.        ,  0.47497497,  0.0040568 ]]),\n",
       " array([[ 0.2929952 ,  0.        ,  0.55655656,  0.998999  ],\n",
       "        [-2.54704256,  0.        ,  0.05705706,  0.4004004 ],\n",
       "        [ 0.2929952 ,  0.        ,  0.55655656,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.2929952 ,  0.        ,  0.55655656,  0.998999  ],\n",
       "        [ 0.2929952 ,  0.        ,  0.55655656,  0.998999  ],\n",
       "        [ 0.2929952 ,  0.        ,  0.55655656,  0.998999  ]]),\n",
       " array([[0.30829653, 0.        , 0.51251251, 0.99933066],\n",
       "        [0.30783535, 0.        , 0.37337337, 0.99920079],\n",
       "        [0.30712584, 0.        , 0.17817818, 0.99900099],\n",
       "        ...,\n",
       "        [0.31067338, 0.        , 1.        , 1.        ],\n",
       "        [0.30996387, 0.        , 0.84184184, 0.9998002 ],\n",
       "        [0.30737417, 0.        , 0.27427427, 0.99907092]]),\n",
       " array([[0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        ...,\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ]]),\n",
       " array([[ 4.13801360e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 4.13801360e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 4.13801360e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 4.13801360e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        [-2.41653879e+00,  0.00000000e+00,  1.29551948e-01,\n",
       "          5.09920002e-05],\n",
       "        [ 4.13801360e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01]]),\n",
       " array([[-0.44673987,  0.        ,  0.66616617,  0.04040404],\n",
       "        [-0.47335977,  0.        ,  0.56556557,  0.03030303],\n",
       "        [-0.52659958,  0.        ,  0.19069069,  0.01010101],\n",
       "        ...,\n",
       "        [-0.52659958,  0.        ,  0.19069069,  0.01010101],\n",
       "        [-0.44673987,  0.        ,  0.66616617,  0.04040404],\n",
       "        [-0.49997968,  0.        ,  0.40940941,  0.02020202]]),\n",
       " array([[ 0.5109513 ,  0.        ,  0.60976479,  0.27304302],\n",
       "        [ 0.65211172,  0.        ,  0.89951909,  0.2901721 ],\n",
       "        [-1.73919062,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.52700284,  0.        ,  0.68899669,  0.27499079],\n",
       "        [ 0.53992831,  0.        ,  0.73514691,  0.27655923],\n",
       "        [ 0.83313494,  0.        ,  0.96585707,  0.31213832]]),\n",
       " array([[-0.31635462,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31635462,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31635462,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.31635462,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31635462,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24484033,  0.        ,  0.9049049 ,  0.02020202]]),\n",
       " array([[0.30861756, 0.        , 0.72772773, 0.99991001],\n",
       "        [0.30858207, 0.        , 0.34384384, 0.99990001],\n",
       "        [0.30858207, 0.        , 0.34384384, 0.99990001],\n",
       "        ...,\n",
       "        [0.30858207, 0.        , 0.34384384, 0.99990001],\n",
       "        [0.30865305, 0.        , 0.9024024 , 0.99992001],\n",
       "        [0.30861756, 0.        , 0.72772773, 0.99991001]]),\n",
       " array([[-0.42851443,  0.        ,  0.71971972,  0.01330133],\n",
       "        [-0.45245852,  0.        ,  0.24574575,  0.00450045],\n",
       "        [-0.44402367,  0.        ,  0.45795796,  0.00760076],\n",
       "        ...,\n",
       "        [ 2.25567224,  0.        ,  0.91691692,  0.99989999],\n",
       "        [ 2.25567224,  0.        ,  0.91691692,  0.99989999],\n",
       "        [-0.4497376 ,  0.        ,  0.31431431,  0.00550055]]),\n",
       " array([[-0.28149937,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28149937,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07221978,  0.        ,  0.82082082,  0.00584795],\n",
       "        ...,\n",
       "        [-0.28149937,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28149937,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28149937,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.29451133,  0.        ,  0.89339339,  0.97979798],\n",
       "        [-0.45760538,  0.        ,  0.27027027,  0.01010101],\n",
       "        [-0.45760538,  0.        ,  0.27027027,  0.01010101],\n",
       "        ...,\n",
       "        [-0.48627326,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4289375 ,  0.        ,  0.54704705,  0.02020202],\n",
       "        [-0.45760538,  0.        ,  0.27027027,  0.01010101]]),\n",
       " array([[ 0.63833817,  0.        ,  0.36586587,  0.97979798],\n",
       "        [ 0.66063225,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.66063225,  0.        ,  0.71321321,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.66063225,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.63833817,  0.        ,  0.36586587,  0.97979798],\n",
       "        [-1.52418776,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.09413888,  0.        ,  0.89339339,  1.        ],\n",
       "        [-0.47752373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752373,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.47752373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752373,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.26255422,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.800807  ,  0.        ,  0.65265265,  0.99799599],\n",
       "        [ 0.800807  ,  0.        ,  0.65265265,  0.99799599],\n",
       "        ...,\n",
       "        [ 0.800807  ,  0.        ,  0.65265265,  0.99799599],\n",
       "        [-1.26255422,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.26255422,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06936642,  0.        ,  0.83683684,  0.001001  ],\n",
       "        [-0.08452399,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08452399,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.08452399,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08452399,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06936642,  0.        ,  0.83683684,  0.001001  ]]),\n",
       " array([[-0.30781963,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30781963,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30781963,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30781963,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30781963,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.01348408,  0.        ,  0.91300124,  0.09009009]]),\n",
       " array([[-1.31058067e-02,  1.00000000e+00,  4.94994995e-01,\n",
       "          4.36441771e-04],\n",
       "        [-1.31058067e-02,  1.00000000e+00,  4.94994995e-01,\n",
       "          4.36441771e-04],\n",
       "        [-4.99760917e-02,  0.00000000e+00,  7.93300831e-02,\n",
       "          3.26807598e-04],\n",
       "        ...,\n",
       "        [-1.31058067e-02,  1.00000000e+00,  4.94994995e-01,\n",
       "          4.36441771e-04],\n",
       "        [-1.31058067e-02,  1.00000000e+00,  4.94994995e-01,\n",
       "          4.36441771e-04],\n",
       "        [-1.31058067e-02,  1.00000000e+00,  4.94994995e-01,\n",
       "          4.36441771e-04]]),\n",
       " array([[-0.29664514,  0.        ,  0.76176176,  0.01010101],\n",
       "        [-0.33257197,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29664514,  0.        ,  0.76176176,  0.01010101],\n",
       "        ...,\n",
       "        [-0.33257197,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33257197,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33257197,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.30452113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30452113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30452113,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30452113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30452113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30452113,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.60536228,  0.        ,  0.27377377,  0.01      ],\n",
       "        [-0.60536228,  0.        ,  0.27377377,  0.01      ],\n",
       "        [-0.60536228,  0.        ,  0.27377377,  0.01      ],\n",
       "        ...,\n",
       "        [-0.60536228,  0.        ,  0.27377377,  0.01      ],\n",
       "        [-0.42735008,  0.        ,  0.55255255,  0.0113    ],\n",
       "        [-0.08501893,  0.        ,  0.5950951 ,  0.0138    ]]),\n",
       " array([[-0.43407528,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43407528,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43407528,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.06588118,  0.        ,  0.86786787,  0.11111111],\n",
       "        [ 1.06588118,  0.        ,  0.86786787,  0.11111111],\n",
       "        [-0.43407528,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.19227232,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19227232,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19227232,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.19227232,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19227232,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19227232,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        ...,\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ]]),\n",
       " array([[ 0.56147282,  0.        ,  0.5       ,  0.99983003],\n",
       "        [-1.78100059,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.56149625,  0.        ,  0.85685686,  0.99984003],\n",
       "        ...,\n",
       "        [ 0.56147282,  0.        ,  0.5       ,  0.99983003],\n",
       "        [ 0.56147282,  0.        ,  0.5       ,  0.99983003],\n",
       "        [ 0.56147282,  0.        ,  0.5       ,  0.99983003]]),\n",
       " array([[-0.41859359,  0.        ,  0.7997998 ,  0.001001  ],\n",
       "        [-0.42139936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42139936,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.42139936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42139936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41859359,  0.        ,  0.7997998 ,  0.001001  ]]),\n",
       " array([[-0.38794221,  0.        ,  0.35735736,  0.01308387],\n",
       "        [ 1.04705034,  0.        ,  0.90690691,  0.02786864],\n",
       "        [-0.38794221,  0.        ,  0.35735736,  0.01308387],\n",
       "        ...,\n",
       "        [ 0.34860264,  0.        ,  0.71521522,  0.02067251],\n",
       "        [-0.10856313,  0.        ,  0.67701034,  0.01596232],\n",
       "        [-0.38794221,  0.        ,  0.35735736,  0.01308387]]),\n",
       " array([[-0.18429574,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18429574,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18429574,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.18429574,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18429574,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18429574,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.02410928,  0.        ,  0.74774775,  0.11111111],\n",
       "        [ 0.02391954,  0.        ,  0.77477477,  0.12121212],\n",
       "        [-0.45636869,  0.        ,  0.23723724,  0.02020202],\n",
       "        ...,\n",
       "        [-0.50439752,  0.        ,  0.13313313,  0.01010101],\n",
       "        [-0.36031105,  0.        ,  0.4049049 ,  0.04040404],\n",
       "        [ 0.11997719,  0.        ,  0.81981982,  0.14141414]]),\n",
       " array([[-0.40830314,  0.        ,  0.82282282,  0.00500501],\n",
       "        [-0.41952997,  0.        ,  0.70520521,  0.001001  ],\n",
       "        [-0.42233668,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.42233668,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42233668,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41952997,  0.        ,  0.70520521,  0.001001  ]]),\n",
       " array([[0.37172025, 0.        , 0.58608609, 1.        ],\n",
       "        [0.37172025, 0.        , 0.58608609, 1.        ],\n",
       "        [0.37172025, 0.        , 0.58608609, 1.        ],\n",
       "        ...,\n",
       "        [0.37172025, 0.        , 0.58608609, 1.        ],\n",
       "        [0.37172025, 0.        , 0.58608609, 1.        ],\n",
       "        [0.37172025, 0.        , 0.58608609, 1.        ]]),\n",
       " array([[-0.33665595,  0.        ,  0.84234234,  0.001001  ],\n",
       "        [-0.33995358,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33995358,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.33995358,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33995358,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33665595,  0.        ,  0.84234234,  0.001001  ]]),\n",
       " array([[ 1.1247466 ,  0.        ,  0.82582583,  0.14285714],\n",
       "        [-0.6154548 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.864948  ,  0.        ,  0.97847848,  0.28571429],\n",
       "        ...,\n",
       "        [-0.6154548 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.6154548 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.1247466 ,  0.        ,  0.82582583,  0.14285714]]),\n",
       " array([[ 5.62874248e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.77661675e+00,  0.00000000e+00,  1.10955400e-01,\n",
       "          1.02000000e-05],\n",
       "        [ 5.62874248e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [-1.77663242e+00,  0.00000000e+00,  6.20620621e-02,\n",
       "          3.50000000e-06],\n",
       "        [ 5.62874248e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.62874248e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01]]),\n",
       " array([[-0.16439379,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16439379,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16439379,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.16439379,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16439379,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16439379,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.54827401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4594897 ,  0.        ,  0.67917918,  0.02905812],\n",
       "        [ 0.67327572,  0.        ,  0.80980981,  0.3997996 ],\n",
       "        ...,\n",
       "        [-0.54827401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.54827401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27579801,  0.        ,  0.71571572,  0.08917836]]),\n",
       " array([[-0.07572593,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07572593,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07572593,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07572593,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07572593,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07572593,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.07500318,  0.        ,  0.8983984 ,  0.08080808],\n",
       "        [-0.29206969,  0.        ,  0.66266266,  0.02020202],\n",
       "        [-0.29206969,  0.        ,  0.66266266,  0.02020202],\n",
       "        ...,\n",
       "        [-0.3644252 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3644252 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25589194,  0.        ,  0.76126126,  0.03030303]]),\n",
       " array([[-1.02816022e+00,  0.00000000e+00,  1.93693694e-01,\n",
       "          8.00080008e-04],\n",
       "        [-1.02976500e+00,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.02374707e+00,  0.00000000e+00,  3.19319319e-01,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 9.75410141e-01,  0.00000000e+00,  7.20720721e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 9.75410141e-01,  0.00000000e+00,  7.20720721e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.02956440e+00,  0.00000000e+00,  9.80980981e-02,\n",
       "          1.00010001e-04]]),\n",
       " array([[ 0.71573474,  0.        ,  0.82082082,  0.08333333],\n",
       "        [ 0.22614592,  0.        ,  0.70820821,  0.05555556],\n",
       "        [-0.75303173,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.75303173,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.22614592,  0.        ,  0.70820821,  0.05555556],\n",
       "        [ 0.71573474,  0.        ,  0.82082082,  0.08333333]]),\n",
       " array([[ 1.37509333,  0.        ,  0.72122122,  0.97979798],\n",
       "        [ 1.39672354,  0.        ,  0.89039039,  0.98989899],\n",
       "        [ 1.39672354,  0.        ,  0.89039039,  0.98989899],\n",
       "        ...,\n",
       "        [ 1.37509333,  0.        ,  0.72122122,  0.97979798],\n",
       "        [-0.72303661,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.72303661,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.16009909,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16009909,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16009909,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.16009909,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16009909,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16009909,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.2649191 ,  0.        ,  0.88738739,  0.01601602],\n",
       "        [-0.31751488,  0.        ,  0.67517518,  0.001001  ],\n",
       "        [-0.32102127,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.32102127,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32102127,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32102127,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.52242845,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52242845,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52242845,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.52242845,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52242845,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52242845,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 9.17834432,  0.        ,  0.9984985 ,  0.09302326],\n",
       "        [-0.12952182,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12952182,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.12952182,  0.        ,  0.        ,  0.        ],\n",
       "        [ 9.17834432,  0.        ,  0.9984985 ,  0.09302326],\n",
       "        [-0.12952182,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.22136936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22136936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22136936,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.22136936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22136936,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22136936,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-4.50555172e-01,  0.00000000e+00,  4.11911912e-01,\n",
       "          2.00000000e-06],\n",
       "        [-4.50543957e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          6.20000001e-06],\n",
       "        [-4.50530340e-01,  0.00000000e+00,  7.55255255e-01,\n",
       "          1.13000000e-05],\n",
       "        ...,\n",
       "        [-4.50551166e-01,  0.00000000e+00,  5.34534535e-01,\n",
       "          3.50000000e-06],\n",
       "        [-4.50556507e-01,  0.00000000e+00,  3.53853854e-01,\n",
       "          1.50000000e-06],\n",
       "        [-4.50516402e-01,  0.00000000e+00,  7.88521855e-01,\n",
       "          1.65200000e-05]]),\n",
       " array([[-0.24475668,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24475668,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24475668,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.24475668,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24475668,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24475668,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.31820859,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31820859,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31820859,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.31820859,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31820859,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31820859,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.19122647,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.86735771,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.86735771,  0.        ,  0.71321321,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.86735771,  0.        ,  0.71321321,  0.98989899],\n",
       "        [-1.17022051,  0.        ,  0.16516517,  0.01010101],\n",
       "        [-1.06519071,  0.        ,  0.41191191,  0.06060606]]),\n",
       " array([[-0.25806923,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04954448,  0.        ,  0.67217217,  0.01010101],\n",
       "        [ 0.15898026,  0.        ,  0.81381381,  0.02020202],\n",
       "        ...,\n",
       "        [-0.25806923,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.15898026,  0.        ,  0.81381381,  0.02020202],\n",
       "        [-0.25806923,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.20182744,  0.        ,  0.6981982 ,  0.01010101],\n",
       "        [-0.25066168,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25066168,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.25066168,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25066168,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15299321,  0.        ,  0.85835836,  0.02020202]]),\n",
       " array([[0.59630131, 0.        , 0.34734735, 1.        ],\n",
       "        [0.59630131, 0.        , 0.7037037 , 1.        ],\n",
       "        [0.59630131, 0.        , 0.7037037 , 1.        ],\n",
       "        ...,\n",
       "        [0.59630131, 0.        , 0.7037037 , 1.        ],\n",
       "        [0.59630131, 0.        , 0.34734735, 1.        ],\n",
       "        [0.59630131, 0.        , 0.34734735, 1.        ]]),\n",
       " array([[-0.24710123,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.21836448,  0.        ,  0.76326326,  0.00600601],\n",
       "        [-0.24710123,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.24710123,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24710123,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22315394,  0.        ,  0.75575576,  0.00500501]]),\n",
       " array([[-0.15976676,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15976676,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15976676,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15976676,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15976676,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15976676,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.18956083,  0.        ,  0.76776777,  0.01470588],\n",
       "        ...,\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.18558088, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.18558088, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.18558088, 0.        , 0.54354354, 0.98989899],\n",
       "        ...,\n",
       "        [0.18558088, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.18558088, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.18558088, 0.        , 0.54354354, 0.98989899]]),\n",
       " array([[-0.4230155,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4230155,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4230155,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.4230155,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4230155,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4230155,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-1.18197087,  0.        ,  0.34234234,  0.01010101],\n",
       "        [ 0.83621064,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [ 0.83621064,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83621064,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [-1.14035888,  0.        ,  0.40990991,  0.03030303],\n",
       "        [-1.20277687,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.26299864,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26299864,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26299864,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.26299864,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26299864,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26299864,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.01591817,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01591817,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01591817,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.01591817,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01591817,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01591817,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 7.61560526e-01,  0.00000000e+00,  6.78178178e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 7.61560528e-01,  0.00000000e+00,  8.86386386e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 7.61560528e-01,  0.00000000e+00,  8.86386386e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 7.61560526e-01,  0.00000000e+00,  6.78178178e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 7.61560524e-01,  0.00000000e+00,  4.72972973e-01,\n",
       "          9.99999997e-01],\n",
       "        [-1.31309355e+00,  0.00000000e+00,  2.39239239e-01,\n",
       "          2.00000000e-09]]),\n",
       " array([[-0.53009332,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47888885,  0.        ,  0.65315315,  0.02020202],\n",
       "        [-0.53009332,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.9789258 ,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [ 1.9789258 ,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [-0.47888885,  0.        ,  0.65315315,  0.02020202]]),\n",
       " array([[ 5.95505637e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.95505637e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.67928358e+00,  0.00000000e+00,  3.47031176e-02,\n",
       "          7.26200001e-06],\n",
       "        ...,\n",
       "        [ 5.95505635e-01,  0.00000000e+00,  4.30430430e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 5.95505637e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.95505635e-01,  0.00000000e+00,  4.30430430e-01,\n",
       "          9.99999998e-01]]),\n",
       " array([[-0.17936439,  0.        ,  0.87787788,  0.04040404],\n",
       "        [-0.32738394,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29037905,  0.        ,  0.72772773,  0.01010101],\n",
       "        ...,\n",
       "        [-0.32738394,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32738394,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29037905,  0.        ,  0.72772773,  0.01010101]]),\n",
       " array([[-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[ 1.44133649,  0.        ,  0.91541542,  0.99799599],\n",
       "        [ 1.43480775,  0.        ,  0.78228228,  0.99498998],\n",
       "        [-0.72620366,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.72620366,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.43480775,  0.        ,  0.78228228,  0.99498998],\n",
       "        [-0.72620366,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.4773656,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4773656,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4773656,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.4773656,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4773656,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.4773656,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-0.06399959,  0.        ,  0.9024024 ,  0.08080808],\n",
       "        [-0.3525553 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28041637,  0.        ,  0.72272272,  0.02020202],\n",
       "        ...,\n",
       "        [-0.3525553 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3525553 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31648583,  0.        ,  0.58308308,  0.01010101]]),\n",
       " array([[-0.37928348,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37928348,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37928348,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.37928348,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37928348,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37928348,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.367504  ,  0.        ,  0.55755756,  0.99989998],\n",
       "        [ 0.367504  ,  0.        ,  0.55755756,  0.99989998],\n",
       "        [ 0.367504  ,  0.        ,  0.55755756,  0.99989998],\n",
       "        ...,\n",
       "        [ 0.367504  ,  0.        ,  0.55755756,  0.99989998],\n",
       "        [ 0.367504  ,  0.        ,  0.55755756,  0.99989998],\n",
       "        [-2.72808008,  0.        ,  0.03353353,  0.00680136]]),\n",
       " array([[ 1.82057509e+00,  0.00000000e+00,  8.56356356e-01,\n",
       "          9.99999997e-01],\n",
       "        [-5.49299204e-01,  0.00000000e+00,  9.27080927e-02,\n",
       "          1.05300000e-06],\n",
       "        [-5.49284496e-01,  0.00000000e+00,  3.87042215e-01,\n",
       "          7.25900001e-06],\n",
       "        ...,\n",
       "        [ 1.82057509e+00,  0.00000000e+00,  8.56356356e-01,\n",
       "          9.99999997e-01],\n",
       "        [-5.49296163e-01,  0.00000000e+00,  1.75620065e-01,\n",
       "          2.33600000e-06],\n",
       "        [-5.49231762e-01,  0.00000000e+00,  7.30165060e-01,\n",
       "          2.95110001e-05]]),\n",
       " array([[ 6.22361045e-01,  0.00000000e+00,  3.64864865e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 6.22361047e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.22361047e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 6.22361047e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.22361045e-01,  0.00000000e+00,  3.64864865e-01,\n",
       "          9.99999998e-01],\n",
       "        [-1.60674603e+00,  0.00000000e+00,  1.93223256e-01,\n",
       "          1.54089000e-04]]),\n",
       " array([[-0.20695313,  0.        ,  0.62812813,  0.02020202],\n",
       "        [-0.20695313,  0.        ,  0.62812813,  0.02020202],\n",
       "        [-0.30541145,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30541145,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.20695313,  0.        ,  0.62812813,  0.02020202],\n",
       "        [-0.15772397,  0.        ,  0.75675676,  0.03030303]]),\n",
       " array([[-0.56913074,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.56913074,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.75706294,  0.        ,  0.86486486,  0.99997   ],\n",
       "        ...,\n",
       "        [-0.56913074,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.56913074,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.75706294,  0.        ,  0.86486486,  0.99997   ]]),\n",
       " array([[-0.34042029,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34042029,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34042029,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.34042029,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34042029,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34042029,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.14830369,  0.        ,  0.67917918,  0.06060606],\n",
       "        [-0.09831351,  0.        ,  0.74024024,  0.07070707],\n",
       "        [-0.34826439,  0.        ,  0.27977978,  0.02020202],\n",
       "        ...,\n",
       "        [-0.39825456,  0.        ,  0.14214214,  0.01010101],\n",
       "        [-0.19829386,  0.        ,  0.6036036 ,  0.05050505],\n",
       "        [-0.04832333,  0.        ,  0.78828829,  0.08080808]]),\n",
       " array([[-0.53770423,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.90629333,  0.        ,  0.88988989,  0.98989899],\n",
       "        [ 1.90629333,  0.        ,  0.88988989,  0.98989899],\n",
       "        ...,\n",
       "        [-0.53770423,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.53770423,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51276548,  0.        ,  0.57657658,  0.01010101]]),\n",
       " array([[-0.04804009,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04804009,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04804009,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.04804009,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04804009,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04804009,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 8.72107943e-01,  0.00000000e+00,  7.21221221e-01,\n",
       "          4.00400400e-01],\n",
       "        [ 8.72107943e-01,  0.00000000e+00,  7.21221221e-01,\n",
       "          4.00400400e-01],\n",
       "        [ 8.72107943e-01,  0.00000000e+00,  7.21221221e-01,\n",
       "          4.00400400e-01],\n",
       "        ...,\n",
       "        [-1.21072899e+00,  0.00000000e+00,  1.41141141e-01,\n",
       "          1.00100100e-03],\n",
       "        [ 8.72107943e-01,  0.00000000e+00,  7.21221221e-01,\n",
       "          4.00400400e-01],\n",
       "        [-7.46136287e-01,  0.00000000e+00,  4.05905906e-01,\n",
       "          9.00900901e-02]]),\n",
       " array([[-3.13433760e-01,  0.00000000e+00,  9.00900901e-01,\n",
       "          2.85000000e-05],\n",
       "        [-3.13511881e-01,  0.00000000e+00,  6.58658659e-01,\n",
       "          6.20000001e-06],\n",
       "        [-3.13494015e-01,  0.00000000e+00,  7.85785786e-01,\n",
       "          1.13000000e-05],\n",
       "        ...,\n",
       "        [-3.13521340e-01,  0.00000000e+00,  5.17517518e-01,\n",
       "          3.50000000e-06],\n",
       "        [-3.13531061e-01,  0.00000000e+00,  1.91191191e-01,\n",
       "          7.25000001e-07],\n",
       "        [-3.13475728e-01,  0.00000000e+00,  8.48948949e-01,\n",
       "          1.65200000e-05]]),\n",
       " array([[ 2.2935545 ,  0.        ,  0.89289289,  0.97979798],\n",
       "        [-0.46805869,  0.        ,  0.23173173,  0.01010101],\n",
       "        [-0.46805869,  0.        ,  0.23173173,  0.01010101],\n",
       "        ...,\n",
       "        [-0.46805869,  0.        ,  0.23173173,  0.01010101],\n",
       "        [-0.41052509,  0.        ,  0.63363363,  0.03030303],\n",
       "        [-0.46805869,  0.        ,  0.23173173,  0.01010101]]),\n",
       " array([[ 0.55864587,  0.        ,  0.91091091,  0.06060606],\n",
       "        [-0.1769393 ,  0.        ,  0.56606607,  0.01010101],\n",
       "        [ 0.11729477,  0.        ,  0.78878879,  0.03030303],\n",
       "        ...,\n",
       "        [-0.32405634,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.11729477,  0.        ,  0.78878879,  0.03030303],\n",
       "        [-0.32405634,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.31443432, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443432, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443432, 0.        , 0.54354354, 0.98989899],\n",
       "        ...,\n",
       "        [0.31443432, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443432, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31443432, 0.        , 0.54354354, 0.98989899]]),\n",
       " array([[ 4.82608059e-03,  0.00000000e+00,  8.04024545e-01,\n",
       "          4.51349895e-04],\n",
       "        [-7.63523260e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          4.14078673e-09],\n",
       "        [-7.63523260e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          4.14078673e-09],\n",
       "        ...,\n",
       "        [-7.63523260e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          4.14078673e-09],\n",
       "        [-3.02519282e-02,  0.00000000e+00,  6.72921010e-01,\n",
       "          2.56318840e-04],\n",
       "        [-7.63523260e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          4.14078673e-09]]),\n",
       " array([[-0.51919832,  0.        ,  0.2047047 ,  0.04504505],\n",
       "        [-0.45099077,  0.        ,  0.37037037,  0.06906907],\n",
       "        [-0.37425729,  0.        ,  0.65715716,  0.0960961 ],\n",
       "        ...,\n",
       "        [-0.51635634,  0.        ,  0.21071071,  0.04604605],\n",
       "        [-0.40836106,  0.        ,  0.50550551,  0.08408408],\n",
       "        [-0.51635634,  0.        ,  0.21071071,  0.04604605]]),\n",
       " array([[-2.42276897e-01,  0.00000000e+00,  1.88729270e-01,\n",
       "          1.10910000e-05],\n",
       "        [-2.42307890e-01,  0.00000000e+00,  6.75675676e-02,\n",
       "          4.00000000e-06],\n",
       "        [-2.42293633e-01,  0.00000000e+00,  1.17296530e-01,\n",
       "          7.26200001e-06],\n",
       "        ...,\n",
       "        [-2.42251962e-01,  0.00000000e+00,  3.57150254e-01,\n",
       "          1.67960000e-05],\n",
       "        [-2.42141032e-01,  0.00000000e+00,  8.66073053e-01,\n",
       "          4.21760000e-05],\n",
       "        [-2.42162558e-01,  0.00000000e+00,  8.29625635e-01,\n",
       "          3.72510000e-05]]),\n",
       " array([[ 2.30043094,  0.        ,  0.89289289,  0.997998  ],\n",
       "        [-0.39269542,  0.        ,  0.63263263,  0.05005005],\n",
       "        [-0.2505029 ,  0.        ,  0.7997998 ,  0.1001001 ],\n",
       "        ...,\n",
       "        [-0.53488794,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.50929329,  0.        ,  0.11161161,  0.00900901],\n",
       "        [-0.49791788,  0.        ,  0.16016016,  0.01301301]]),\n",
       " array([[-0.30383789,  0.        ,  0.70520521,  0.01010101],\n",
       "        [-0.30489669,  0.        ,  0.68618619,  0.00980098],\n",
       "        [-0.31795513,  0.        ,  0.37437437,  0.00610061],\n",
       "        ...,\n",
       "        [-0.32148444,  0.        ,  0.28228228,  0.00510051],\n",
       "        [-0.32042564,  0.        ,  0.30980981,  0.00540054],\n",
       "        [-0.29324997,  0.        ,  0.83233233,  0.01310131]]),\n",
       " array([[ 0.63027632,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.63027632,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.63027632,  0.        ,  0.73023023,  0.98989899],\n",
       "        ...,\n",
       "        [-1.60309876,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.63027632,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.63027632,  0.        ,  0.73023023,  0.98989899]]),\n",
       " array([[0.13241348, 0.        , 0.50850851, 0.5       ],\n",
       "        [0.13241348, 0.        , 0.50850851, 0.5       ],\n",
       "        [0.13241348, 0.        , 0.50850851, 0.5       ],\n",
       "        ...,\n",
       "        [0.13241348, 0.        , 0.50850851, 0.5       ],\n",
       "        [0.13241348, 0.        , 0.50850851, 0.5       ],\n",
       "        [0.13241348, 0.        , 0.50850851, 0.5       ]]),\n",
       " array([[ 6.23399238e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 6.23399240e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.23399240e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 6.23399240e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.23399238e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.99999998e-01],\n",
       "        [-1.60410758e+00,  0.00000000e+00,  2.33933934e-01,\n",
       "          1.28000000e-06]]),\n",
       " array([[0.21888719, 0.        , 0.14714715, 0.99933066],\n",
       "        [0.2206893 , 0.        , 0.35485485, 0.99971029],\n",
       "        [0.2173222 , 0.        , 0.07607608, 0.99900099],\n",
       "        ...,\n",
       "        [0.2220646 , 0.        , 1.        , 1.        ],\n",
       "        [0.2206893 , 0.        , 0.35485485, 0.99971029],\n",
       "        [0.22140067, 0.        , 0.47397397, 0.99986014]]),\n",
       " array([[ 3.71555250e-01,  0.00000000e+00,  2.17717718e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 3.71555253e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.71555253e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 3.71555253e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.71555253e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        [-2.69141178e+00,  0.00000000e+00,  5.55844193e-02,\n",
       "          1.17300000e-06]]),\n",
       " array([[ 0.3631584 ,  0.        ,  0.55705706,  0.998998  ],\n",
       "        [ 0.3631584 ,  0.        ,  0.55705706,  0.998998  ],\n",
       "        [ 0.3631584 ,  0.        ,  0.55705706,  0.998998  ],\n",
       "        ...,\n",
       "        [ 0.3631584 ,  0.        ,  0.55705706,  0.998998  ],\n",
       "        [ 0.3631584 ,  0.        ,  0.55705706,  0.998998  ],\n",
       "        [-2.90213328,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 8.17355670e-01,  0.00000000e+00,  7.00700701e-01,\n",
       "          9.98998999e-01],\n",
       "        [-1.27594417e+00,  0.00000000e+00,  1.66666667e-01,\n",
       "          1.00100100e-03],\n",
       "        [ 8.17355670e-01,  0.00000000e+00,  7.00700701e-01,\n",
       "          9.98998999e-01],\n",
       "        ...,\n",
       "        [-1.27594417e+00,  0.00000000e+00,  1.66666667e-01,\n",
       "          1.00100100e-03],\n",
       "        [ 8.17355670e-01,  0.00000000e+00,  7.00700701e-01,\n",
       "          9.98998999e-01],\n",
       "        [-1.27594417e+00,  0.00000000e+00,  1.66666667e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-1.22529002,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.83608737,  0.        ,  0.7042042 ,  0.98989899],\n",
       "        [ 0.83608737,  0.        ,  0.7042042 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83608737,  0.        ,  0.7042042 ,  0.98989899],\n",
       "        [-1.20425555,  0.        ,  0.18368368,  0.01010101],\n",
       "        [-1.18322109,  0.        ,  0.30530531,  0.02020202]]),\n",
       " array([[-0.15112187,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15112187,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15112187,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15112187,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15112187,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15112187,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.59861465, 0.        , 0.34334334, 0.97979798],\n",
       "        [0.62149993, 0.        , 0.7037037 , 0.98989899],\n",
       "        [0.62149993, 0.        , 0.7037037 , 0.98989899],\n",
       "        ...,\n",
       "        [0.62149993, 0.        , 0.7037037 , 0.98989899],\n",
       "        [0.59861465, 0.        , 0.34334334, 0.97979798],\n",
       "        [0.59861465, 0.        , 0.34334334, 0.97979798]]),\n",
       " array([[ 1.0139076 ,  0.        ,  0.67867868,  0.99979998],\n",
       "        [ 1.01410852,  0.        ,  0.88688689,  0.99989999],\n",
       "        [ 1.01410852,  0.        ,  0.88688689,  0.99989999],\n",
       "        ...,\n",
       "        [ 1.0139076 ,  0.        ,  0.67867868,  0.99979998],\n",
       "        [ 1.01370667,  0.        ,  0.55005005,  0.99969997],\n",
       "        [-0.9825189 ,  0.        ,  0.3958959 ,  0.00610061]]),\n",
       " array([[ 1.10946061,  0.        ,  0.77427427,  0.98989899],\n",
       "        [ 1.10946061,  0.        ,  0.77427427,  0.98989899],\n",
       "        [-0.89399879,  0.        ,  0.38488488,  0.01010101],\n",
       "        ...,\n",
       "        [-0.91465301,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.10946061,  0.        ,  0.77427427,  0.98989899],\n",
       "        [-0.91465301,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 9.01247749e-01,  0.00000000e+00,  5.14514515e-01,\n",
       "          9.99999998e-01],\n",
       "        [-1.10957643e+00,  0.00000000e+00,  2.63871675e-01,\n",
       "          1.39300000e-06],\n",
       "        [-1.10956342e+00,  0.00000000e+00,  4.07945397e-01,\n",
       "          7.86100001e-06],\n",
       "        ...,\n",
       "        [ 9.01247751e-01,  0.00000000e+00,  7.89789790e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 9.01247749e-01,  0.00000000e+00,  5.14514515e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 9.01247751e-01,  0.00000000e+00,  7.89789790e-01,\n",
       "          9.99999999e-01]]),\n",
       " array([[-0.39781699,  0.        ,  0.31331331,  0.02020202],\n",
       "        [-0.24533165,  0.        ,  0.66066066,  0.06060606],\n",
       "        [-0.43593833,  0.        ,  0.17317317,  0.01010101],\n",
       "        ...,\n",
       "        [-0.43593833,  0.        ,  0.17317317,  0.01010101],\n",
       "        [-0.28345298,  0.        ,  0.5970971 ,  0.05050505],\n",
       "        [-0.20721031,  0.        ,  0.71171171,  0.07070707]]),\n",
       " array([[-0.78391518,  0.        ,  0.17517518,  0.04204204],\n",
       "        [-0.65258581,  0.        ,  0.51401401,  0.1001001 ],\n",
       "        [ 1.37396219,  0.        ,  0.7042042 ,  0.995996  ],\n",
       "        ...,\n",
       "        [-0.65258581,  0.        ,  0.51401401,  0.1001001 ],\n",
       "        [-0.80429388,  0.        ,  0.12562563,  0.03303303],\n",
       "        [ 1.37396219,  0.        ,  0.7042042 ,  0.995996  ]]),\n",
       " array([[-0.1764407,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.1764407,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.1764407,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.1764407,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.1764407,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.1764407,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[ 0.65563668,  0.        ,  0.37137137,  0.97979798],\n",
       "        [ 0.67776912,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.67776912,  0.        ,  0.71321321,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.67776912,  0.        ,  0.71321321,  0.98989899],\n",
       "        [-1.44694582,  0.        ,  0.3048048 ,  0.02020202],\n",
       "        [-1.49121071,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.22500486, 0.        , 0.52252252, 0.99989999],\n",
       "        [0.22500486, 0.        , 0.52252252, 0.99989999],\n",
       "        [0.22500486, 0.        , 0.52252252, 0.99989999],\n",
       "        ...,\n",
       "        [0.22500486, 0.        , 0.52252252, 0.99989999],\n",
       "        [0.22500486, 0.        , 0.52252252, 0.99989999],\n",
       "        [0.22500486, 0.        , 0.52252252, 0.99989999]]),\n",
       " array([[-0.23806319,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23806319,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14063673,  0.        ,  0.89439439,  0.02020202],\n",
       "        ...,\n",
       "        [-0.23806319,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23806319,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23806319,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.25465618,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25465618,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25465618,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.25465618,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25465618,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25465618,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.2511924,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-0.02729594,  0.        ,  0.67017017,  0.01540154],\n",
       "        [-0.08949298,  0.        ,  0.50650651,  0.01150115],\n",
       "        [-0.11022533,  0.        ,  0.44944945,  0.01020102],\n",
       "        ...,\n",
       "        [-0.19155991,  0.        ,  0.16966967,  0.00510051],\n",
       "        [-0.06238145,  0.        ,  0.58308308,  0.01320132],\n",
       "        [ 0.0317115 ,  0.        ,  0.78478478,  0.01910191]]),\n",
       " array([[-5.99211127e-01,  0.00000000e+00,  3.79129129e-01,\n",
       "          1.60200000e-06],\n",
       "        [-5.99202029e-01,  0.00000000e+00,  5.93903427e-01,\n",
       "          5.61300001e-06],\n",
       "        [ 1.66887512e+00,  0.00000000e+00,  7.69269269e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [-5.99211072e-01,  0.00000000e+00,  3.81889202e-01,\n",
       "          1.62600000e-06],\n",
       "        [-5.99208078e-01,  0.00000000e+00,  4.90776491e-01,\n",
       "          2.94600000e-06],\n",
       "        [-5.99175754e-01,  0.00000000e+00,  7.05099324e-01,\n",
       "          1.71980000e-05]]),\n",
       " array([[-5.80315272e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-5.80315272e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-5.80315272e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-5.80315272e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-5.80315272e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-5.80312570e-01,  0.00000000e+00,  7.47747748e-01,\n",
       "          1.17300000e-06]]),\n",
       " array([[-0.2695788 ,  0.        ,  0.71021021,  0.03030303],\n",
       "        [-0.23326534,  0.        ,  0.79179179,  0.04040404],\n",
       "        [-0.34220572,  0.        ,  0.39389389,  0.01010101],\n",
       "        ...,\n",
       "        [-0.34220572,  0.        ,  0.39389389,  0.01010101],\n",
       "        [-0.2695788 ,  0.        ,  0.71021021,  0.03030303],\n",
       "        [-0.2695788 ,  0.        ,  0.71021021,  0.03030303]]),\n",
       " array([[ 0.01870805,  0.        ,  0.68918919,  0.10810811],\n",
       "        [-0.43245968,  0.        ,  0.41841842,  0.04304304],\n",
       "        [-0.3699903 ,  0.        ,  0.46446446,  0.05205205],\n",
       "        ...,\n",
       "        [-0.69621927,  0.        ,  0.06306306,  0.00500501],\n",
       "        [-0.54351635,  0.        ,  0.3048048 ,  0.02702703],\n",
       "        [ 0.17141097,  0.        ,  0.74324324,  0.13013013]]),\n",
       " array([[-0.41087667,  0.        ,  0.26176176,  0.01010101],\n",
       "        [-0.34511392,  0.        ,  0.5980981 ,  0.03030303],\n",
       "        [-0.41087667,  0.        ,  0.26176176,  0.01010101],\n",
       "        ...,\n",
       "        [-0.44375804,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27935117,  0.        ,  0.76226226,  0.05050505],\n",
       "        [-0.34511392,  0.        ,  0.5980981 ,  0.03030303]]),\n",
       " array([[ 0.7068375 ,  0.        ,  0.38188188,  0.997998  ],\n",
       "        [ 0.70896432,  0.        ,  0.71321321,  0.998999  ],\n",
       "        [ 0.70896432,  0.        ,  0.71321321,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.70896432,  0.        ,  0.71321321,  0.998999  ],\n",
       "        [-1.41360192,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.41360192,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.49266858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49266858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49266858,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.49266858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49266858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49266858,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.00617425,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00617425,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00617425,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.00617425,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00617425,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00617425,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.25590011,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25590011,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25590011,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.25590011,  0.        ,  0.        ,  0.        ],\n",
       "        [12.14369712,  0.        ,  0.99904252,  0.18518519],\n",
       "        [-0.25590011,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.22168529,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22168529,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22168529,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.22168529,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22168529,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22168529,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.05763688,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05763688,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05763688,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.05763688,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05763688,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05763688,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.52964963,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.90637024,  0.        ,  0.89039039,  0.98989899],\n",
       "        [ 1.90637024,  0.        ,  0.89039039,  0.98989899],\n",
       "        ...,\n",
       "        [-0.52964963,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52964963,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52964963,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.13395481,  0.        ,  0.80880881,  0.08917836],\n",
       "        [-0.43613059,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43613059,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.43613059,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43613059,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43613059,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        ...,\n",
       "        [0.42699873, 0.        , 0.18168168, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ]]),\n",
       " array([[-0.79927045,  0.        ,  0.53503504,  0.04040404],\n",
       "        [-0.88485011,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.88485011,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.16906171,  0.        ,  0.78678679,  0.96969697],\n",
       "        [-0.88485011,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.88485011,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.32516893,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32516893,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32516893,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.7546055 ,  0.        ,  0.57307307,  0.99967011],\n",
       "        [ 0.7546263 ,  0.        ,  0.84534535,  0.9996801 ],\n",
       "        [-1.32516893,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.61097506,  0.        ,  1.        ,  1.        ],\n",
       "        [-0.5230751 ,  0.        ,  0.37787788,  0.5       ],\n",
       "        [-0.5230751 ,  0.        ,  0.37787788,  0.5       ],\n",
       "        ...,\n",
       "        [-0.5230751 ,  0.        ,  0.37787788,  0.5       ],\n",
       "        [-0.5230751 ,  0.        ,  0.37787788,  0.5       ],\n",
       "        [ 1.61097506,  0.        ,  1.        ,  1.        ]]),\n",
       " array([[ 0.66144595,  0.        ,  0.79479479,  0.13924051],\n",
       "        [-0.21627413,  0.        ,  0.53053053,  0.06329114],\n",
       "        [ 0.95401932,  0.        ,  0.85035035,  0.16455696],\n",
       "        ...,\n",
       "        [-0.94770753,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.22258591,  0.        ,  0.68268268,  0.10126582],\n",
       "        [-0.80142085,  0.        ,  0.21871872,  0.01265823]]),\n",
       " array([[-5.60288835e-01,  0.00000000e+00,  5.05005005e-01,\n",
       "          1.27000000e-07],\n",
       "        [-5.60288553e-01,  0.00000000e+00,  6.38138138e-01,\n",
       "          2.47000000e-07],\n",
       "        [-5.60288579e-01,  0.00000000e+00,  6.30630631e-01,\n",
       "          2.36000000e-07],\n",
       "        ...,\n",
       "        [-5.60289041e-01,  0.00000000e+00,  2.02702703e-01,\n",
       "          3.90000000e-08],\n",
       "        [-5.60288893e-01,  0.00000000e+00,  4.50450450e-01,\n",
       "          1.02000000e-07],\n",
       "        [-5.60288201e-01,  0.00000000e+00,  7.00500501e-01,\n",
       "          3.97000000e-07]]),\n",
       " array([[ 0.58452759,  0.        ,  0.50900901,  0.39079409],\n",
       "        [ 0.63151662,  0.        ,  0.88174848,  0.39904573],\n",
       "        [-1.64085212,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.62259269,  0.        ,  0.85478812,  0.39747862],\n",
       "        [ 0.58900063,  0.        ,  0.61461461,  0.39157959],\n",
       "        [ 0.92835349,  0.        ,  0.99773751,  0.45117261]]),\n",
       " array([[-0.14145065,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14145065,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14145065,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.14145065,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14145065,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14145065,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.19938628,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19938628,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19938628,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.19938628,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19938628,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19938628,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.60902371, 0.        , 0.34734735, 0.97979798],\n",
       "        [0.63172963, 0.        , 0.7037037 , 0.98989899],\n",
       "        [0.63172963, 0.        , 0.7037037 , 0.98989899],\n",
       "        ...,\n",
       "        [0.63172963, 0.        , 0.7037037 , 0.98989899],\n",
       "        [0.60902371, 0.        , 0.34734735, 0.97979798],\n",
       "        [0.60902371, 0.        , 0.34734735, 0.97979798]]),\n",
       " array([[-0.3454683,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3454683,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3454683,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.3454683,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3454683,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3454683,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-0.48614757,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614757,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614757,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.48614757,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614757,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614757,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.53792838,  0.        ,  0.1991992 ,  0.01850185],\n",
       "        [ 0.64693739,  0.        ,  0.64614615,  0.99989999],\n",
       "        [ 0.64693739,  0.        ,  0.64614615,  0.99989999],\n",
       "        ...,\n",
       "        [ 0.64693739,  0.        ,  0.64614615,  0.99989999],\n",
       "        [ 0.64693739,  0.        ,  0.64614615,  0.99989999],\n",
       "        [-1.53837368,  0.        ,  0.1971972 ,  0.01830183]]),\n",
       " array([[0.58953948, 0.        , 0.33483483, 1.        ],\n",
       "        [0.58953948, 0.        , 0.7037037 , 1.        ],\n",
       "        [0.58953948, 0.        , 0.7037037 , 1.        ],\n",
       "        ...,\n",
       "        [0.58953948, 0.        , 0.7037037 , 1.        ],\n",
       "        [0.58953948, 0.        , 0.33483483, 1.        ],\n",
       "        [0.58953948, 0.        , 0.33483483, 1.        ]]),\n",
       " array([[-0.07239309,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07239309,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07239309,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07239309,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07239309,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07239309,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.21620294,  0.        ,  0.71571572,  0.10301769],\n",
       "        [-0.48973599,  0.        ,  0.41341341,  0.03850156],\n",
       "        [-0.33033043,  0.        ,  0.47847848,  0.05306972],\n",
       "        ...,\n",
       "        [-0.91102213,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12538041,  0.        ,  0.54904905,  0.07180021],\n",
       "        [ 0.40976685,  0.        ,  0.74924925,  0.1207076 ]]),\n",
       " array([[ 0.44358352,  0.        ,  0.34934935,  0.75331893],\n",
       "        [ 0.44449927,  0.        ,  0.61511512,  0.75357495],\n",
       "        [-2.25087341,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.44417606,  0.        ,  0.50550551,  0.75348459],\n",
       "        [ 0.44482247,  0.        ,  0.74824825,  0.75366531],\n",
       "        [ 0.44350272,  0.        ,  0.33283283,  0.75329634]]),\n",
       " array([[-4.33363157e-01,  0.00000000e+00,  5.16516517e-01,\n",
       "          1.72000000e-07],\n",
       "        [-4.33362639e-01,  0.00000000e+00,  6.98698699e-01,\n",
       "          3.61000000e-07],\n",
       "        [-4.33362981e-01,  0.00000000e+00,  6.00600601e-01,\n",
       "          2.36000000e-07],\n",
       "        ...,\n",
       "        [-4.33363521e-01,  0.00000000e+00,  1.63163163e-01,\n",
       "          3.90000000e-08],\n",
       "        [-4.33363236e-01,  0.00000000e+00,  4.67967968e-01,\n",
       "          1.43000000e-07],\n",
       "        [-4.33362239e-01,  0.00000000e+00,  7.57090424e-01,\n",
       "          5.07000001e-07]]),\n",
       " array([[-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-0.02738149,  0.        ,  0.5       ,  0.5       ],\n",
       "        [-0.02738149,  0.        ,  0.5       ,  0.5       ],\n",
       "        [-0.02738149,  0.        ,  0.5       ,  0.5       ],\n",
       "        ...,\n",
       "        [-0.02738149,  0.        ,  0.5       ,  0.5       ],\n",
       "        [-0.02738149,  0.        ,  0.5       ,  0.5       ],\n",
       "        [-0.02738149,  0.        ,  0.5       ,  0.5       ]]),\n",
       " array([[-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.3864961,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-1.43620869e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.43620869e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.19343744e-01,  0.00000000e+00,  7.26226226e-01,\n",
       "          1.94287935e-04],\n",
       "        ...,\n",
       "        [-1.43620869e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.43620869e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.43620869e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.21876894,  0.        ,  0.38038038,  0.02702703],\n",
       "        [-0.1514011 ,  0.        ,  0.46446446,  0.03203203],\n",
       "        [-0.1918218 ,  0.        ,  0.41291291,  0.02902903],\n",
       "        ...,\n",
       "        [-0.31308391,  0.        ,  0.24424424,  0.02002002],\n",
       "        [-0.28613677,  0.        ,  0.28378378,  0.02202202],\n",
       "        [-0.29961034,  0.        ,  0.26626627,  0.02102102]]),\n",
       " array([[-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.09315891,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09315891,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09315891,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09315891,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09315891,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09315891,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.15247787,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15247787,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15247787,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15247787,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15247787,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15247787,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.02429158,  0.        ,  0.73623624,  0.11111111],\n",
       "        [ 0.07418253,  0.        ,  0.79029029,  0.13131313],\n",
       "        [-0.46742509,  0.        ,  0.22922923,  0.02020202],\n",
       "        ...,\n",
       "        [-0.51666214,  0.        ,  0.12612613,  0.01010101],\n",
       "        [-0.31971392,  0.        ,  0.46396396,  0.05050505],\n",
       "        [ 0.2218937 ,  0.        ,  0.84784785,  0.16161616]]),\n",
       " array([[ 2.09413888,  0.        ,  0.89289289,  1.        ],\n",
       "        [-0.47752331,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752331,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.47752331,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752331,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752331,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-7.25216351e-01,  0.00000000e+00,  5.15015015e-01,\n",
       "          6.00600601e-02],\n",
       "        [-7.90600128e-01,  0.00000000e+00,  4.45945946e-01,\n",
       "          3.00300300e-02],\n",
       "        [ 1.57997802e-02,  0.00000000e+00,  6.09109109e-01,\n",
       "          4.00400400e-01],\n",
       "        ...,\n",
       "        [ 1.31911639e+00,  0.00000000e+00,  8.96896897e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 1.31911639e+00,  0.00000000e+00,  8.96896897e-01,\n",
       "          9.98998999e-01],\n",
       "        [-8.53804445e-01,  0.00000000e+00,  1.98198198e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-0.32491246,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32491246,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.88747425,  0.        ,  0.93043043,  0.08333333],\n",
       "        ...,\n",
       "        [-0.32491246,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32491246,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32491246,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.10942553,  0.        ,  0.77377377,  0.98989899],\n",
       "        [ 1.10942553,  0.        ,  0.77377377,  0.98989899],\n",
       "        [-0.89747239,  0.        ,  0.35035035,  0.01010101],\n",
       "        ...,\n",
       "        [-0.91816206,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.10942553,  0.        ,  0.77377377,  0.98989899],\n",
       "        [-0.91816206,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.41087848,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3782967 ,  0.        ,  0.42742743,  0.01010101],\n",
       "        [-0.3782967 ,  0.        ,  0.42742743,  0.01010101],\n",
       "        ...,\n",
       "        [-0.41087848,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34571491,  0.        ,  0.62162162,  0.02020202],\n",
       "        [-0.34571491,  0.        ,  0.62162162,  0.02020202]]),\n",
       " array([[ 0.46234194,  0.        ,  0.39139139,  0.17522924],\n",
       "        [ 0.50186987,  0.        ,  0.84951618,  0.17802284],\n",
       "        [-2.01705412,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.50661026,  0.        ,  0.86578245,  0.17835786],\n",
       "        [ 0.46915625,  0.        ,  0.57257257,  0.17571083],\n",
       "        [ 0.5630752 ,  0.        ,  0.95137577,  0.18234848]]),\n",
       " array([[-0.08266986,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08266986,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08266986,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.08266986,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08266986,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.0557267 ,  0.        ,  0.96646647,  0.01010101]]),\n",
       " array([[ 0.65566474,  0.        ,  0.37087087,  0.97979798],\n",
       "        [ 0.67776943,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.67776943,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.67776943,  0.        ,  0.71271271,  0.98989899],\n",
       "        [-1.44428046,  0.        ,  0.30780781,  0.02020202],\n",
       "        [-1.48848983,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.97120377,  0.        ,  0.41491491,  0.1001001 ],\n",
       "        [ 0.86721252,  0.        ,  0.71221221,  0.998999  ],\n",
       "        [ 0.86721252,  0.        ,  0.71221221,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.86721252,  0.        ,  0.71221221,  0.998999  ],\n",
       "        [-1.02238463,  0.        ,  0.4004004 ,  0.07507508],\n",
       "        [-1.17592719,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.29856405,  0.        ,  0.41041041,  0.03030303],\n",
       "        [ 0.11858929,  0.        ,  0.6986987 ,  0.06060606],\n",
       "        [-0.57666627,  0.        ,  0.13963964,  0.01010101],\n",
       "        ...,\n",
       "        [-0.57666627,  0.        ,  0.13963964,  0.01010101],\n",
       "        [ 0.2576404 ,  0.        ,  0.76376376,  0.07070707],\n",
       "        [ 0.2576404 ,  0.        ,  0.76376376,  0.07070707]]),\n",
       " array([[-0.09735847,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09735847,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09735847,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09735847,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09735847,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09735847,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.13318195, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.13318195, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.13318195, 0.        , 0.54304304, 0.998999  ],\n",
       "        ...,\n",
       "        [0.13318195, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.13318195, 0.        , 0.54304304, 0.998999  ],\n",
       "        [0.13318195, 0.        , 0.54304304, 0.998999  ]]),\n",
       " array([[-0.28807477,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28807477,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24309103,  0.        ,  0.52852853,  0.01010101],\n",
       "        ...,\n",
       "        [-0.28807477,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28807477,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24309103,  0.        ,  0.52852853,  0.01010101]]),\n",
       " array([[-0.11455373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11455373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11455373,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.11455373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11455373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11455373,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.21629995,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.25826323,  0.        ,  0.9034034 ,  0.03030303],\n",
       "        [-0.21629995,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.21629995,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.1000755 ,  0.        ,  0.81481481,  0.02020202],\n",
       "        [ 0.1000755 ,  0.        ,  0.81481481,  0.02020202]]),\n",
       " array([[-9.70295950e-02,  0.00000000e+00,  2.35995692e-01,\n",
       "          5.34500001e-06],\n",
       "        [-9.69938379e-02,  0.00000000e+00,  3.05805806e-01,\n",
       "          8.76200001e-06],\n",
       "        [-9.68961207e-02,  0.00000000e+00,  4.62597701e-01,\n",
       "          1.81000000e-05],\n",
       "        ...,\n",
       "        [-9.70685124e-02,  0.00000000e+00,  1.24541149e-01,\n",
       "          1.62600000e-06],\n",
       "        [-9.65210742e-02,  0.00000000e+00,  6.95551960e-01,\n",
       "          5.39400001e-05],\n",
       "        [-9.51138230e-02,  0.00000000e+00,  9.03563527e-01,\n",
       "          1.88419000e-04]]),\n",
       " array([[0.11874271, 0.        , 0.1011011 , 0.98996576],\n",
       "        [0.12032524, 0.        , 0.20970971, 0.99015378],\n",
       "        [0.12365688, 0.        , 0.94244244, 0.99054961],\n",
       "        ...,\n",
       "        [0.12057511, 0.        , 0.23523524, 0.99018347],\n",
       "        [0.12432321, 0.        , 0.98048048, 0.99062877],\n",
       "        [0.12182448, 0.        , 0.40590591, 0.9903319 ]]),\n",
       " array([[-0.07603483,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07603483,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07603483,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07603483,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.08479291,  0.        ,  0.95545546,  0.01010101],\n",
       "        [-0.07603483,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.12347912,  0.        ,  0.47847848,  0.5       ],\n",
       "        [-0.12347912,  0.        ,  0.47847848,  0.5       ],\n",
       "        [-0.12347912,  0.        ,  0.47847848,  0.5       ],\n",
       "        ...,\n",
       "        [-0.12347912,  0.        ,  0.47847848,  0.5       ],\n",
       "        [-0.12347912,  0.        ,  0.47847848,  0.5       ],\n",
       "        [-0.12347912,  0.        ,  0.47847848,  0.5       ]]),\n",
       " array([[ 7.74980832,  0.        ,  0.997998  ,  0.1       ],\n",
       "        [-0.20247751,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.20247751,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.20247751,  0.        ,  0.        ,  0.        ],\n",
       "        [ 7.74980832,  0.        ,  0.997998  ,  0.1       ],\n",
       "        [-0.20247751,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.78688194,  0.        ,  0.16116116,  0.04204204],\n",
       "        [-0.65536441,  0.        ,  0.51301301,  0.1001001 ],\n",
       "        [ 1.37408713,  0.        ,  0.7037037 ,  0.995996  ],\n",
       "        ...,\n",
       "        [-0.65536441,  0.        ,  0.51301301,  0.1001001 ],\n",
       "        [-0.80728983,  0.        ,  0.11161161,  0.03303303],\n",
       "        [ 1.37408713,  0.        ,  0.7037037 ,  0.995996  ]]),\n",
       " array([[0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        ...,\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ],\n",
       "        [0.20230093, 0.        , 0.56706707, 1.        ]]),\n",
       " array([[-0.30653345,  0.        ,  0.57557558,  0.02020202],\n",
       "        [-0.30653345,  0.        ,  0.57557558,  0.02020202],\n",
       "        [-0.34286471,  0.        ,  0.36086086,  0.01010101],\n",
       "        ...,\n",
       "        [-0.34286471,  0.        ,  0.36086086,  0.01010101],\n",
       "        [-0.23387093,  0.        ,  0.8013013 ,  0.04040404],\n",
       "        [-0.23387093,  0.        ,  0.8013013 ,  0.04040404]]),\n",
       " array([[-0.9587778 ,  0.        ,  0.17267267,  0.45      ],\n",
       "        [ 0.58210968,  0.        ,  0.67417417,  0.8       ],\n",
       "        [-2.93991883,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.4626168 ,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.31795754,  0.        ,  0.56906907,  0.74      ],\n",
       "        [ 0.67016039,  0.        ,  0.70820821,  0.82      ]]),\n",
       " array([[ 1.19036351,  0.        ,  0.78178178,  0.99928059],\n",
       "        [-0.83992132,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.19042441,  0.        ,  0.7967968 ,  0.99931057],\n",
       "        ...,\n",
       "        [-0.83992132,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.19066802,  0.        ,  0.85035035,  0.99943047],\n",
       "        [-0.83992132,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.20496231, 0.        , 0.52002002, 0.5       ],\n",
       "        [0.20496231, 0.        , 0.52002002, 0.5       ],\n",
       "        [0.20496231, 0.        , 0.52002002, 0.5       ],\n",
       "        ...,\n",
       "        [0.20496231, 0.        , 0.52002002, 0.5       ],\n",
       "        [0.20496231, 0.        , 0.52002002, 0.5       ],\n",
       "        [0.20496231, 0.        , 0.52002002, 0.5       ]]),\n",
       " array([[-0.43986156,  0.        ,  0.66466466,  0.04040404],\n",
       "        [-0.46675708,  0.        ,  0.56156156,  0.03030303],\n",
       "        [-0.5205481 ,  0.        ,  0.18918919,  0.01010101],\n",
       "        ...,\n",
       "        [-0.5205481 ,  0.        ,  0.18918919,  0.01010101],\n",
       "        [-0.41296605,  0.        ,  0.72672673,  0.05050505],\n",
       "        [-0.49365259,  0.        ,  0.40540541,  0.02020202]]),\n",
       " array([[-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.07151047,  0.        ,  0.94294294,  0.99998   ]]),\n",
       " array([[-0.53950326,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.86904833,  0.        ,  0.88688689,  0.98989899],\n",
       "        [ 1.86904833,  0.        ,  0.88688689,  0.98989899],\n",
       "        ...,\n",
       "        [-0.53950326,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.53950326,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.53950326,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.65399081,  0.        ,  0.36536537,  0.997998  ],\n",
       "        [ 0.65628421,  0.        ,  0.71271271,  0.998999  ],\n",
       "        [ 0.65628421,  0.        ,  0.71271271,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.65628421,  0.        ,  0.71271271,  0.998999  ],\n",
       "        [ 0.65399081,  0.        ,  0.36536537,  0.997998  ],\n",
       "        [-1.59354207,  0.        ,  0.08208208,  0.01701702]]),\n",
       " array([[-0.1433841 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.1433841 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.60143672,  0.        ,  0.95929496,  0.00714221],\n",
       "        ...,\n",
       "        [-0.1433841 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.1433841 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.1433841 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 5.82554817e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.82554817e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.82554817e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 5.82554817e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.71652912e+00,  0.00000000e+00,  2.07683845e-01,\n",
       "          5.09940001e-05],\n",
       "        [ 5.82554817e-01,  0.00000000e+00,  6.62162162e-01,\n",
       "          9.99999999e-01]]),\n",
       " array([[-0.30721341,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30721341,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30721341,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30721341,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30721341,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27086833,  0.        ,  0.91191191,  0.01010101]]),\n",
       " array([[ 0.41933715,  0.        ,  0.43643644,  0.17522924],\n",
       "        [ 0.4510358 ,  0.        ,  0.83896396,  0.17731615],\n",
       "        [-2.24226215,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.46685861,  0.        ,  0.89376043,  0.17835786],\n",
       "        [ 0.42665222,  0.        ,  0.61911912,  0.17571083],\n",
       "        [ 0.48769066,  0.        ,  0.93272395,  0.17972936]]),\n",
       " array([[ 0.51816074,  0.        ,  0.6031031 ,  0.98989899],\n",
       "        [ 0.51816074,  0.        ,  0.6031031 ,  0.98989899],\n",
       "        [-1.92206083,  0.        ,  0.14514515,  0.01010101],\n",
       "        ...,\n",
       "        [ 0.51816074,  0.        ,  0.6031031 ,  0.98989899],\n",
       "        [ 0.51816074,  0.        ,  0.6031031 ,  0.98989899],\n",
       "        [-1.94721776,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.53048535,  0.        ,  0.33683684,  0.01010101],\n",
       "        [-0.47878253,  0.        ,  0.5995996 ,  0.03030303],\n",
       "        [-0.55633676,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.97710143,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [ 1.97710143,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [-0.50463394,  0.        ,  0.4994995 ,  0.02020202]]),\n",
       " array([[ 0.14225616,  0.        ,  0.74624625,  0.14342687],\n",
       "        [-0.41000347,  0.        ,  0.36036036,  0.11155423],\n",
       "        [-0.34097101,  0.        ,  0.42042042,  0.11553831],\n",
       "        ...,\n",
       "        [-0.68613328,  0.        ,  0.13863864,  0.09561791],\n",
       "        [-0.13387365,  0.        ,  0.59159159,  0.12749055],\n",
       "        [-0.47903592,  0.        ,  0.3003003 ,  0.10757015]]),\n",
       " array([[-0.06556291,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06556291,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06556291,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06556291,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06556291,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06556291,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.49021277,  0.        ,  0.26526527,  0.99868173],\n",
       "        [ 0.49021277,  0.        ,  0.26526527,  0.99868173],\n",
       "        [ 0.49021277,  0.        ,  0.26526527,  0.99868173],\n",
       "        ...,\n",
       "        [-2.03851126,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.49033921,  0.        ,  0.63213213,  0.99873166],\n",
       "        [ 0.49023806,  0.        ,  0.42992993,  0.99869171]]),\n",
       " array([[-0.14264948,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14264948,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14264948,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.14264948,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14264948,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14264948,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.77758071,  0.        ,  0.7002002 ,  0.57142857],\n",
       "        [-1.04800497,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.04800497,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.04800497,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.23397713,  0.        ,  0.87387387,  0.71428571],\n",
       "        [ 0.77758071,  0.        ,  0.7002002 ,  0.57142857]]),\n",
       " array([[0.29936458, 0.        , 0.89339339, 1.        ],\n",
       "        [0.29936457, 0.        , 0.42392392, 1.        ],\n",
       "        [0.29936457, 0.        , 0.42392392, 1.        ],\n",
       "        ...,\n",
       "        [0.29936458, 0.        , 0.8033033 , 1.        ],\n",
       "        [0.29936457, 0.        , 0.42392392, 1.        ],\n",
       "        [0.29936457, 0.        , 0.42392392, 1.        ]]),\n",
       " array([[-0.06549075,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06549075,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06549075,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06549075,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06549075,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06549075,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.29665198,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29665198,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29665198,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.29665198,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29665198,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29665198,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.08675574, 0.        , 1.        , 1.        ],\n",
       "        [0.08675574, 0.        , 1.        , 1.        ],\n",
       "        [0.08675574, 0.        , 1.        , 1.        ],\n",
       "        ...,\n",
       "        [0.08675574, 0.        , 1.        , 1.        ],\n",
       "        [0.08675574, 0.        , 1.        , 1.        ],\n",
       "        [0.08675574, 0.        , 1.        , 1.        ]]),\n",
       " array([[-0.55023093,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.55023093,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42536847,  0.        ,  0.38538539,  0.00729927],\n",
       "        ...,\n",
       "        [-0.17564355,  0.        ,  0.62812813,  0.02189781],\n",
       "        [-0.42536847,  0.        ,  0.38538539,  0.00729927],\n",
       "        [-0.30050601,  0.        ,  0.53003003,  0.01459854]]),\n",
       " array([[ 0.67782098,  0.        ,  0.79279279,  0.18181818],\n",
       "        [ 1.0812558 ,  0.        ,  0.86486486,  0.22077922],\n",
       "        [-0.12904868,  0.        ,  0.54704705,  0.1038961 ],\n",
       "        ...,\n",
       "        [-1.07039661,  0.        ,  0.08008008,  0.01298701],\n",
       "        [-0.53248351,  0.        ,  0.36386386,  0.06493506],\n",
       "        [ 1.21573408,  0.        ,  0.88288288,  0.23376623]]),\n",
       " array([[-0.15855235,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15855235,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15855235,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15855235,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15855235,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15855235,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.68191592,  0.        ,  0.73623624,  0.375     ],\n",
       "        [-1.33661635,  0.        ,  0.10960961,  0.125     ],\n",
       "        [-0.32735022,  0.        ,  0.4049049 ,  0.25      ],\n",
       "        ...,\n",
       "        [-1.33661635,  0.        ,  0.10960961,  0.125     ],\n",
       "        [ 0.68191592,  0.        ,  0.73623624,  0.375     ],\n",
       "        [ 1.69118205,  0.        ,  0.93143143,  0.5       ]]),\n",
       " array([[0.44076587, 0.        , 0.34734735, 1.        ],\n",
       "        [0.44076587, 0.        , 0.7037037 , 1.        ],\n",
       "        [0.44076587, 0.        , 0.7037037 , 1.        ],\n",
       "        ...,\n",
       "        [0.44076587, 0.        , 0.7037037 , 1.        ],\n",
       "        [0.44076587, 0.        , 0.34734735, 1.        ],\n",
       "        [0.44076587, 0.        , 0.34734735, 1.        ]]),\n",
       " array([[0.23128302, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128302, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128302, 0.        , 0.52352352, 0.98989899],\n",
       "        ...,\n",
       "        [0.23128302, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128302, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128302, 0.        , 0.52352352, 0.98989899]]),\n",
       " array([[ 0.97954108,  0.        ,  0.71521522,  0.99994   ],\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.97954108,  0.        ,  0.71521522,  0.99994   ],\n",
       "        ...,\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.60902009, 0.        , 0.34734735, 0.97979798],\n",
       "        [0.63172952, 0.        , 0.7042042 , 0.98989899],\n",
       "        [0.63172952, 0.        , 0.7042042 , 0.98989899],\n",
       "        ...,\n",
       "        [0.63172952, 0.        , 0.7042042 , 0.98989899],\n",
       "        [0.60902009, 0.        , 0.34734735, 0.97979798],\n",
       "        [0.60902009, 0.        , 0.34734735, 0.97979798]]),\n",
       " array([[-0.76658714,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.76658714,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.76658714,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.76658714,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.26984652,  0.        ,  0.67167167,  0.07692308],\n",
       "        [ 0.26984652,  0.        ,  0.67167167,  0.07692308]]),\n",
       " array([[-0.52335759,  0.        ,  0.2957958 ,  0.01      ],\n",
       "        [-0.52335759,  0.        ,  0.2957958 ,  0.01      ],\n",
       "        [-0.52335759,  0.        ,  0.2957958 ,  0.01      ],\n",
       "        ...,\n",
       "        [-0.52335759,  0.        ,  0.2957958 ,  0.01      ],\n",
       "        [-0.52335759,  0.        ,  0.2957958 ,  0.01      ],\n",
       "        [-0.10441118,  0.        ,  0.58658659,  0.0135    ]]),\n",
       " array([[ 0.90454838,  0.        ,  0.64164164,  0.99986002],\n",
       "        [-1.10550796,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.10550796,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.10550796,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.90456848,  0.        ,  0.83433433,  0.99987002],\n",
       "        [ 0.90456848,  0.        ,  0.83433433,  0.99987002]]),\n",
       " array([[-0.08754153,  0.        ,  0.54704705,  0.01010101],\n",
       "        [-0.24627015,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08754153,  0.        ,  0.54704705,  0.01010101],\n",
       "        ...,\n",
       "        [-0.08754153,  0.        ,  0.54704705,  0.01010101],\n",
       "        [-0.24627015,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.07118709,  0.        ,  0.77927928,  0.02020202]]),\n",
       " array([[-0.67764502,  0.        ,  0.22622623,  0.03503504],\n",
       "        [-0.54487318,  0.        ,  0.55655656,  0.09109109],\n",
       "        [ 1.59844354,  0.        ,  0.77127127,  0.995996  ],\n",
       "        ...,\n",
       "        [-0.66816131,  0.        ,  0.24924925,  0.03903904],\n",
       "        [-0.59940447,  0.        ,  0.42442442,  0.06806807],\n",
       "        [-0.57095337,  0.        ,  0.49149149,  0.08008008]]),\n",
       " array([[-0.02632945,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02632945,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02632945,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.02632945,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02632945,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02632945,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.96988978,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.03102811,  0.        ,  0.65715716,  0.99948027],\n",
       "        [-0.96988978,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.96988978,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.03102811,  0.        ,  0.65715716,  0.99948027],\n",
       "        [ 1.03102811,  0.        ,  0.65715716,  0.99948027]]),\n",
       " array([[ 1.79691345,  0.        ,  0.89289289,  0.99799599],\n",
       "        [-0.58497961,  0.        ,  0.0990991 ,  0.00400802],\n",
       "        [-0.5633697 ,  0.        ,  0.43843844,  0.01302605],\n",
       "        ...,\n",
       "        [ 1.79451235,  0.        ,  0.8028028 ,  0.99699399],\n",
       "        [-0.58257851,  0.        ,  0.14314314,  0.00501002],\n",
       "        [-0.58978182,  0.        ,  0.02552553,  0.00200401]]),\n",
       " array([[-0.11476992,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11476992,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11476992,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.11476992,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11476992,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11476992,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.04115242,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.96071171,  0.        ,  0.85635636,  0.9995104 ],\n",
       "        [-1.04115242,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.04115242,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.96013136,  0.        ,  0.66166166,  0.99922064],\n",
       "        [ 0.96005131,  0.        ,  0.54604605,  0.99918067]]),\n",
       " array([[ 0.16211814,  0.        ,  0.65615616,  0.03503504],\n",
       "        [-0.3528413 ,  0.        ,  0.3973974 ,  0.01401401],\n",
       "        [ 1.19203703,  0.        ,  0.94994995,  0.07707708],\n",
       "        ...,\n",
       "        [-0.6961476 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27927567,  0.        ,  0.43393393,  0.01701702],\n",
       "        [-0.62258196,  0.        ,  0.23073073,  0.003003  ]]),\n",
       " array([[-0.36601356,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601356,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601356,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36601356,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601356,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601356,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        ...,\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ],\n",
       "        [0.16042123, 0.        , 0.52252252, 1.        ]]),\n",
       " array([[ 0.56146203,  0.        ,  0.38038038,  0.99982003],\n",
       "        [-1.78100059,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.56146203,  0.        ,  0.38038038,  0.99982003],\n",
       "        ...,\n",
       "        [ 0.56146203,  0.        ,  0.38038038,  0.99982003],\n",
       "        [ 0.56148545,  0.        ,  0.6961962 ,  0.99983003],\n",
       "        [ 0.56148545,  0.        ,  0.6961962 ,  0.99983003]]),\n",
       " array([[0.21746471, 0.        , 0.23773774, 0.99426322],\n",
       "        [0.21794457, 0.        , 0.60610611, 0.99436264],\n",
       "        [0.21943215, 0.        , 0.85535536, 0.99467086],\n",
       "        ...,\n",
       "        [0.21981604, 0.        , 0.8958959 , 0.9947504 ],\n",
       "        [0.21789659, 0.        , 0.58458458, 0.9943527 ],\n",
       "        [0.21746471, 0.        , 0.23773774, 0.99426322]]),\n",
       " array([[-0.32158273,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27634847,  0.        ,  0.34984985,  0.01010101],\n",
       "        [-0.27634847,  0.        ,  0.34984985,  0.01010101],\n",
       "        ...,\n",
       "        [-0.32158273,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23111421,  0.        ,  0.62562563,  0.02020202],\n",
       "        [-0.27634847,  0.        ,  0.34984985,  0.01010101]]),\n",
       " array([[-0.12050721,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12050721,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.03911168,  0.        ,  0.85185185,  0.01010101],\n",
       "        ...,\n",
       "        [-0.12050721,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12050721,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.03911168,  0.        ,  0.85185185,  0.01010101]]),\n",
       " array([[-1.20131245,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.83620604,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [ 0.83620604,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83620604,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [-1.20131245,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.20131245,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.62414473, 0.        , 0.34684685, 1.        ],\n",
       "        [0.62414473, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.62414473, 0.        , 0.7032032 , 1.        ],\n",
       "        ...,\n",
       "        [0.62414473, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.62414473, 0.        , 0.34684685, 1.        ],\n",
       "        [0.62414473, 0.        , 0.34684685, 1.        ]]),\n",
       " array([[-0.02902206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02902206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02902206,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.02902206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02902206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.02902206,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.02093041,  0.        ,  0.94494494,  0.5       ],\n",
       "        [-0.81734246,  0.        ,  0.26626627,  0.16666667],\n",
       "        [-0.81734246,  0.        ,  0.26626627,  0.16666667],\n",
       "        ...,\n",
       "        [-0.81734246,  0.        ,  0.26626627,  0.16666667],\n",
       "        [ 2.02093041,  0.        ,  0.94494494,  0.5       ],\n",
       "        [ 2.02093041,  0.        ,  0.94494494,  0.5       ]]),\n",
       " array([[-0.01390305,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.01390305,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.01390305,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        ...,\n",
       "        [-0.01390305,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.01390305,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.01390305,  0.        ,  0.4994995 ,  0.5       ]]),\n",
       " array([[0.16227443, 0.        , 0.53653654, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53653654, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53653654, 1.        ],\n",
       "        ...,\n",
       "        [0.16227443, 0.        , 0.53653654, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53653654, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53653654, 1.        ]]),\n",
       " array([[0.35699132, 0.        , 0.39189189, 0.99799599],\n",
       "        [0.36021126, 0.        , 0.71321321, 0.998998  ],\n",
       "        [0.36021126, 0.        , 0.71321321, 0.998998  ],\n",
       "        ...,\n",
       "        [0.36021126, 0.        , 0.71321321, 0.998998  ],\n",
       "        [0.34733151, 0.        , 0.23373373, 0.99498998],\n",
       "        [0.34733151, 0.        , 0.23373373, 0.99498998]]),\n",
       " array([[ 2.09413888,  0.        ,  0.89289289,  1.        ],\n",
       "        [-0.47752363,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752363,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.47752363,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752363,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752363,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.03384816,  0.        ,  0.69069069,  0.01010101],\n",
       "        [-0.19214186,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19214186,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.19214186,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.44103293,  0.        ,  0.95695696,  0.04040404],\n",
       "        [ 0.12444554,  0.        ,  0.83883884,  0.02020202]]),\n",
       " array([[ 1.64514839,  0.        ,  0.86336336,  0.98989899],\n",
       "        [-0.6121251 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.6121251 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.6121251 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.64514839,  0.        ,  0.86336336,  0.98989899],\n",
       "        [-0.6121251 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.33772659,  0.        ,  0.82232232,  0.03030303],\n",
       "        [-0.42518525,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39603236,  0.        ,  0.72072072,  0.01010101],\n",
       "        ...,\n",
       "        [-0.42518525,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42518525,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39603236,  0.        ,  0.72072072,  0.01010101]]),\n",
       " array([[ 0.27876378,  0.        ,  0.24624625,  0.99498998],\n",
       "        [ 0.29547613,  0.        ,  0.7037037 ,  0.998998  ],\n",
       "        [ 0.29547613,  0.        ,  0.7037037 ,  0.998998  ],\n",
       "        ...,\n",
       "        [ 0.29547613,  0.        ,  0.7037037 ,  0.998998  ],\n",
       "        [-2.20302009,  0.        ,  0.06856857,  0.3997996 ],\n",
       "        [ 0.27876378,  0.        ,  0.24624625,  0.99498998]]),\n",
       " array([[-0.3810093 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3810093 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.06867519,  0.        ,  0.88338338,  0.07142857],\n",
       "        ...,\n",
       "        [-0.3810093 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3810093 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3810093 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.21000097,  0.        ,  0.47947948,  0.06060606],\n",
       "        [ 0.19024667,  0.        ,  0.71071071,  0.09090909],\n",
       "        [-0.61024862,  0.        ,  0.17967968,  0.03030303],\n",
       "        ...,\n",
       "        [-0.7436645 ,  0.        ,  0.09059059,  0.02020202],\n",
       "        [ 0.19024667,  0.        ,  0.71071071,  0.09090909],\n",
       "        [ 0.32366255,  0.        ,  0.76676677,  0.1010101 ]]),\n",
       " array([[-1.41077887,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.41077887,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.41077887,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.70882147,  0.        ,  0.67967968,  0.99967011],\n",
       "        [-1.41077887,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.41077887,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.14503207,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14503207,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14503207,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.14503207,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14503207,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14503207,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 6.22361043e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 6.22361046e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.22361046e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 6.22361046e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.22361043e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.99999998e-01],\n",
       "        [-1.60678174e+00,  0.00000000e+00,  1.75915491e-01,\n",
       "          1.39639000e-04]]),\n",
       " array([[-0.20323951,  0.        ,  0.65165165,  0.01850185],\n",
       "        [-0.22641234,  0.        ,  0.47447447,  0.01370137],\n",
       "        [-0.21723976,  0.        ,  0.55755756,  0.01560156],\n",
       "        ...,\n",
       "        [-0.26793034,  0.        ,  0.13313313,  0.00510051],\n",
       "        [-0.2597233 ,  0.        ,  0.21121121,  0.00680068],\n",
       "        [-0.19261862,  0.        ,  0.72372372,  0.02070207]]),\n",
       " array([[-0.14951645,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.04385119,  0.        ,  0.8028028 ,  0.01010101],\n",
       "        [-0.14951645,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.14951645,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14951645,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14951645,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.19888252,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11597199,  0.        ,  0.6966967 ,  0.01010101],\n",
       "        [ 0.13275961,  0.        ,  0.92792793,  0.04040404],\n",
       "        ...,\n",
       "        [-0.19888252,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19888252,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11597199,  0.        ,  0.6966967 ,  0.01010101]]),\n",
       " array([[-0.08004492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08004492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08004492,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.08004492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08004492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08004492,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.64184152,  0.        ,  0.33183183,  0.00700701],\n",
       "        [-0.65102849,  0.        ,  0.07507508,  0.003003  ],\n",
       "        [ 1.62963747,  0.        ,  0.80630631,  0.996997  ],\n",
       "        ...,\n",
       "        [-0.64413826,  0.        ,  0.28228228,  0.00600601],\n",
       "        [-0.63495129,  0.        ,  0.43593594,  0.01001001],\n",
       "        [-0.65102849,  0.        ,  0.07507508,  0.003003  ]]),\n",
       " array([[-9.02266876e-01,  0.00000000e+00,  3.94394394e-01,\n",
       "          1.99800001e-06],\n",
       "        [-9.02268390e-01,  0.00000000e+00,  2.96296296e-01,\n",
       "          1.24500000e-06],\n",
       "        [ 1.10831869e+00,  0.00000000e+00,  7.11711712e-01,\n",
       "          9.99999998e-01],\n",
       "        ...,\n",
       "        [ 1.10831869e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.10831869e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.99999999e-01],\n",
       "        [-9.02264765e-01,  0.00000000e+00,  4.72472472e-01,\n",
       "          3.04800001e-06]]),\n",
       " array([[ 0.6555189 ,  0.        ,  0.37087087,  0.97979798],\n",
       "        [ 0.67777513,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.67777513,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.67777513,  0.        ,  0.71271271,  0.98989899],\n",
       "        [-1.50333537,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.48107914,  0.        ,  0.17717718,  0.01010101]]),\n",
       " array([[ 1.13630692,  0.        ,  0.86286286,  0.98989899],\n",
       "        [-0.88910078,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.88910078,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.88910078,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.13630692,  0.        ,  0.86286286,  0.98989899],\n",
       "        [ 1.1156395 ,  0.        ,  0.64564565,  0.97979798]]),\n",
       " array([[-0.05534882,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05534882,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05534882,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.05534882,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05534882,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05534882,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.61401497,  0.        ,  0.84934935,  0.10405827],\n",
       "        [-0.5973    ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.5973    ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.5973    ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.5973    ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00375567,  0.        ,  0.65615616,  0.05098855]]),\n",
       " array([[0.43823942, 0.        , 0.34734735, 0.997998  ],\n",
       "        [0.44124452, 0.        , 0.7042042 , 0.998999  ],\n",
       "        [0.44124452, 0.        , 0.7042042 , 0.998999  ],\n",
       "        ...,\n",
       "        [0.44124452, 0.        , 0.7042042 , 0.998999  ],\n",
       "        [0.43823942, 0.        , 0.34734735, 0.997998  ],\n",
       "        [0.43823942, 0.        , 0.34734735, 0.997998  ]]),\n",
       " array([[-0.38500966,  0.        ,  0.83083083,  0.01101101],\n",
       "        [-0.41345707,  0.        ,  0.69069069,  0.001001  ],\n",
       "        [-0.41630181,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.41630181,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41630181,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.40776759,  0.        ,  0.75925926,  0.003003  ]]),\n",
       " array([[-1.14190867,  0.        ,  0.33083083,  0.01010101],\n",
       "        [ 0.8676136 ,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.8676136 ,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.8676136 ,  0.        ,  0.71271271,  0.98989899],\n",
       "        [-1.10047522,  0.        ,  0.42342342,  0.03030303],\n",
       "        [-1.16262539,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-3.66013868e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66011538e-01,  0.00000000e+00,  8.51432828e-01,\n",
       "          7.52000001e-07],\n",
       "        [-3.66013868e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-3.66013868e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66013868e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66013868e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.51662289,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49092757,  0.        ,  0.60760761,  0.01010101],\n",
       "        [-0.51662289,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.51662289,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51662289,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49092757,  0.        ,  0.60760761,  0.01010101]]),\n",
       " array([[-9.89377464e-02,  0.00000000e+00,  1.66966333e-01,\n",
       "          4.15000000e-06],\n",
       "        [-9.88294347e-02,  0.00000000e+00,  3.23904986e-01,\n",
       "          1.46900000e-05],\n",
       "        [-9.87896451e-02,  0.00000000e+00,  3.80779353e-01,\n",
       "          1.85620000e-05],\n",
       "        ...,\n",
       "        [-9.89444260e-02,  0.00000000e+00,  1.52152152e-01,\n",
       "          3.50000000e-06],\n",
       "        [-9.84870711e-02,  0.00000000e+00,  6.31054895e-01,\n",
       "          4.80060000e-05],\n",
       "        [-9.65812993e-02,  0.00000000e+00,  9.20667923e-01,\n",
       "          2.33460000e-04]]),\n",
       " array([[-2.83492546e-02,  0.00000000e+00,  9.60226098e-01,\n",
       "          1.82134000e-04],\n",
       "        [-3.38063760e-02,  0.00000000e+00,  5.47047047e-01,\n",
       "          1.81400000e-06],\n",
       "        [-3.35782797e-02,  0.00000000e+00,  7.36530975e-01,\n",
       "          9.35100001e-06],\n",
       "        ...,\n",
       "        [-3.38612741e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.21651238e-02,  0.00000000e+00,  9.08007326e-01,\n",
       "          5.60460001e-05],\n",
       "        [-3.38612741e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.03120623,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.03120623,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.03120623,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        ...,\n",
       "        [-0.03120623,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.03120623,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.03120623,  0.        ,  0.4994995 ,  0.5       ]]),\n",
       " array([[-0.33298503,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33298503,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24027396,  0.        ,  0.68468468,  0.00342466],\n",
       "        ...,\n",
       "        [-0.33298503,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33298503,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33298503,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.3842223 ,  0.        ,  0.35635636,  0.01913509],\n",
       "        [ 0.87652396,  0.        ,  0.85485485,  0.03635668],\n",
       "        [-0.3842223 ,  0.        ,  0.35635636,  0.01913509],\n",
       "        ...,\n",
       "        [ 0.66639958,  0.        ,  0.80680681,  0.03348641],\n",
       "        [-0.2021145 ,  0.        ,  0.67667668,  0.02162266],\n",
       "        [-0.3842223 ,  0.        ,  0.35635636,  0.01913509]]),\n",
       " array([[ 1.79768734e+00,  0.00000000e+00,  8.92892893e-01,\n",
       "          9.99999998e-01],\n",
       "        [-5.56271283e-01,  0.00000000e+00,  4.95495495e-02,\n",
       "          9.60000001e-08],\n",
       "        [-5.56270888e-01,  0.00000000e+00,  1.94194194e-01,\n",
       "          2.64000000e-07],\n",
       "        ...,\n",
       "        [ 1.79768734e+00,  0.00000000e+00,  8.02802803e-01,\n",
       "          9.99999997e-01],\n",
       "        [-5.56270879e-01,  0.00000000e+00,  1.98198198e-01,\n",
       "          2.68000000e-07],\n",
       "        [-5.56270196e-01,  0.00000000e+00,  4.91491491e-01,\n",
       "          5.58000001e-07]]),\n",
       " array([[ 1.0402218 ,  0.        ,  0.67867868,  0.99799599],\n",
       "        [ 1.04224591,  0.        ,  0.88688689,  0.998998  ],\n",
       "        [ 1.04224591,  0.        ,  0.88688689,  0.998998  ],\n",
       "        ...,\n",
       "        [ 1.0402218 ,  0.        ,  0.67867868,  0.99799599],\n",
       "        [ 1.03819769,  0.        ,  0.55005005,  0.99699399],\n",
       "        [-0.97578816,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.51628825,  0.        ,  0.53703704,  0.01010101],\n",
       "        [-0.47006994,  0.        ,  0.68468468,  0.02020202],\n",
       "        [-0.28519667,  0.        ,  0.70570571,  0.06060606],\n",
       "        ...,\n",
       "        [-0.56250657,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.53412065,  0.        ,  0.95795796,  0.67676768],\n",
       "        [-0.51628825,  0.        ,  0.53703704,  0.01010101]]),\n",
       " array([[ 0.06334773,  0.        ,  0.9024024 ,  0.01010101],\n",
       "        [-0.09695318,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09695318,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09695318,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09695318,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.06334773,  0.        ,  0.9024024 ,  0.01010101]]),\n",
       " array([[-0.09815405,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09815405,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09815405,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09815405,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09815405,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09815405,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.37674163,  0.        ,  0.96146146,  0.16161616],\n",
       "        [ 0.71774151,  0.        ,  0.88688689,  0.11111111],\n",
       "        [-0.33665868,  0.        ,  0.3993994 ,  0.03030303],\n",
       "        ...,\n",
       "        [-0.60025872,  0.        ,  0.15965966,  0.01010101],\n",
       "        [-0.07305863,  0.        ,  0.59009009,  0.05050505],\n",
       "        [ 1.2449416 ,  0.        ,  0.95245245,  0.15151515]]),\n",
       " array([[0.58953948, 0.        , 0.33433433, 1.        ],\n",
       "        [0.58953948, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.58953948, 0.        , 0.7032032 , 1.        ],\n",
       "        ...,\n",
       "        [0.58953948, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.58953948, 0.        , 0.33433433, 1.        ],\n",
       "        [0.58953948, 0.        , 0.33433433, 1.        ]]),\n",
       " array([[ 0.47980421,  0.        ,  0.74624625,  0.13924051],\n",
       "        [-0.22194597,  0.        ,  0.51001001,  0.07594937],\n",
       "        [ 0.76050428,  0.        ,  0.81281281,  0.16455696],\n",
       "        ...,\n",
       "        [-1.06404618,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.33945417,  0.        ,  0.70770771,  0.12658228],\n",
       "        [-0.50264604,  0.        ,  0.38488488,  0.05063291]]),\n",
       " array([[ 0.66715758,  0.        ,  0.94344344,  0.99817445],\n",
       "        [ 0.66598758,  0.        ,  0.56506507,  0.99763577],\n",
       "        [ 0.66607425,  0.        ,  0.64914915,  0.99767567],\n",
       "        ...,\n",
       "        [-1.50082545,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.66583592,  0.        ,  0.31081081,  0.99756594],\n",
       "        [-1.50082545,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.58108162,  0.        ,  0.24774775,  0.08708709],\n",
       "        [-0.60359486,  0.        ,  0.18718719,  0.07807808],\n",
       "        [-0.55856837,  0.        ,  0.38838839,  0.0960961 ],\n",
       "        ...,\n",
       "        [-0.68364197,  0.        ,  0.09009009,  0.04604605],\n",
       "        [-0.5735772 ,  0.        ,  0.27877878,  0.09009009],\n",
       "        [-0.5560669 ,  0.        ,  0.41941942,  0.0970971 ]]),\n",
       " array([[-0.51796883,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51796883,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.235896  ,  0.        ,  0.95395395,  0.22222222],\n",
       "        ...,\n",
       "        [-0.51796883,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.235896  ,  0.        ,  0.95395395,  0.22222222],\n",
       "        [-0.51796883,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-5.65302930e-01,  0.00000000e+00,  1.15782449e-01,\n",
       "          1.29000000e-07],\n",
       "        [-5.65301475e-01,  0.00000000e+00,  4.78978979e-01,\n",
       "          7.52000001e-07],\n",
       "        [-5.65277927e-01,  0.00000000e+00,  7.50299465e-01,\n",
       "          1.08400000e-05],\n",
       "        ...,\n",
       "        [-5.65299435e-01,  0.00000000e+00,  6.02936270e-01,\n",
       "          1.62600000e-06],\n",
       "        [-5.65299907e-01,  0.00000000e+00,  5.82916250e-01,\n",
       "          1.42400000e-06],\n",
       "        [-5.65303231e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.48899452,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.24689777,  0.        ,  0.75975976,  0.02      ],\n",
       "        [ 0.24689777,  0.        ,  0.75975976,  0.02      ],\n",
       "        ...,\n",
       "        [-0.48899452,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48899452,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.98279006,  0.        ,  0.88338338,  0.04      ]]),\n",
       " array([[-1.32740876e+00,  0.00000000e+00,  1.36636637e-01,\n",
       "          9.00090009e-04],\n",
       "        [-1.32928557e+00,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.32302951e+00,  0.00000000e+00,  2.21721722e-01,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 7.55234007e-01,  0.00000000e+00,  6.38638639e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 7.55234007e-01,  0.00000000e+00,  6.38638639e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.32907704e+00,  0.00000000e+00,  6.85685686e-02,\n",
       "          1.00010001e-04]]),\n",
       " array([[-0.24509177,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24509177,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24509177,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.24509177,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.14732987,  0.        ,  0.96496496,  0.07692308],\n",
       "        [-0.24509177,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.15424426, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.15424426, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.15424426, 0.        , 0.52252252, 0.998999  ],\n",
       "        ...,\n",
       "        [0.15424426, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.15424426, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.15424426, 0.        , 0.52252252, 0.998999  ]]),\n",
       " array([[ 0.42571501,  0.        ,  0.57607608,  0.99989998],\n",
       "        [ 0.42571501,  0.        ,  0.57607608,  0.99989998],\n",
       "        [-2.34776477,  0.        ,  0.09209209,  0.00290058],\n",
       "        ...,\n",
       "        [ 0.42571501,  0.        ,  0.57607608,  0.99989998],\n",
       "        [ 0.42571501,  0.        ,  0.57607608,  0.99989998],\n",
       "        [ 0.42571501,  0.        ,  0.57607608,  0.99989998]]),\n",
       " array([[-1.04798206e+00,  0.00000000e+00,  1.87687688e-01,\n",
       "          8.00080008e-04],\n",
       "        [-1.04958793e+00,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.04356593e+00,  0.00000000e+00,  3.10810811e-01,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 9.56941487e-01,  0.00000000e+00,  7.14214214e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 9.56941487e-01,  0.00000000e+00,  7.14214214e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.04035420e+00,  0.00000000e+00,  3.83883884e-01,\n",
       "          4.60046005e-03]]),\n",
       " array([[ 0.26278761,  0.        ,  0.82632633,  0.01960784],\n",
       "        [ 0.86874917,  0.        ,  0.90840841,  0.03921569],\n",
       "        [-0.34317394,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.34317394,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.86874917,  0.        ,  0.90840841,  0.03921569],\n",
       "        [-0.34317394,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.32531625,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32531625,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32531625,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.32531625,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32531625,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.15555774,  0.        ,  0.98298298,  0.78843762]]),\n",
       " array([[ 1.06514661e+00,  0.00000000e+00,  6.87687688e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  8.89889890e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  8.89889890e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  6.87687688e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  5.61561562e-01,\n",
       "          9.99999997e-01],\n",
       "        [-9.38803658e-01,  0.00000000e+00,  5.03024193e-01,\n",
       "          3.72510000e-05]]),\n",
       " array([[0.03828067, 0.        , 0.501001  , 0.99899092],\n",
       "        [0.03828067, 0.        , 0.501001  , 0.99899092],\n",
       "        [0.03828067, 0.        , 0.501001  , 0.99899092],\n",
       "        ...,\n",
       "        [0.03828067, 0.        , 0.501001  , 0.99899092],\n",
       "        [0.03828067, 0.        , 0.501001  , 0.99899092],\n",
       "        [0.03828067, 0.        , 0.501001  , 0.99899092]]),\n",
       " array([[-0.10309741,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10309741,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10309741,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.10309741,  0.        ,  0.        ,  0.        ],\n",
       "        [23.25566299,  0.        ,  0.99912956,  0.2       ],\n",
       "        [-0.10309741,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.12180616,  0.        ,  0.90690691,  0.2020202 ],\n",
       "        [ 0.60551391,  0.        ,  0.81781782,  0.15151515],\n",
       "        [-0.32381214,  0.        ,  0.45395395,  0.06060606],\n",
       "        ...,\n",
       "        [-0.84010438,  0.        ,  0.0975976 ,  0.01010101],\n",
       "        [-0.53032904,  0.        ,  0.32482482,  0.04040404],\n",
       "        [ 0.70877236,  0.        ,  0.84034034,  0.16161616]]),\n",
       " array([[ 0.56979186,  0.        ,  0.37737738,  0.99981003],\n",
       "        [ 0.56981511,  0.        ,  0.63913914,  0.99982003],\n",
       "        [-1.75494045,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.56979186,  0.        ,  0.37737738,  0.99981003],\n",
       "        [ 0.56983836,  0.        ,  0.83183183,  0.99983003],\n",
       "        [ 0.56979186,  0.        ,  0.37737738,  0.99981003]]),\n",
       " array([[-0.27474962,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27474962,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22988648,  0.        ,  0.63363363,  0.01010101],\n",
       "        ...,\n",
       "        [-0.27474962,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27474962,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27474962,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-3.34067233e-02,  0.00000000e+00,  4.73473473e-01,\n",
       "          4.40000000e-07],\n",
       "        [-3.33649770e-02,  0.00000000e+00,  6.12925425e-01,\n",
       "          1.81400000e-06],\n",
       "        [-3.31362534e-02,  0.00000000e+00,  8.07217978e-01,\n",
       "          9.34200001e-06],\n",
       "        ...,\n",
       "        [-3.34200919e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.33275451e-02,  0.00000000e+00,  6.76330131e-01,\n",
       "          3.04600000e-06],\n",
       "        [-3.33844526e-02,  0.00000000e+00,  5.64481148e-01,\n",
       "          1.17300000e-06]]),\n",
       " array([[-0.11520669,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.02303539,  0.        ,  0.86086086,  0.01010101],\n",
       "        [-0.11520669,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.11520669,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.02303539,  0.        ,  0.86086086,  0.01010101],\n",
       "        [-0.11520669,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.57610973,  0.        ,  0.81281281,  0.9992706 ],\n",
       "        [ 1.57588871,  0.        ,  0.72072072,  0.99917068],\n",
       "        [-0.6343135 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.6343135 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.6343135 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.6343135 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.68422904,  0.        ,  0.24874875,  0.04819277],\n",
       "        [-0.81943287,  0.        ,  0.17117117,  0.03614458],\n",
       "        [-0.5490252 ,  0.        ,  0.32882883,  0.06024096],\n",
       "        ...,\n",
       "        [-0.68422904,  0.        ,  0.24874875,  0.04819277],\n",
       "        [-0.68422904,  0.        ,  0.24874875,  0.04819277],\n",
       "        [-0.5490252 ,  0.        ,  0.32882883,  0.06024096]]),\n",
       " array([[-0.20460869,  0.        ,  0.47947948,  0.25      ],\n",
       "        [-0.20460869,  0.        ,  0.47947948,  0.25      ],\n",
       "        [-0.20460869,  0.        ,  0.47947948,  0.25      ],\n",
       "        ...,\n",
       "        [-0.20460869,  0.        ,  0.47947948,  0.25      ],\n",
       "        [-0.20460869,  0.        ,  0.47947948,  0.25      ],\n",
       "        [-0.20460869,  0.        ,  0.47947948,  0.25      ]]),\n",
       " array([[0.23128372, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128372, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128372, 0.        , 0.52352352, 0.98989899],\n",
       "        ...,\n",
       "        [0.23128372, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128372, 0.        , 0.52352352, 0.98989899],\n",
       "        [0.23128372, 0.        , 0.52352352, 0.98989899]]),\n",
       " array([[-0.36243502,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36243502,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36243502,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36243502,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36243502,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36243502,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.0745649,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0745649,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0745649,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.0745649,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0745649,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0745649,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[-0.13159635,  0.        ,  0.89039039,  0.06060606],\n",
       "        [-0.34775257,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27570049,  0.        ,  0.74624625,  0.02020202],\n",
       "        ...,\n",
       "        [-0.34775257,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34775257,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.31172653,  0.        ,  0.61961962,  0.01010101]]),\n",
       " array([[-0.25835897,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25835897,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25835897,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.25835897,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25835897,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25835897,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.22607823,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22607823,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22607823,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.08628084,  0.        ,  0.8038038 ,  0.02020202],\n",
       "        [ 1.80425576,  0.        ,  0.99449449,  0.13131313],\n",
       "        [ 0.71099899,  0.        ,  0.97147147,  0.06060606]]),\n",
       " array([[0.57281673, 0.        , 0.33633634, 0.97979798],\n",
       "        [0.5961571 , 0.        , 0.7047047 , 0.98989899],\n",
       "        [0.5961571 , 0.        , 0.7047047 , 0.98989899],\n",
       "        ...,\n",
       "        [0.5961571 , 0.        , 0.7047047 , 0.98989899],\n",
       "        [0.57281673, 0.        , 0.33633634, 0.97979798],\n",
       "        [0.57281673, 0.        , 0.33633634, 0.97979798]]),\n",
       " array([[-0.19556609,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.39341602,  0.        ,  0.97347347,  0.11111111],\n",
       "        [-0.19556609,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.19556609,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19556609,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.19556609,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.10643887,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10643887,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10643887,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.10643887,  0.        ,  0.        ,  0.        ],\n",
       "        [18.65926679,  0.        ,  0.99916583,  0.375     ],\n",
       "        [-0.10643887,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.12155477, 0.        , 0.10660661, 0.99961015],\n",
       "        [0.12163813, 0.        , 0.32432432, 0.99962014],\n",
       "        [0.12163813, 0.        , 0.32432432, 0.99962014],\n",
       "        ...,\n",
       "        [0.12155477, 0.        , 0.10660661, 0.99961015],\n",
       "        [0.12197154, 0.        , 0.89439439, 0.99966013],\n",
       "        [0.12155477, 0.        , 0.10660661, 0.99961015]]),\n",
       " array([[0.59862167, 0.        , 0.34484484, 0.97979798],\n",
       "        [0.62149994, 0.        , 0.7047047 , 0.98989899],\n",
       "        [0.62149994, 0.        , 0.7047047 , 0.98989899],\n",
       "        ...,\n",
       "        [0.62149994, 0.        , 0.7047047 , 0.98989899],\n",
       "        [0.59862167, 0.        , 0.34484484, 0.97979798],\n",
       "        [0.59862167, 0.        , 0.34484484, 0.97979798]]),\n",
       " array([[0.37501228, 0.        , 0.89289289, 1.        ],\n",
       "        [0.37501227, 0.        , 0.44294294, 0.99999999],\n",
       "        [0.37501227, 0.        , 0.44294294, 0.99999999],\n",
       "        ...,\n",
       "        [0.37501228, 0.        , 0.8018018 , 1.        ],\n",
       "        [0.37501227, 0.        , 0.44294294, 0.99999999],\n",
       "        [0.37501227, 0.        , 0.44294294, 0.99999999]]),\n",
       " array([[-0.5172157 ,  0.        ,  0.33883884,  0.01010101],\n",
       "        [-0.49125675,  0.        ,  0.55105105,  0.02020202],\n",
       "        [-0.54317464,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.54317464,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49125675,  0.        ,  0.55105105,  0.02020202],\n",
       "        [-0.49125675,  0.        ,  0.55105105,  0.02020202]]),\n",
       " array([[-0.57343465,  0.        ,  0.47547548,  0.00530053],\n",
       "        [-0.55945536,  0.        ,  0.65965966,  0.01130113],\n",
       "        [-0.56295018,  0.        ,  0.63713714,  0.00980098],\n",
       "        ...,\n",
       "        [-0.57390062,  0.        ,  0.46246246,  0.00510051],\n",
       "        [-0.56993982,  0.        ,  0.55305305,  0.00680068],\n",
       "        [-0.54943686,  0.        ,  0.70620621,  0.01560156]]),\n",
       " array([[0.13937717, 0.        , 0.54304304, 1.        ],\n",
       "        [0.13937717, 0.        , 0.54304304, 1.        ],\n",
       "        [0.13937717, 0.        , 0.54304304, 1.        ],\n",
       "        ...,\n",
       "        [0.13937717, 0.        , 0.54304304, 1.        ],\n",
       "        [0.13937717, 0.        , 0.54304304, 1.        ],\n",
       "        [0.13937717, 0.        , 0.54304304, 1.        ]]),\n",
       " array([[-1.46533171e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.46533171e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-8.66546639e-02,  0.00000000e+00,  8.24824825e-01,\n",
       "          2.98775022e-04],\n",
       "        ...,\n",
       "        [-1.46533171e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.46533171e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.46533171e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-3.00289456e-01,  0.00000000e+00,  4.15415415e-01,\n",
       "          4.15000000e-06],\n",
       "        [-3.00265711e-01,  0.00000000e+00,  6.40465026e-01,\n",
       "          1.06900000e-05],\n",
       "        [ 3.33035562e+00,  0.00000000e+00,  9.48948949e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [-3.00291816e-01,  0.00000000e+00,  3.78878879e-01,\n",
       "          3.50000000e-06],\n",
       "        [-3.00297171e-01,  0.00000000e+00,  2.73440107e-01,\n",
       "          2.02500000e-06],\n",
       "        [-3.00173384e-01,  0.00000000e+00,  8.71985018e-01,\n",
       "          3.61200000e-05]]),\n",
       " array([[0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        ...,\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ]]),\n",
       " array([[-5.77293994e-01,  0.00000000e+00,  5.12512513e-01,\n",
       "          1.27000000e-07],\n",
       "        [-5.77293717e-01,  0.00000000e+00,  6.39639640e-01,\n",
       "          2.47000000e-07],\n",
       "        [ 1.73221978e+00,  0.00000000e+00,  7.74274274e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [-5.77294197e-01,  0.00000000e+00,  2.08708709e-01,\n",
       "          3.90000000e-08],\n",
       "        [-5.77294052e-01,  0.00000000e+00,  4.59459459e-01,\n",
       "          1.02000000e-07],\n",
       "        [-5.77293371e-01,  0.00000000e+00,  6.97697698e-01,\n",
       "          3.97000000e-07]]),\n",
       " array([[ 1.10967436e+00,  0.00000000e+00,  7.74274274e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 1.10967436e+00,  0.00000000e+00,  7.74274274e-01,\n",
       "          9.99899990e-01],\n",
       "        [-9.19741651e-01,  0.00000000e+00,  6.50650651e-03,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-9.12229056e-01,  0.00000000e+00,  8.85885886e-02,\n",
       "          4.00040004e-03],\n",
       "        [ 1.10967436e+00,  0.00000000e+00,  7.74274274e-01,\n",
       "          9.99899990e-01],\n",
       "        [-8.92939959e-01,  0.00000000e+00,  4.27927928e-01,\n",
       "          1.35013501e-02]]),\n",
       " array([[-3.19891969e-01,  0.00000000e+00,  3.90390390e-01,\n",
       "          2.00020002e-04],\n",
       "        [-3.18509417e-01,  0.00000000e+00,  6.42142142e-01,\n",
       "          6.00060006e-04],\n",
       "        [-3.19546331e-01,  0.00000000e+00,  4.76476476e-01,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-3.18855055e-01,  0.00000000e+00,  5.98098098e-01,\n",
       "          5.00050005e-04],\n",
       "        [-3.19546331e-01,  0.00000000e+00,  4.76476476e-01,\n",
       "          3.00030003e-04],\n",
       "        [-3.14707400e-01,  0.00000000e+00,  8.58858859e-01,\n",
       "          1.70017002e-03]]),\n",
       " array([[-0.13325287,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13325287,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13325287,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.13325287,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13325287,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13325287,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.4020552 ,  0.        ,  0.34684685,  0.01010101],\n",
       "        [-0.33813553,  0.        ,  0.67417417,  0.03030303],\n",
       "        [-0.4020552 ,  0.        ,  0.34684685,  0.01010101],\n",
       "        ...,\n",
       "        [-0.43401504,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37009537,  0.        ,  0.54654655,  0.02020202],\n",
       "        [-0.37009537,  0.        ,  0.54654655,  0.02020202]]),\n",
       " array([[-8.83401542e-01,  0.00000000e+00,  3.37269255e-01,\n",
       "          1.74900000e-06],\n",
       "        [-8.83401089e-01,  0.00000000e+00,  3.51412278e-01,\n",
       "          1.97400000e-06],\n",
       "        [ 1.13199063e+00,  0.00000000e+00,  7.12212212e-01,\n",
       "          9.99999998e-01],\n",
       "        ...,\n",
       "        [ 1.13199063e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.13199063e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.99999999e-01],\n",
       "        [-8.83396489e-01,  0.00000000e+00,  4.45785207e-01,\n",
       "          4.25600000e-06]]),\n",
       " array([[ 3.54613746,  0.        ,  0.96746747,  0.25      ],\n",
       "        [-0.24865292,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.54613746,  0.        ,  0.96746747,  0.25      ],\n",
       "        ...,\n",
       "        [-0.24865292,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24865292,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.54613746,  0.        ,  0.96746747,  0.25      ]]),\n",
       " array([[ 0.3469802 ,  0.        ,  0.73373373,  0.06666667],\n",
       "        [-0.60066782,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.29462821,  0.        ,  0.8988989 ,  0.13333333],\n",
       "        ...,\n",
       "        [-0.60066782,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.29462821,  0.        ,  0.8988989 ,  0.13333333],\n",
       "        [ 0.3469802 ,  0.        ,  0.73373373,  0.06666667]]),\n",
       " array([[-0.32035311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32035311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32035311,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.32035311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.2804538 ,  0.        ,  0.501001  ,  0.00900901],\n",
       "        [-0.32035311,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.43648644, 0.        , 0.2952953 , 0.99969997],\n",
       "        [0.43703297, 0.        , 0.71271271, 0.99989999],\n",
       "        [0.43703297, 0.        , 0.71271271, 0.99989999],\n",
       "        ...,\n",
       "        [0.43703297, 0.        , 0.71271271, 0.99989999],\n",
       "        [0.43648644, 0.        , 0.2952953 , 0.99969997],\n",
       "        [0.43648644, 0.        , 0.2952953 , 0.99969997]]),\n",
       " array([[-1.16880933,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.86762571,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.86762571,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.86762571,  0.        ,  0.71271271,  0.98989899],\n",
       "        [-1.16880933,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.14802938,  0.        ,  0.26276276,  0.01010101]]),\n",
       " array([[-0.39775307,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39775307,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.42372269,  0.        ,  0.82882883,  0.04166667],\n",
       "        ...,\n",
       "        [-0.39775307,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39775307,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39775307,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.71470114,  0.        ,  0.21721722,  0.03053435],\n",
       "        [-0.80963451,  0.        ,  0.15315315,  0.02290076],\n",
       "        [ 0.13969917,  0.        ,  0.68368368,  0.09923664],\n",
       "        ...,\n",
       "        [-0.71470114,  0.        ,  0.21721722,  0.03053435],\n",
       "        [-0.14510094,  0.        ,  0.56456456,  0.07633588],\n",
       "        [-0.33496767,  0.        ,  0.46496496,  0.0610687 ]]),\n",
       " array([[ 0.93167758,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93167758,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93167758,  0.        ,  0.73023023,  0.98989899],\n",
       "        ...,\n",
       "        [-1.07973119,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.93167758,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93167758,  0.        ,  0.73023023,  0.98989899]]),\n",
       " array([[ 0.64362916,  0.        ,  0.99149149,  0.99985003],\n",
       "        [ 0.64358521,  0.        ,  0.8988989 ,  0.99983003],\n",
       "        [ 0.64356324,  0.        ,  0.56556557,  0.99982003],\n",
       "        ...,\n",
       "        [-1.55383205,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.64356324,  0.        ,  0.56556557,  0.99982003],\n",
       "        [ 0.64356324,  0.        ,  0.56556557,  0.99982003]]),\n",
       " array([[-0.53294456,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.9063506 ,  0.        ,  0.88988989,  0.98989899],\n",
       "        [ 1.9063506 ,  0.        ,  0.88988989,  0.98989899],\n",
       "        ...,\n",
       "        [-0.53294456,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.53294456,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.53294456,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.79096775,  0.        ,  0.84734735,  0.11111111],\n",
       "        [-0.38823974,  0.        ,  0.43643644,  0.03030303],\n",
       "        [ 0.64356681,  0.        ,  0.81731732,  0.1010101 ],\n",
       "        ...,\n",
       "        [-0.83044255,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.05396307,  0.        ,  0.63863864,  0.06060606],\n",
       "        [-0.68304161,  0.        ,  0.24874875,  0.01010101]]),\n",
       " array([[-0.61261293,  0.        ,  0.14614615,  0.02902903],\n",
       "        [-0.12422621,  0.        ,  0.39289289,  0.06406406],\n",
       "        [-0.71029027,  0.        ,  0.10510511,  0.02202202],\n",
       "        ...,\n",
       "        [ 0.3781144 ,  0.        ,  0.84584585,  0.1001001 ],\n",
       "        [-0.15213403,  0.        ,  0.37837838,  0.06206206],\n",
       "        [ 0.23857534,  0.        ,  0.64464464,  0.09009009]]),\n",
       " array([[-1.46853644e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.46853644e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.22633713e-01,  0.00000000e+00,  7.00700701e-01,\n",
       "          1.94287935e-04],\n",
       "        ...,\n",
       "        [-1.46853644e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.46853644e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.46853644e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-3.12294398e+00,  0.00000000e+00,  8.20820821e-02,\n",
       "          5.80058006e-03],\n",
       "        [ 3.19449990e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 3.19449990e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99899990e-01],\n",
       "        ...,\n",
       "        [ 3.19449990e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99899990e-01],\n",
       "        [-3.13922089e+00,  0.00000000e+00,  1.95195195e-02,\n",
       "          1.10011001e-03],\n",
       "        [ 3.18757356e-01,  0.00000000e+00,  2.61261261e-01,\n",
       "          9.99699970e-01]]),\n",
       " array([[-0.20731873,  0.        ,  0.5990991 ,  0.04040404],\n",
       "        [-0.15756839,  0.        ,  0.68268268,  0.05050505],\n",
       "        [-0.35656977,  0.        ,  0.20870871,  0.01010101],\n",
       "        ...,\n",
       "        [-0.35656977,  0.        ,  0.20870871,  0.01010101],\n",
       "        [-0.15756839,  0.        ,  0.68268268,  0.05050505],\n",
       "        [-0.05806769,  0.        ,  0.7997998 ,  0.07070707]]),\n",
       " array([[ 0.64332712,  0.        ,  0.66216216,  0.98989899],\n",
       "        [ 0.64332712,  0.        ,  0.66216216,  0.98989899],\n",
       "        [ 0.64332712,  0.        ,  0.66216216,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.64332712,  0.        ,  0.66216216,  0.98989899],\n",
       "        [-1.57187622,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.64332712,  0.        ,  0.66216216,  0.98989899]]),\n",
       " array([[ 0.36252033,  0.        ,  0.55605606,  0.98989899],\n",
       "        [-2.75772476,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.36252033,  0.        ,  0.55605606,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.36252033,  0.        ,  0.55605606,  0.98989899],\n",
       "        [ 0.36252033,  0.        ,  0.55605606,  0.98989899],\n",
       "        [ 0.36252033,  0.        ,  0.55605606,  0.98989899]]),\n",
       " array([[ 0.21698616,  0.        ,  0.74524525,  0.03448276],\n",
       "        [-0.49991473,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.21698616,  0.        ,  0.74524525,  0.03448276],\n",
       "        ...,\n",
       "        [-0.49991473,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.21698616,  0.        ,  0.74524525,  0.03448276],\n",
       "        [-0.49991473,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.14724588,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14724588,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14724588,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.14724588,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14724588,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14724588,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.2620981 ,  0.        ,  0.7007007 ,  0.09009009],\n",
       "        [-0.46374988,  0.        ,  0.58808809,  0.03003003],\n",
       "        [ 0.7797694 ,  0.        ,  0.82882883,  0.4004004 ],\n",
       "        ...,\n",
       "        [-0.5612149 ,  0.        ,  0.27827828,  0.001001  ],\n",
       "        [-0.5612149 ,  0.        ,  0.27827828,  0.001001  ],\n",
       "        [-0.5612149 ,  0.        ,  0.27827828,  0.001001  ]]),\n",
       " array([[-0.08194672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08194672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08194672,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.08194672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08194672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08194672,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.49247217,  0.        ,  0.67067067,  0.01330133],\n",
       "        [-0.51451957,  0.        ,  0.22022022,  0.00450045],\n",
       "        [-0.50675287,  0.        ,  0.41391391,  0.00760076],\n",
       "        ...,\n",
       "        [ 1.9790921 ,  0.        ,  0.8963964 ,  0.99989999],\n",
       "        [ 1.9790921 ,  0.        ,  0.8963964 ,  0.99989999],\n",
       "        [-0.51201418,  0.        ,  0.28278278,  0.00550055]]),\n",
       " array([[-0.35119241,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.35119241,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.29031014,  0.        ,  0.93443443,  0.25      ],\n",
       "        ...,\n",
       "        [-0.35119241,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.35119241,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.35119241,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 3.29321372,  0.        ,  0.98598599,  0.09      ],\n",
       "        [-0.37553967,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37553967,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.37553967,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.29321372,  0.        ,  0.98598599,  0.09      ],\n",
       "        [-0.37553967,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.63834374,  0.        ,  0.36586587,  0.97979798],\n",
       "        [ 0.66063208,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.66063208,  0.        ,  0.71321321,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.66063208,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.63834374,  0.        ,  0.36586587,  0.97979798],\n",
       "        [-1.52362526,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.17344548,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.17344548,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.17344548,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.17344548,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.17344548,  0.        ,  0.        ,  0.        ],\n",
       "        [ 8.88904124,  0.        ,  0.99856575,  0.34372751]]),\n",
       " array([[-0.18333031,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18333031,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18333031,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.18333031,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18333031,  0.        ,  0.        ,  0.        ],\n",
       "        [ 5.4550589 ,  0.        ,  0.98148148,  0.98286427]]),\n",
       " array([[ 2.76040276,  0.        ,  0.91441441,  0.97979798],\n",
       "        [-0.37001055,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37001055,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.37001055,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37001055,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37001055,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.09496328,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.06546754,  0.        ,  0.90740741,  0.01010101],\n",
       "        [-0.09496328,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09496328,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09496328,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.06546754,  0.        ,  0.90740741,  0.01010101]]),\n",
       " array([[-0.06373418,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06373418,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06373418,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06373418,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06373418,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06373418,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.26506225,  0.        ,  0.86286286,  0.5       ],\n",
       "        [-1.09153961,  0.        ,  0.17617618,  0.16666667],\n",
       "        [ 0.08676132,  0.        ,  0.55755756,  0.33333333],\n",
       "        ...,\n",
       "        [-1.09153961,  0.        ,  0.17617618,  0.16666667],\n",
       "        [ 1.26506225,  0.        ,  0.86286286,  0.5       ],\n",
       "        [ 2.44336318,  0.        ,  0.97847848,  0.66666667]]),\n",
       " array([[-0.08221529,  0.        ,  0.53253253,  0.00668896],\n",
       "        [-0.08221529,  0.        ,  0.53253253,  0.00668896],\n",
       "        [-0.08221529,  0.        ,  0.53253253,  0.00668896],\n",
       "        ...,\n",
       "        [-0.34613152,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08221529,  0.        ,  0.53253253,  0.00668896],\n",
       "        [-0.08221529,  0.        ,  0.53253253,  0.00668896]]),\n",
       " array([[-0.45440358,  0.        ,  0.11761762,  0.01001001],\n",
       "        [-0.34888846,  0.        ,  0.34934935,  0.03803804],\n",
       "        [-0.4280248 ,  0.        ,  0.16316316,  0.01701702],\n",
       "        ...,\n",
       "        [-0.11524785,  0.        ,  0.84584585,  0.1001001 ],\n",
       "        [-0.11524785,  0.        ,  0.84584585,  0.1001001 ],\n",
       "        [-0.35265686,  0.        ,  0.34184184,  0.03703704]]),\n",
       " array([[-0.0774016,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0774016,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0774016,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.0774016,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0774016,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0774016,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[ 0.30205618,  0.        ,  0.69169169,  0.04804805],\n",
       "        [-0.1606164 ,  0.        ,  0.46246246,  0.02902903],\n",
       "        [ 1.00824064,  0.        ,  0.92642643,  0.07707708],\n",
       "        ...,\n",
       "        [-0.86680087,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30672353,  0.        ,  0.38688689,  0.02302302],\n",
       "        [-0.64764017,  0.        ,  0.21021021,  0.00900901]]),\n",
       " array([[ 0.25206528,  0.        ,  0.66866867,  0.23232323],\n",
       "        [ 0.08966639,  0.        ,  0.61111111,  0.21212121],\n",
       "        [-0.5599292 ,  0.        ,  0.32632633,  0.13131313],\n",
       "        ...,\n",
       "        [-1.20952479,  0.        ,  0.06306306,  0.05050505],\n",
       "        [ 1.22645867,  0.        ,  0.88988989,  0.35353535],\n",
       "        [ 1.06405977,  0.        ,  0.86586587,  0.33333333]]),\n",
       " array([[ 0.63832207,  0.        ,  0.36486486,  0.97979798],\n",
       "        [ 0.6606309 ,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.6606309 ,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.6606309 ,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.63832207,  0.        ,  0.36486486,  0.97979798],\n",
       "        [-1.52563502,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.48411281,  0.        ,  0.42792793,  0.99982003],\n",
       "        [ 0.48411281,  0.        ,  0.42792793,  0.99982003],\n",
       "        [ 0.48411281,  0.        ,  0.42792793,  0.99982003],\n",
       "        ...,\n",
       "        [-2.06555893,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.48413831,  0.        ,  0.76826827,  0.99983003],\n",
       "        [ 0.48413831,  0.        ,  0.76826827,  0.99983003]]),\n",
       " array([[-1.20986624,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.83621229,  0.        ,  0.7032032 ,  0.98989899],\n",
       "        [ 0.83621229,  0.        ,  0.7032032 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83621229,  0.        ,  0.7032032 ,  0.98989899],\n",
       "        [-1.20986624,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.20986624,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.89172822,  0.        ,  0.83933934,  0.17647059],\n",
       "        [ 2.25777071,  0.        ,  0.96496496,  0.29411765],\n",
       "        [-0.01896677,  0.        ,  0.59009009,  0.09803922],\n",
       "        ...,\n",
       "        [-0.92966176,  0.        ,  0.14664665,  0.01960784],\n",
       "        [-0.01896677,  0.        ,  0.59009009,  0.09803922],\n",
       "        [ 2.25777071,  0.        ,  0.96496496,  0.29411765]]),\n",
       " array([[ 2.7597564 ,  0.        ,  0.91491491,  0.97979798],\n",
       "        [-0.37825533,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37825533,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.37825533,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34590469,  0.        ,  0.68968969,  0.01010101],\n",
       "        [-0.37825533,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.51160508,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51160508,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51160508,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.97987157,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [ 1.97987157,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [-0.46075862,  0.        ,  0.77177177,  0.02020202]]),\n",
       " array([[-1.29494762,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.86640414,  0.        ,  0.71321321,  0.998999  ],\n",
       "        [ 0.86640414,  0.        ,  0.71321321,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.86640414,  0.        ,  0.71321321,  0.998999  ],\n",
       "        [-1.24080554,  0.        ,  0.09459459,  0.02502503],\n",
       "        [-1.07837931,  0.        ,  0.32382382,  0.1001001 ]]),\n",
       " array([[0.58023831, 0.        , 0.5985986 , 0.99969997],\n",
       "        [0.58023831, 0.        , 0.5985986 , 0.99969997],\n",
       "        [0.58023831, 0.        , 0.5985986 , 0.99969997],\n",
       "        ...,\n",
       "        [0.58023831, 0.        , 0.5985986 , 0.99969997],\n",
       "        [0.58023831, 0.        , 0.5985986 , 0.99969997],\n",
       "        [0.58023831, 0.        , 0.5985986 , 0.99969997]]),\n",
       " array([[-0.07656442,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07656442,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07656442,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07656442,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07656442,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07656442,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-4.47128221e-01,  0.00000000e+00,  5.28528529e-01,\n",
       "          1.72000000e-07],\n",
       "        [-4.47127714e-01,  0.00000000e+00,  7.08708709e-01,\n",
       "          3.61000000e-07],\n",
       "        [-4.47128049e-01,  0.00000000e+00,  6.11611612e-01,\n",
       "          2.36000000e-07],\n",
       "        ...,\n",
       "        [-4.47128578e-01,  0.00000000e+00,  1.69169169e-01,\n",
       "          3.90000000e-08],\n",
       "        [-4.47128409e-01,  0.00000000e+00,  3.88888889e-01,\n",
       "          1.02000000e-07],\n",
       "        [-4.47127561e-01,  0.00000000e+00,  7.35402069e-01,\n",
       "          4.18000000e-07]]),\n",
       " array([[-0.05905227,  0.        ,  0.502002  ,  0.00550964],\n",
       "        [-0.05905227,  0.        ,  0.502002  ,  0.00550964],\n",
       "        [-0.05905227,  0.        ,  0.502002  ,  0.00550964],\n",
       "        ...,\n",
       "        [-0.05905227,  0.        ,  0.502002  ,  0.00550964],\n",
       "        [-0.05905227,  0.        ,  0.502002  ,  0.00550964],\n",
       "        [-0.05905227,  0.        ,  0.502002  ,  0.00550964]]),\n",
       " array([[-0.51692503,  0.        ,  0.2037037 ,  0.04504505],\n",
       "        [-0.44849394,  0.        ,  0.36936937,  0.06906907],\n",
       "        [-0.37150896,  0.        ,  0.65965966,  0.0960961 ],\n",
       "        ...,\n",
       "        [-0.51407374,  0.        ,  0.20970971,  0.04604605],\n",
       "        [-0.4057245 ,  0.        ,  0.50700701,  0.08408408],\n",
       "        [-0.51407374,  0.        ,  0.20970971,  0.04604605]]),\n",
       " array([[-0.1933285 ,  0.        ,  0.46196196,  0.5       ],\n",
       "        [-0.1933285 ,  0.        ,  0.46196196,  0.5       ],\n",
       "        [-0.1933285 ,  0.        ,  0.46196196,  0.5       ],\n",
       "        ...,\n",
       "        [-0.1933285 ,  0.        ,  0.46196196,  0.5       ],\n",
       "        [ 2.38375639,  0.        ,  1.        ,  1.        ],\n",
       "        [-0.1933285 ,  0.        ,  0.46196196,  0.5       ]]),\n",
       " array([[0.30864279, 0.        , 0.78628629, 0.99981004],\n",
       "        [0.30864279, 0.        , 0.78628629, 0.99981004],\n",
       "        [0.30853632, 0.        , 0.17867868, 0.99978005],\n",
       "        ...,\n",
       "        [0.30857181, 0.        , 0.4009009 , 0.99979004],\n",
       "        [0.30867828, 0.        , 0.88388388, 0.99982004],\n",
       "        [0.30857181, 0.        , 0.4009009 , 0.99979004]]),\n",
       " array([[-0.49344692,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49344692,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49344692,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.49344692,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49344692,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.46741924,  0.        ,  0.75175175,  0.01010101]]),\n",
       " array([[-0.16062912,  0.        ,  0.78228228,  0.08080808],\n",
       "        [-0.12308061,  0.        ,  0.81231231,  0.09090909],\n",
       "        [-0.42346862,  0.        ,  0.17717718,  0.01010101],\n",
       "        ...,\n",
       "        [-0.42346862,  0.        ,  0.17717718,  0.01010101],\n",
       "        [-0.27327462,  0.        ,  0.63213213,  0.05050505],\n",
       "        [-0.01043511,  0.        ,  0.86636637,  0.12121212]]),\n",
       " array([[-1.14032347,  0.        ,  0.34534535,  0.01010101],\n",
       "        [ 0.86761881,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.86761881,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.86761881,  0.        ,  0.71271271,  0.98989899],\n",
       "        [-1.0989226 ,  0.        ,  0.42342342,  0.03030303],\n",
       "        [-1.1610239 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.67670005,  0.        ,  0.43043043,  0.1001001 ],\n",
       "        [-0.67670005,  0.        ,  0.43043043,  0.1001001 ],\n",
       "        [-0.67670005,  0.        ,  0.43043043,  0.1001001 ],\n",
       "        ...,\n",
       "        [-0.6956975 ,  0.        ,  0.1001001 ,  0.09209209],\n",
       "        [-0.68619878,  0.        ,  0.13963964,  0.0960961 ],\n",
       "        [-0.71706964,  0.        ,  0.05305305,  0.08308308]]),\n",
       " array([[ 0.78175195,  0.        ,  0.82382382,  0.04761905],\n",
       "        [-0.48838999,  0.        ,  0.36086086,  0.02380952],\n",
       "        [-0.48838999,  0.        ,  0.36086086,  0.02380952],\n",
       "        ...,\n",
       "        [-0.48838999,  0.        ,  0.36086086,  0.02380952],\n",
       "        [-0.48838999,  0.        ,  0.36086086,  0.02380952],\n",
       "        [-0.48838999,  0.        ,  0.36086086,  0.02380952]]),\n",
       " array([[-0.23128113,  0.        ,  0.46246246,  0.5       ],\n",
       "        [-0.23128113,  0.        ,  0.46246246,  0.5       ],\n",
       "        [-0.23128113,  0.        ,  0.46246246,  0.5       ],\n",
       "        ...,\n",
       "        [-0.23128113,  0.        ,  0.46246246,  0.5       ],\n",
       "        [-0.23128113,  0.        ,  0.46246246,  0.5       ],\n",
       "        [-0.23128113,  0.        ,  0.46246246,  0.5       ]]),\n",
       " array([[ 5.68662715e-01,  0.00000000e+00,  5.14514515e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 5.69129469e-01,  0.00000000e+00,  8.90390390e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 5.69129469e-01,  0.00000000e+00,  8.90390390e-01,\n",
       "          9.99899990e-01],\n",
       "        ...,\n",
       "        [ 5.68662715e-01,  0.00000000e+00,  5.14514515e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.76300572e+00,  0.00000000e+00,  6.95695696e-02,\n",
       "          5.00050005e-04],\n",
       "        [ 5.68662715e-01,  0.00000000e+00,  5.14514515e-01,\n",
       "          9.99699970e-01]]),\n",
       " array([[-0.00920612,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00920612,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00920612,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.00920612,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00920612,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00920612,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.01387057,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01387057,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01387057,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.01387057,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01387057,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01387057,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.26158491,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26158491,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26158491,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.26158491,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26158491,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26158491,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.57759530e+00,  0.00000000e+00,  8.62862863e-01,\n",
       "          9.98998999e-01],\n",
       "        [-7.46294637e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          1.00100100e-03],\n",
       "        [-7.46294637e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          1.00100100e-03],\n",
       "        ...,\n",
       "        [-7.46294637e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          1.00100100e-03],\n",
       "        [ 1.57759530e+00,  0.00000000e+00,  8.62862863e-01,\n",
       "          9.98998999e-01],\n",
       "        [-7.46294637e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          1.00100100e-03]]),\n",
       " array([[0.21803951, 0.        , 0.62112112, 0.99967011],\n",
       "        [0.21803951, 0.        , 0.62112112, 0.99967011],\n",
       "        [0.21794342, 0.        , 0.17167167, 0.99965012],\n",
       "        ...,\n",
       "        [0.21794342, 0.        , 0.17167167, 0.99965012],\n",
       "        [0.21803951, 0.        , 0.62112112, 0.99967011],\n",
       "        [0.21808755, 0.        , 0.75975976, 0.99968011]]),\n",
       " array([[-6.06653996e-01,  0.00000000e+00,  4.13413413e-01,\n",
       "          1.55000000e-06],\n",
       "        [-6.06643510e-01,  0.00000000e+00,  6.33532901e-01,\n",
       "          6.20000001e-06],\n",
       "        [ 1.64839506e+00,  0.00000000e+00,  7.63763764e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [-6.06649599e-01,  0.00000000e+00,  5.44544545e-01,\n",
       "          3.50000000e-06],\n",
       "        [-6.06655857e-01,  0.00000000e+00,  2.41408075e-01,\n",
       "          7.25000001e-07],\n",
       "        [-6.06620238e-01,  0.00000000e+00,  7.12912913e-01,\n",
       "          1.65200000e-05]]),\n",
       " array([[-0.16931422,  0.        ,  0.7977978 ,  0.08080808],\n",
       "        [-0.1333152 ,  0.        ,  0.82432432,  0.09090909],\n",
       "        [-0.45730638,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.42130736,  0.        ,  0.19219219,  0.01010101],\n",
       "        [-0.3133103 ,  0.        ,  0.57807808,  0.04040404],\n",
       "        [-0.06131716,  0.        ,  0.85935936,  0.11111111]]),\n",
       " array([[-5.84004449e-01,  0.00000000e+00,  4.43943944e-01,\n",
       "          1.40014001e-03],\n",
       "        [-5.86076760e-01,  0.00000000e+00,  2.33733734e-01,\n",
       "          5.00050005e-04],\n",
       "        [-5.84695219e-01,  0.00000000e+00,  3.96896897e-01,\n",
       "          1.10011001e-03],\n",
       "        ...,\n",
       "        [ 1.71441793e+00,  0.00000000e+00,  8.71871872e-01,\n",
       "          9.99699970e-01],\n",
       "        [-5.84695219e-01,  0.00000000e+00,  3.96896897e-01,\n",
       "          1.10011001e-03],\n",
       "        [ 1.71441793e+00,  0.00000000e+00,  8.71871872e-01,\n",
       "          9.99699970e-01]]),\n",
       " array([[-0.46026212,  0.        ,  0.36748067,  0.36693303],\n",
       "        [-0.56950691,  0.        ,  0.33619936,  0.33534509],\n",
       "        [ 1.15808482,  0.        ,  0.83389867,  0.83487515],\n",
       "        ...,\n",
       "        [-0.00644677,  0.        ,  0.49773549,  0.49815292],\n",
       "        [-0.58910548,  0.        ,  0.33087157,  0.3296782 ],\n",
       "        [ 0.48766116,  0.        ,  0.64056938,  0.64102335]]),\n",
       " array([[-0.13431162,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13431162,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13431162,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.13431162,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.17714631,  0.        ,  0.93590465,  0.00197026],\n",
       "        [-0.13431162,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.94529815,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.05879774,  0.        ,  1.        ,  1.        ],\n",
       "        [-0.94529815,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.05780216,  0.        ,  0.67017017,  0.99950323],\n",
       "        [ 1.05780216,  0.        ,  0.67017017,  0.99950323],\n",
       "        [-0.94529815,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.54188321,  0.        ,  0.37087087,  0.5       ],\n",
       "        [-0.54188321,  0.        ,  0.37087087,  0.5       ],\n",
       "        [-0.54188321,  0.        ,  0.37087087,  0.5       ],\n",
       "        ...,\n",
       "        [ 1.56284385,  0.        ,  1.        ,  1.        ],\n",
       "        [ 1.56284385,  0.        ,  1.        ,  1.        ],\n",
       "        [-0.54188321,  0.        ,  0.37087087,  0.5       ]]),\n",
       " array([[0.04832705, 0.        , 0.4994995 , 0.99969994],\n",
       "        [0.04832705, 0.        , 0.4994995 , 0.99969994],\n",
       "        [0.04832705, 0.        , 0.4994995 , 0.99969994],\n",
       "        ...,\n",
       "        [0.04832705, 0.        , 0.4994995 , 0.99969994],\n",
       "        [0.04832705, 0.        , 0.4994995 , 0.99969994],\n",
       "        [0.04832705, 0.        , 0.4994995 , 0.99969994]]),\n",
       " array([[-1.06578546,  0.        ,  0.15215215,  0.04081633],\n",
       "        [-1.1610484 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.08960119,  0.        ,  0.12062062,  0.03061224],\n",
       "        ...,\n",
       "        [ 1.10144664,  0.        ,  0.77777778,  0.96938776],\n",
       "        [-0.85144382,  0.        ,  0.36186186,  0.13265306],\n",
       "        [ 1.10144664,  0.        ,  0.77777778,  0.96938776]]),\n",
       " array([[ 0.74683678,  0.        ,  0.94844845,  0.06060606],\n",
       "        [-0.15905747,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15905747,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15905747,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.14290728,  0.        ,  0.90740741,  0.02020202],\n",
       "        [-0.15905747,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 6.23399234e-01,  0.00000000e+00,  3.64864865e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 6.23399236e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.23399236e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 6.23399236e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.23399234e-01,  0.00000000e+00,  3.64864865e-01,\n",
       "          9.99999998e-01],\n",
       "        [-1.60403669e+00,  0.00000000e+00,  2.12837786e-01,\n",
       "          1.39639000e-04]]),\n",
       " array([[ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [-5.45778817e+00,  0.00000000e+00,  3.10730431e-02,\n",
       "          1.39637000e-04]]),\n",
       " array([[-0.50353969,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47741139,  0.        ,  0.61311311,  0.01010101],\n",
       "        [-0.50353969,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.50353969,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.50353969,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47741139,  0.        ,  0.61311311,  0.01010101]]),\n",
       " array([[ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [ 0.65311794,  0.        ,  0.71321321,  1.        ],\n",
       "        [ 0.65311794,  0.        ,  0.71321321,  1.        ],\n",
       "        ...,\n",
       "        [ 0.65311794,  0.        ,  0.71321321,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [-1.5311173 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.63828704,  0.        ,  0.36486486,  0.97979798],\n",
       "        [ 0.66063032,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.66063032,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.66063032,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.63828704,  0.        ,  0.36486486,  0.97979798],\n",
       "        [-1.52901177,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 3.72316131,  0.        ,  0.98348348,  0.04761905],\n",
       "        [-0.13880957,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13880957,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.13880957,  0.        ,  0.        ,  0.        ],\n",
       "        [15.30907398,  0.        ,  0.99905461,  0.19047619],\n",
       "        [-0.13880957,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.23614842,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23614842,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23614842,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.23614842,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23614842,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23614842,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.07523261, 0.        , 0.5005005 , 0.99989999],\n",
       "        [0.07523261, 0.        , 0.5005005 , 0.99989999],\n",
       "        [0.07523261, 0.        , 0.5005005 , 0.99989999],\n",
       "        ...,\n",
       "        [0.07523261, 0.        , 0.5005005 , 0.99989999],\n",
       "        [0.07523261, 0.        , 0.5005005 , 0.99989999],\n",
       "        [0.07523261, 0.        , 0.5005005 , 0.99989999]]),\n",
       " array([[0.21047432, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.21047432, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.21047432, 0.        , 0.52252252, 0.998999  ],\n",
       "        ...,\n",
       "        [0.21047432, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.21047432, 0.        , 0.52252252, 0.998999  ],\n",
       "        [0.21047432, 0.        , 0.52252252, 0.998999  ]]),\n",
       " array([[-0.50407626,  0.        ,  0.7047047 ,  0.01760176],\n",
       "        [-0.51538898,  0.        ,  0.61161161,  0.0130013 ],\n",
       "        [-0.53432549,  0.        ,  0.15215215,  0.00530053],\n",
       "        ...,\n",
       "        [ 1.91045186,  0.        ,  0.89139139,  0.99949995],\n",
       "        [-0.5121919 ,  0.        ,  0.64814815,  0.01430143],\n",
       "        [-0.50235476,  0.        ,  0.71221221,  0.01830183]]),\n",
       " array([[0.2896183 , 0.        , 0.53703704, 0.98989899],\n",
       "        [0.2896183 , 0.        , 0.53703704, 0.98989899],\n",
       "        [0.2896183 , 0.        , 0.53703704, 0.98989899],\n",
       "        ...,\n",
       "        [0.2896183 , 0.        , 0.53703704, 0.98989899],\n",
       "        [0.2896183 , 0.        , 0.53703704, 0.98989899],\n",
       "        [0.2896183 , 0.        , 0.53703704, 0.98989899]]),\n",
       " array([[-1.1801972 ,  0.        ,  0.36136136,  0.01010101],\n",
       "        [ 0.83621233,  0.        ,  0.7047047 ,  0.98989899],\n",
       "        [ 0.83621233,  0.        ,  0.7047047 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83621233,  0.        ,  0.7047047 ,  0.98989899],\n",
       "        [-1.20098493,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.20098493,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.02899865,  0.        ,  0.8953954 ,  0.05050505],\n",
       "        [-0.27328929,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12671491,  0.        ,  0.83583584,  0.03030303],\n",
       "        ...,\n",
       "        [-0.27328929,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27328929,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27328929,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.35477395,  0.        ,  0.55655656,  0.998998  ],\n",
       "        [-2.45874014,  0.        ,  0.06556557,  0.3997996 ],\n",
       "        [ 0.35477395,  0.        ,  0.55655656,  0.998998  ],\n",
       "        ...,\n",
       "        [ 0.35477395,  0.        ,  0.55655656,  0.998998  ],\n",
       "        [ 0.35477395,  0.        ,  0.55655656,  0.998998  ],\n",
       "        [ 0.35477395,  0.        ,  0.55655656,  0.998998  ]]),\n",
       " array([[ 8.63508301e-01,  0.00000000e+00,  5.43043043e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 8.63508303e-01,  0.00000000e+00,  8.27827828e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.15806727e+00,  0.00000000e+00,  1.58658659e-01,\n",
       "          2.64000000e-07],\n",
       "        ...,\n",
       "        [ 8.63508301e-01,  0.00000000e+00,  5.43043043e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 8.63508303e-01,  0.00000000e+00,  8.27827828e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.15806775e+00,  0.00000000e+00,  7.45745746e-02,\n",
       "          2.70000000e-08]]),\n",
       " array([[-0.07907624,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07907624,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07907624,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07907624,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07907624,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07907624,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 6.23452484e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 6.23452486e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.23452486e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 6.23452486e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 6.23452484e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.99999998e-01],\n",
       "        [-1.60397117e+00,  0.00000000e+00,  1.98913199e-01,\n",
       "          1.28000000e-06]]),\n",
       " array([[-0.3416999 ,  0.        ,  0.51651652,  0.01123596],\n",
       "        [-0.0994884 ,  0.        ,  0.64864865,  0.02247191],\n",
       "        [ 0.8693576 ,  0.        ,  0.87737738,  0.06741573],\n",
       "        ...,\n",
       "        [-0.5839114 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.1427231 ,  0.        ,  0.73623624,  0.03370787],\n",
       "        [-0.5839114 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.10204102, 0.        , 0.50550551, 0.33333333],\n",
       "        [0.10204102, 0.        , 0.50550551, 0.33333333],\n",
       "        [0.10204102, 0.        , 0.50550551, 0.33333333],\n",
       "        ...,\n",
       "        [0.10204102, 0.        , 0.50550551, 0.33333333],\n",
       "        [0.10204102, 0.        , 0.50550551, 0.33333333],\n",
       "        [0.10204102, 0.        , 0.50550551, 0.33333333]]),\n",
       " array([[-0.06514564,  0.        ,  0.4974975 ,  0.16666667],\n",
       "        [-0.06514564,  0.        ,  0.4974975 ,  0.16666667],\n",
       "        [-0.06514564,  0.        ,  0.4974975 ,  0.16666667],\n",
       "        ...,\n",
       "        [-0.06514564,  0.        ,  0.4974975 ,  0.16666667],\n",
       "        [-0.06514564,  0.        ,  0.4974975 ,  0.16666667],\n",
       "        [-0.06514564,  0.        ,  0.4974975 ,  0.16666667]]),\n",
       " array([[ 8.51373420e-01,  0.00000000e+00,  8.63363363e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.17458488e+00,  0.00000000e+00,  1.74674675e-01,\n",
       "          4.00000000e-06],\n",
       "        [-1.17457827e+00,  0.00000000e+00,  2.48688689e-01,\n",
       "          7.26200001e-06],\n",
       "        ...,\n",
       "        [ 8.51373416e-01,  0.00000000e+00,  4.53953954e-01,\n",
       "          9.99999997e-01],\n",
       "        [ 8.51373420e-01,  0.00000000e+00,  8.63363363e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 8.51373418e-01,  0.00000000e+00,  6.09109109e-01,\n",
       "          9.99999998e-01]]),\n",
       " array([[-1.15403516,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.86766324,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.86766324,  0.        ,  0.71321321,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.86766324,  0.        ,  0.71321321,  0.98989899],\n",
       "        [-1.15403516,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.15403516,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06615015,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06615015,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06615015,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06615015,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06615015,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06615015,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.34213806,  0.        ,  0.66166166,  0.99989999],\n",
       "        [ 0.34213806,  0.        ,  0.66166166,  0.99989999],\n",
       "        [ 0.34213806,  0.        ,  0.66166166,  0.99989999],\n",
       "        ...,\n",
       "        [ 0.34213806,  0.        ,  0.66166166,  0.99989999],\n",
       "        [-2.91876449,  0.        ,  0.07907908,  0.00390039],\n",
       "        [ 0.34213806,  0.        ,  0.66166166,  0.99989999]]),\n",
       " array([[-0.63570436,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63570436,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63570436,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.63570436,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63570436,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63570436,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.63027628,  0.        ,  0.73073073,  0.98989899],\n",
       "        [ 0.63027628,  0.        ,  0.73073073,  0.98989899],\n",
       "        [ 0.63027628,  0.        ,  0.73073073,  0.98989899],\n",
       "        ...,\n",
       "        [-1.60353593,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.63027628,  0.        ,  0.73073073,  0.98989899],\n",
       "        [ 0.63027628,  0.        ,  0.73073073,  0.98989899]]),\n",
       " array([[-0.39749499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39749499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39749499,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.39749499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39749499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.39749499,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.12155231, 0.        , 0.18868869, 0.99956019],\n",
       "        [0.12163566, 0.        , 0.37537538, 0.99957019],\n",
       "        [0.12155231, 0.        , 0.18868869, 0.99956019],\n",
       "        ...,\n",
       "        [0.12146896, 0.        , 0.05555556, 0.9995502 ],\n",
       "        [0.12188572, 0.        , 0.78728729, 0.99960018],\n",
       "        [0.12171901, 0.        , 0.54854855, 0.99958018]]),\n",
       " array([[-4.86147610e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147610e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147610e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-4.86147610e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147610e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147485e-01,  0.00000000e+00,  7.86126552e-01,\n",
       "          4.90000000e-08]]),\n",
       " array([[ 0.00673725,  0.        ,  0.9004004 ,  0.06060606],\n",
       "        [-0.28698414,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09116988,  0.        ,  0.84734735,  0.04040404],\n",
       "        ...,\n",
       "        [-0.28698414,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28698414,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23803058,  0.        ,  0.59159159,  0.01010101]]),\n",
       " array([[ 2.29997598,  0.        ,  0.89389389,  0.997998  ],\n",
       "        [-0.40040009,  0.        ,  0.6001001 ,  0.05005005],\n",
       "        [-0.2578248 ,  0.        ,  0.7952953 ,  0.1001001 ],\n",
       "        ...,\n",
       "        [-0.47168774,  0.        ,  0.32182182,  0.02502503],\n",
       "        [-0.50590581,  0.        ,  0.14514515,  0.01301301],\n",
       "        [-0.50590581,  0.        ,  0.14514515,  0.01301301]]),\n",
       " array([[-2.96524663e-02,  0.00000000e+00,  9.57911446e-01,\n",
       "          1.30810000e-04],\n",
       "        [-3.35797753e-02,  0.00000000e+00,  5.69650123e-01,\n",
       "          1.03900000e-06],\n",
       "        [-3.35204288e-02,  0.00000000e+00,  6.95695696e-01,\n",
       "          3.00000000e-06],\n",
       "        ...,\n",
       "        [-3.36112190e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.20072599e-02,  0.00000000e+00,  9.28226571e-01,\n",
       "          5.30000001e-05],\n",
       "        [-3.36112190e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.04104097,  0.        ,  0.4974975 ,  0.00566572],\n",
       "        [-0.04104097,  0.        ,  0.4974975 ,  0.00566572],\n",
       "        [-0.04104097,  0.        ,  0.4974975 ,  0.00566572],\n",
       "        ...,\n",
       "        [-0.04104097,  0.        ,  0.4974975 ,  0.00566572],\n",
       "        [-0.04104097,  0.        ,  0.4974975 ,  0.00566572],\n",
       "        [-0.04104097,  0.        ,  0.4974975 ,  0.00566572]]),\n",
       " array([[-3.66013977e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66013977e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66013977e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-3.66013977e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66013977e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.66010343e-01,  0.00000000e+00,  8.63145636e-01,\n",
       "          1.17300000e-06]]),\n",
       " array([[0.09763113, 0.        , 0.55655656, 1.        ],\n",
       "        [0.09763111, 0.        , 0.03653654, 1.        ],\n",
       "        [0.09763113, 0.        , 0.55655656, 1.        ],\n",
       "        ...,\n",
       "        [0.09763113, 0.        , 0.55655656, 1.        ],\n",
       "        [0.09763113, 0.        , 0.55655656, 1.        ],\n",
       "        [0.09763113, 0.        , 0.55655656, 1.        ]]),\n",
       " array([[-0.55437062,  0.        ,  0.06156156,  0.00900901],\n",
       "        [-0.16245026,  0.        ,  0.44844845,  0.03703704],\n",
       "        [-0.2744275 ,  0.        ,  0.32532533,  0.02902903],\n",
       "        ...,\n",
       "        [-0.12045879,  0.        ,  0.49399399,  0.04004004],\n",
       "        [-0.33041613,  0.        ,  0.26776777,  0.02502503],\n",
       "        [-0.30242181,  0.        ,  0.2992993 ,  0.02702703]]),\n",
       " array([[-0.30349295,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30349295,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30349295,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30349295,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30349295,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.29496148,  0.        ,  0.96096096,  0.99762771]]),\n",
       " array([[ 1.16756710e+00,  0.00000000e+00,  8.92892893e-01,\n",
       "          9.99999998e-01],\n",
       "        [-8.56482073e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [ 1.16756709e+00,  0.00000000e+00,  7.08708709e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [ 1.16756709e+00,  0.00000000e+00,  7.08708709e-01,\n",
       "          9.99999997e-01],\n",
       "        [-8.56482059e-01,  0.00000000e+00,  3.93893894e-01,\n",
       "          7.00000001e-09],\n",
       "        [-8.56482069e-01,  0.00000000e+00,  3.58358358e-01,\n",
       "          2.00000000e-09]]),\n",
       " array([[ 0.79296706,  0.        ,  0.69119119,  0.98989899],\n",
       "        [-1.23804834,  0.        ,  0.29179179,  0.04040404],\n",
       "        [ 0.79296706,  0.        ,  0.69119119,  0.98989899],\n",
       "        ...,\n",
       "        [-1.28126144,  0.        ,  0.2022022 ,  0.02020202],\n",
       "        [ 0.79296706,  0.        ,  0.69119119,  0.98989899],\n",
       "        [ 0.79296706,  0.        ,  0.69119119,  0.98989899]]),\n",
       " array([[-0.23194635,  0.        ,  0.55855856,  0.01010101],\n",
       "        [-0.18435594,  0.        ,  0.75475475,  0.02020202],\n",
       "        [-0.27953676,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.27953676,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23194635,  0.        ,  0.55855856,  0.01010101],\n",
       "        [-0.13676554,  0.        ,  0.85385385,  0.03030303]]),\n",
       " array([[-0.12281868,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.78106591,  0.        ,  0.98248248,  0.11111111],\n",
       "        [-0.12281868,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.12281868,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12281868,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12281868,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06333046,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06333046,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06333046,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06333046,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06333046,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06333046,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06676507,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06676507,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06676507,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06676507,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06676507,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06676507,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.10976794,  0.        ,  0.64514515,  0.03003003],\n",
       "        [-0.28707182,  0.        ,  0.44844845,  0.01401401],\n",
       "        [ 1.07706484,  0.        ,  0.93193193,  0.06906907],\n",
       "        ...,\n",
       "        [-0.6343066 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.21266436,  0.        ,  0.48498498,  0.01701702],\n",
       "        [-0.6343066 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-7.53589792e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53589792e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53589792e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-7.53589792e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53589792e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53583252e-02,  0.00000000e+00,  9.21866311e-01,\n",
       "          4.90000000e-08]]),\n",
       " array([[0.34960587, 0.        , 0.67767768, 1.        ],\n",
       "        [0.34960587, 0.        , 0.88638639, 1.        ],\n",
       "        [0.34960587, 0.        , 0.88638639, 1.        ],\n",
       "        ...,\n",
       "        [0.34960587, 0.        , 0.67767768, 1.        ],\n",
       "        [0.34960587, 0.        , 0.54954955, 1.        ],\n",
       "        [0.34960586, 0.        , 0.31431431, 0.99999999]]),\n",
       " array([[0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        ...,\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ]]),\n",
       " array([[-8.55712062e-01,  0.00000000e+00,  2.40740741e-01,\n",
       "          4.50000000e-08],\n",
       "        [-8.55711923e-01,  0.00000000e+00,  4.14414414e-01,\n",
       "          1.14000000e-07],\n",
       "        [ 1.16861753e+00,  0.00000000e+00,  7.11711712e-01,\n",
       "          9.99999998e-01],\n",
       "        ...,\n",
       "        [ 1.16861753e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.16861753e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.99999999e-01],\n",
       "        [-8.55712056e-01,  0.00000000e+00,  2.49249249e-01,\n",
       "          4.80000000e-08]]),\n",
       " array([[-0.27558264,  0.        ,  0.68968969,  0.03030303],\n",
       "        [-0.23920745,  0.        ,  0.78028028,  0.04040404],\n",
       "        [-0.34833302,  0.        ,  0.34734735,  0.01010101],\n",
       "        ...,\n",
       "        [-0.34833302,  0.        ,  0.34734735,  0.01010101],\n",
       "        [-0.23920745,  0.        ,  0.78028028,  0.04040404],\n",
       "        [-0.23920745,  0.        ,  0.78028028,  0.04040404]]),\n",
       " array([[-0.36601382,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601382,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601382,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36601382,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601382,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36601382,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.13158906,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13158906,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13158906,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.13158906,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13158906,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13158906,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.61976064,  0.        ,  0.35435435,  0.21212121],\n",
       "        [-0.51017454,  0.        ,  0.58358358,  0.25252525],\n",
       "        [-0.51017454,  0.        ,  0.58358358,  0.25252525],\n",
       "        ...,\n",
       "        [-0.56496759,  0.        ,  0.41641642,  0.23232323],\n",
       "        [-0.59236411,  0.        ,  0.38638639,  0.22222222],\n",
       "        [-0.75674327,  0.        ,  0.2032032 ,  0.16161616]]),\n",
       " array([[ 0.88154501,  0.        ,  0.9024024 ,  0.9996901 ],\n",
       "        [ 0.8815047 ,  0.        ,  0.73173173,  0.99967011],\n",
       "        [ 0.88152485,  0.        ,  0.84434434,  0.99968011],\n",
       "        ...,\n",
       "        [-1.13440787,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.88148454,  0.        ,  0.54704705,  0.99966011],\n",
       "        [ 0.8815047 ,  0.        ,  0.73173173,  0.99967011]]),\n",
       " array([[-0.17433736,  0.        ,  0.45495495,  0.02020202],\n",
       "        [-0.17433736,  0.        ,  0.45495495,  0.02020202],\n",
       "        [-0.3284633 ,  0.        ,  0.23823824,  0.01010101],\n",
       "        ...,\n",
       "        [-0.48258925,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.17433736,  0.        ,  0.45495495,  0.02020202],\n",
       "        [ 0.13391453,  0.        ,  0.75775776,  0.04040404]]),\n",
       " array([[ 0.3030621 ,  0.        ,  0.55605606,  0.998999  ],\n",
       "        [-3.30202289,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.3030621 ,  0.        ,  0.55605606,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.3030621 ,  0.        ,  0.55605606,  0.998999  ],\n",
       "        [ 0.3030621 ,  0.        ,  0.55605606,  0.998999  ],\n",
       "        [ 0.3030621 ,  0.        ,  0.55605606,  0.998999  ]]),\n",
       " array([[ 6.50408434e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.97997998e-01],\n",
       "        [ 6.52652599e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 6.52652599e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.98998999e-01],\n",
       "        ...,\n",
       "        [ 6.52652599e-01,  0.00000000e+00,  7.13213213e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 6.50408434e-01,  0.00000000e+00,  3.65865866e-01,\n",
       "          9.97997998e-01],\n",
       "        [-1.58478000e+00,  0.00000000e+00,  1.21621622e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-0.10092926,  0.        ,  0.52902903,  0.01010101],\n",
       "        [-0.25924526,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10092926,  0.        ,  0.52902903,  0.01010101],\n",
       "        ...,\n",
       "        [-0.10092926,  0.        ,  0.52902903,  0.01010101],\n",
       "        [-0.25924526,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.05738674,  0.        ,  0.75775776,  0.02020202]]),\n",
       " array([[-0.07055019,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07055019,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07055019,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07055019,  0.        ,  0.        ,  0.        ],\n",
       "        [40.86265205,  0.        ,  0.99937437,  0.44444444],\n",
       "        [-0.07055019,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.39469399,  0.        ,  0.42642643,  0.07407407],\n",
       "        [ 0.14672778,  0.        ,  0.64014014,  0.11851852],\n",
       "        [-1.29706359,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.84587879,  0.        ,  0.2037037 ,  0.03703704],\n",
       "        [ 1.04909738,  0.        ,  0.85585586,  0.19259259],\n",
       "        [ 1.2295713 ,  0.        ,  0.88238238,  0.20740741]]),\n",
       " array([[-0.09667615,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09667615,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09667615,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09667615,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09667615,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09667615,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.22458985,  0.        ,  0.51701702,  0.03030303],\n",
       "        [-0.76794257,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22458985,  0.        ,  0.51701702,  0.03030303],\n",
       "        ...,\n",
       "        [-0.76794257,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22458985,  0.        ,  0.51701702,  0.03030303],\n",
       "        [ 0.31876288,  0.        ,  0.73773774,  0.06060606]]),\n",
       " array([[-0.02849668,  0.        ,  0.65065065,  0.01850185],\n",
       "        [-0.10300962,  0.        ,  0.42342342,  0.01370137],\n",
       "        [-0.07351491,  0.        ,  0.52752753,  0.01560156],\n",
       "        ...,\n",
       "        [-0.23651197,  0.        ,  0.09359359,  0.00510051],\n",
       "        [-0.07972432,  0.        ,  0.50550551,  0.01520152],\n",
       "        [ 0.00565509,  0.        ,  0.73773774,  0.02070207]]),\n",
       " array([[ 0.72724436,  0.        ,  0.86036036,  0.99951024],\n",
       "        [ 0.72722333,  0.        ,  0.57107107,  0.99950024],\n",
       "        [ 0.72722333,  0.        ,  0.57107107,  0.99950024],\n",
       "        ...,\n",
       "        [-1.37507139,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.72722333,  0.        ,  0.57107107,  0.99950024],\n",
       "        [ 0.72722333,  0.        ,  0.57107107,  0.99950024]]),\n",
       " array([[-0.26306205,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26306205,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.21830593,  0.        ,  0.73673674,  0.01010101],\n",
       "        ...,\n",
       "        [-0.26306205,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26306205,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26306205,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.04566261,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04566261,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04566261,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.04566261,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04566261,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04566261,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.48020179,  0.        ,  0.86786787,  0.01694915],\n",
       "        [ 1.269968  ,  0.        ,  0.93793794,  0.03389831],\n",
       "        [-0.30956443,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30956443,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.48020179,  0.        ,  0.86786787,  0.01694915],\n",
       "        [-0.30956443,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.26481858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26481858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26481858,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.26481858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26481858,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.26481858,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[3.69763561e-04, 0.00000000e+00, 3.63863864e-01, 9.96810271e-01],\n",
       "        [1.32508439e-02, 0.00000000e+00, 8.15815816e-01, 9.96909950e-01],\n",
       "        [1.65787160e-03, 0.00000000e+00, 4.61461461e-01, 9.96820239e-01],\n",
       "        ...,\n",
       "        [5.52219571e-03, 0.00000000e+00, 6.47647648e-01, 9.96850143e-01],\n",
       "        [1.65787160e-03, 0.00000000e+00, 4.61461461e-01, 9.96820239e-01],\n",
       "        [3.69763561e-04, 0.00000000e+00, 3.63863864e-01, 9.96810271e-01]]),\n",
       " array([[ 1.13288433,  0.        ,  0.76276276,  0.99615859],\n",
       "        [-0.88255025,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.88255025,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.88255025,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.13395146,  0.        ,  0.90690691,  0.99668604],\n",
       "        [ 1.13393133,  0.        ,  0.9049049 ,  0.99667609]]),\n",
       " array([[0.12838534, 0.        , 0.53603604, 1.        ],\n",
       "        [0.12838534, 0.        , 0.53603604, 1.        ],\n",
       "        [0.12838534, 0.        , 0.53603604, 1.        ],\n",
       "        ...,\n",
       "        [0.12838534, 0.        , 0.53603604, 1.        ],\n",
       "        [0.12838534, 0.        , 0.53603604, 1.        ],\n",
       "        [0.12838534, 0.        , 0.53603604, 1.        ]]),\n",
       " array([[-0.3039604 ,  0.        ,  0.63613614,  0.00560056],\n",
       "        [-0.30145424,  0.        ,  0.69269269,  0.00630063],\n",
       "        [-0.31076282,  0.        ,  0.42042042,  0.00370037],\n",
       "        ...,\n",
       "        [-0.30575051,  0.        ,  0.58758759,  0.00510051],\n",
       "        [-0.30825666,  0.        ,  0.51001001,  0.00440044],\n",
       "        [-0.28892348,  0.        ,  0.84134134,  0.00980098]]),\n",
       " array([[-5.52895920e-01,  0.00000000e+00,  5.43543544e-01,\n",
       "          6.00600601e-02],\n",
       "        [-6.36037194e-01,  0.00000000e+00,  4.68968969e-01,\n",
       "          3.00300300e-02],\n",
       "        [ 3.89371845e-01,  0.00000000e+00,  7.32232232e-01,\n",
       "          4.00400400e-01],\n",
       "        ...,\n",
       "        [ 2.04665456e+00,  0.00000000e+00,  9.15915916e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 2.04665456e+00,  0.00000000e+00,  9.15915916e-01,\n",
       "          9.98998999e-01],\n",
       "        [-7.16407091e-01,  0.00000000e+00,  2.08708709e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[ 0.51829327,  0.        ,  0.6036036 ,  0.99989999],\n",
       "        [ 0.51829327,  0.        ,  0.6036036 ,  0.99989999],\n",
       "        [-1.93820107,  0.        ,  0.08308308,  0.00980098],\n",
       "        ...,\n",
       "        [ 0.51829327,  0.        ,  0.6036036 ,  0.99989999],\n",
       "        [ 0.51829327,  0.        ,  0.6036036 ,  0.99989999],\n",
       "        [-1.93249407,  0.        ,  0.1041041 ,  0.01210121]]),\n",
       " array([[0.46614831, 0.        , 0.54354354, 0.99978005],\n",
       "        [0.4663833 , 0.        , 0.86936937, 0.99987003],\n",
       "        [0.46617442, 0.        , 0.60710711, 0.99979005],\n",
       "        ...,\n",
       "        [0.46622664, 0.        , 0.7032032 , 0.99981005],\n",
       "        [0.46640941, 0.        , 0.88688689, 0.99988003],\n",
       "        [0.46669662, 0.        , 0.9974975 , 0.99999   ]]),\n",
       " array([[-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30815527,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.88435222,  0.        ,  0.51401401,  0.97979798],\n",
       "        [-1.12810089,  0.        ,  0.22272272,  0.02020202],\n",
       "        [-1.04336602,  0.        ,  0.4014014 ,  0.06060606],\n",
       "        ...,\n",
       "        [ 0.90553593,  0.        ,  0.78928929,  0.98989899],\n",
       "        [ 0.88435222,  0.        ,  0.51401401,  0.97979798],\n",
       "        [ 0.90553593,  0.        ,  0.78928929,  0.98989899]]),\n",
       " array([[0.25301552, 0.        , 0.52802803, 0.99499499],\n",
       "        [0.25301552, 0.        , 0.52802803, 0.99499499],\n",
       "        [0.25301552, 0.        , 0.52802803, 0.99499499],\n",
       "        ...,\n",
       "        [0.25301552, 0.        , 0.52802803, 0.99499499],\n",
       "        [0.25301552, 0.        , 0.52802803, 0.99499499],\n",
       "        [0.25301552, 0.        , 0.52802803, 0.99499499]]),\n",
       " array([[-0.16770788,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16770788,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16770788,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.16770788,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16770788,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16770788,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.77701438e+00,  0.00000000e+00,  9.14914915e-01,\n",
       "          9.97997998e-01],\n",
       "        [-3.62467076e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.62467076e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-3.62467076e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.59318148e-01,  0.00000000e+00,  7.29729730e-01,\n",
       "          1.00100100e-03],\n",
       "        [-3.62467076e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-9.88892680e-02,  0.00000000e+00,  1.37137137e-01,\n",
       "          1.10000000e-07],\n",
       "        [-9.88861840e-02,  0.00000000e+00,  3.64364364e-01,\n",
       "          4.12000000e-07],\n",
       "        [-9.88852853e-02,  0.00000000e+00,  4.32432432e-01,\n",
       "          5.00000001e-07],\n",
       "        ...,\n",
       "        [-9.88899931e-02,  0.00000000e+00,  5.15515516e-02,\n",
       "          3.90000000e-08],\n",
       "        [-9.88861942e-02,  0.00000000e+00,  3.63363363e-01,\n",
       "          4.11000000e-07],\n",
       "        [-9.88664442e-02,  0.00000000e+00,  9.19503773e-01,\n",
       "          2.34500000e-06]]),\n",
       " array([[ 0.68386706,  0.        ,  0.65765766,  0.99499499],\n",
       "        [ 0.68386706,  0.        ,  0.65765766,  0.99499499],\n",
       "        [ 0.68386706,  0.        ,  0.65765766,  0.99499499],\n",
       "        ...,\n",
       "        [ 0.68386706,  0.        ,  0.65765766,  0.99499499],\n",
       "        [ 0.68386706,  0.        ,  0.65765766,  0.99499499],\n",
       "        [-1.53127231,  0.        ,  0.05855856,  0.01501502]]),\n",
       " array([[-0.96902089,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.03233914,  0.        ,  0.83133133,  0.99533644],\n",
       "        [-0.96902089,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.96902089,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.03263905,  0.        ,  0.87837838,  0.9954856 ],\n",
       "        [ 1.03261906,  0.        ,  0.87487487,  0.99547565]]),\n",
       " array([[ 0.35150985,  0.        ,  0.75425425,  0.07070707],\n",
       "        [-0.26599884,  0.        ,  0.52002002,  0.03030303],\n",
       "        [ 0.6602642 ,  0.        ,  0.82932933,  0.09090909],\n",
       "        ...,\n",
       "        [-0.72913035,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.19713268,  0.        ,  0.70770771,  0.06060606],\n",
       "        [-0.72913035,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 6.39038372e-05,  0.00000000e+00,  8.14382063e-01,\n",
       "          4.51349895e-04],\n",
       "        [-7.33226986e-02,  0.00000000e+00,  2.13213213e-01,\n",
       "          4.14078673e-09],\n",
       "        [-7.33226986e-02,  0.00000000e+00,  2.13213213e-01,\n",
       "          4.14078673e-09],\n",
       "        ...,\n",
       "        [-7.33226986e-02,  0.00000000e+00,  2.13213213e-01,\n",
       "          4.14078673e-09],\n",
       "        [-3.16471877e-02,  0.00000000e+00,  7.09459459e-01,\n",
       "          2.56318840e-04],\n",
       "        [ 1.07381121e-03,  0.00000000e+00,  8.17817818e-01,\n",
       "          4.57561075e-04]]),\n",
       " array([[-0.46883784,  0.        ,  0.44094094,  0.03030303],\n",
       "        [-0.44029049,  0.        ,  0.53003003,  0.04040404],\n",
       "        [-0.52593256,  0.        ,  0.17317317,  0.01010101],\n",
       "        ...,\n",
       "        [ 2.24316103,  0.        ,  0.91591592,  0.98989899],\n",
       "        [ 2.24316103,  0.        ,  0.91591592,  0.98989899],\n",
       "        [-0.46883784,  0.        ,  0.44094094,  0.03030303]]),\n",
       " array([[-0.06518275,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06518275,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06518275,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06518275,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06518275,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06518275,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.54364076,  0.        ,  0.97447447,  0.07017544],\n",
       "        [-0.34228886,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.34228886,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.34228886,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.54364076,  0.        ,  0.97447447,  0.07017544],\n",
       "        [-0.34228886,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.21805896, 0.        , 0.74374374, 0.99983003],\n",
       "        [0.21801091, 0.        , 0.33733734, 0.99982003],\n",
       "        [0.21801091, 0.        , 0.33733734, 0.99982003],\n",
       "        ...,\n",
       "        [0.21801091, 0.        , 0.33733734, 0.99982003],\n",
       "        [0.21801091, 0.        , 0.33733734, 0.99982003],\n",
       "        [0.218107  , 0.        , 0.9019019 , 0.99984003]]),\n",
       " array([[ 0.7068354 ,  0.        ,  0.38138138,  0.997998  ],\n",
       "        [ 0.70896179,  0.        ,  0.71271271,  0.998999  ],\n",
       "        [ 0.70896179,  0.        ,  0.71271271,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.70896179,  0.        ,  0.71271271,  0.998999  ],\n",
       "        [-1.41317256,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.41317256,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.04365681,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.04365681,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.04365681,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        ...,\n",
       "        [-0.04365681,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.04365681,  0.        ,  0.4994995 ,  0.5       ],\n",
       "        [-0.04365681,  0.        ,  0.4994995 ,  0.5       ]]),\n",
       " array([[-0.46618801,  0.        ,  0.4014014 ,  0.01282051],\n",
       "        [-0.24521486,  0.        ,  0.55705706,  0.02564103],\n",
       "        [ 0.41770458,  0.        ,  0.79429429,  0.06410256],\n",
       "        ...,\n",
       "        [-0.68716116,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.63867773,  0.        ,  0.83783784,  0.07692308],\n",
       "        [-0.68716116,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.00619206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00619206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00619206,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.00619206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00619206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.00619206,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.07076141e+00,  0.00000000e+00,  1.01601602e-01,\n",
       "          9.00090009e-04],\n",
       "        [ 9.37694099e-01,  0.00000000e+00,  6.89189189e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.06794591e+00,  0.00000000e+00,  1.88188188e-01,\n",
       "          2.30023002e-03],\n",
       "        ...,\n",
       "        [ 9.37694099e-01,  0.00000000e+00,  6.89189189e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 9.37694099e-01,  0.00000000e+00,  6.89189189e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.07237026e+00,  0.00000000e+00,  4.45445445e-02,\n",
       "          1.00010001e-04]]),\n",
       " array([[-0.48614785,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614785,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614785,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.48614785,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614785,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48614785,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.62779391, 0.        , 0.34834835, 1.        ],\n",
       "        [0.62779391, 0.        , 0.7047047 , 1.        ],\n",
       "        [0.62779391, 0.        , 0.7047047 , 1.        ],\n",
       "        ...,\n",
       "        [0.62779391, 0.        , 0.7047047 , 1.        ],\n",
       "        [0.62779391, 0.        , 0.34834835, 1.        ],\n",
       "        [0.62779391, 0.        , 0.34834835, 1.        ]]),\n",
       " array([[ 0.36661746,  0.        ,  0.61111111,  0.5       ],\n",
       "        [-1.28334574,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.28334574,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.28334574,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.36661746,  0.        ,  0.61111111,  0.5       ],\n",
       "        [ 0.36661746,  0.        ,  0.61111111,  0.5       ]]),\n",
       " array([[-0.07531499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07531499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07531499,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07531499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07531499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07531499,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.50793403,  0.        ,  0.76076076,  0.01320132],\n",
       "        [ 1.90684603,  0.        ,  0.89039039,  0.99989999],\n",
       "        [ 1.90684603,  0.        ,  0.89039039,  0.99989999],\n",
       "        ...,\n",
       "        [-0.53094126,  0.        ,  0.17667668,  0.00380038],\n",
       "        [-0.52629086,  0.        ,  0.32132132,  0.00570057],\n",
       "        [-0.51821386,  0.        ,  0.61761762,  0.0090009 ]]),\n",
       " array([[-0.16699623,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16699623,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16699623,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.16699623,  0.        ,  0.        ,  0.        ],\n",
       "        [10.07717298,  0.        ,  0.997998  ,  0.18181818],\n",
       "        [-0.16699623,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.01390754,  0.        ,  0.67967968,  0.99979998],\n",
       "        [ 1.01410839,  0.        ,  0.88738739,  0.99989999],\n",
       "        [ 1.01410839,  0.        ,  0.88738739,  0.99989999],\n",
       "        ...,\n",
       "        [ 1.01390754,  0.        ,  0.67967968,  0.99979998],\n",
       "        [ 1.0137067 ,  0.        ,  0.55105105,  0.99969997],\n",
       "        [-0.98168594,  0.        ,  0.42442442,  0.00610061]]),\n",
       " array([[0.45749945, 0.        , 0.55905906, 0.99969997],\n",
       "        [0.45749945, 0.        , 0.55905906, 0.99969997],\n",
       "        [0.45749945, 0.        , 0.55905906, 0.99969997],\n",
       "        ...,\n",
       "        [0.45749945, 0.        , 0.55905906, 0.99969997],\n",
       "        [0.45749945, 0.        , 0.55905906, 0.99969997],\n",
       "        [0.45749945, 0.        , 0.55905906, 0.99969997]]),\n",
       " array([[-0.24755183,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24755183,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24755183,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.24755183,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24755183,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24755183,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.55581901,  0.        ,  0.73023023,  0.998998  ],\n",
       "        [ 0.55581901,  0.        ,  0.73023023,  0.998998  ],\n",
       "        [ 0.55581901,  0.        ,  0.73023023,  0.998998  ],\n",
       "        ...,\n",
       "        [-1.87802267,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.55581901,  0.        ,  0.73023023,  0.998998  ],\n",
       "        [ 0.55581901,  0.        ,  0.73023023,  0.998998  ]]),\n",
       " array([[0.30703176, 0.        , 0.54304304, 0.5       ],\n",
       "        [0.30703176, 0.        , 0.54304304, 0.5       ],\n",
       "        [0.30703176, 0.        , 0.54304304, 0.5       ],\n",
       "        ...,\n",
       "        [0.30703176, 0.        , 0.54304304, 0.5       ],\n",
       "        [0.30703176, 0.        , 0.54304304, 0.5       ],\n",
       "        [0.30703176, 0.        , 0.54304304, 0.5       ]]),\n",
       " array([[0.30162509, 0.        , 0.54304304, 0.33333333],\n",
       "        [0.30162509, 0.        , 0.54304304, 0.33333333],\n",
       "        [0.30162509, 0.        , 0.54304304, 0.33333333],\n",
       "        ...,\n",
       "        [0.30162509, 0.        , 0.54304304, 0.33333333],\n",
       "        [0.30162509, 0.        , 0.54304304, 0.33333333],\n",
       "        [0.30162509, 0.        , 0.54304304, 0.33333333]]),\n",
       " array([[-6.00930757e-01,  0.00000000e+00,  5.39039039e-01,\n",
       "          1.93000000e-07],\n",
       "        [-6.00931161e-01,  0.00000000e+00,  1.95695696e-01,\n",
       "          1.50000000e-08],\n",
       "        [ 1.66408559e+00,  0.00000000e+00,  8.06306306e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [-6.00931056e-01,  0.00000000e+00,  3.59859860e-01,\n",
       "          6.10000001e-08],\n",
       "        [-6.00931086e-01,  0.00000000e+00,  3.23823824e-01,\n",
       "          4.80000000e-08],\n",
       "        [-6.00931183e-01,  0.00000000e+00,  1.41641642e-01,\n",
       "          5.00000001e-09]]),\n",
       " array([[-0.72477797,  0.        ,  0.19219219,  0.01010101],\n",
       "        [-0.67964968,  0.        ,  0.44944945,  0.03030303],\n",
       "        [-0.74734211,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.46394408,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [ 1.46394408,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [-0.70221382,  0.        ,  0.34934935,  0.02020202]]),\n",
       " array([[-0.06415919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06415919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06415919,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06415919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06415919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06415919,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.34840625, 0.        , 0.20520521, 0.99989999],\n",
       "        [0.34872922, 0.        , 1.        , 1.        ],\n",
       "        [0.34872922, 0.        , 1.        , 1.        ],\n",
       "        ...,\n",
       "        [0.34872922, 0.        , 1.        , 1.        ],\n",
       "        [0.34840625, 0.        , 0.20520521, 0.99989999],\n",
       "        [0.34872922, 0.        , 1.        , 1.        ]]),\n",
       " array([[0.16341616, 0.        , 0.54304304, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54304304, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54304304, 1.        ],\n",
       "        ...,\n",
       "        [0.16341616, 0.        , 0.54304304, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54304304, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54304304, 1.        ]]),\n",
       " array([[ 0.93168489,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93168489,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93168489,  0.        ,  0.73023023,  0.98989899],\n",
       "        ...,\n",
       "        [-1.07840342,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.93168489,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93168489,  0.        ,  0.73023023,  0.98989899]]),\n",
       " array([[-0.28598279,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28598279,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28598279,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.28598279,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28598279,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28598279,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-3.41857674e-01,  0.00000000e+00,  3.56356356e-01,\n",
       "          3.37278104e-08],\n",
       "        [ 8.91923847e-01,  0.00000000e+00,  9.13426157e-01,\n",
       "          5.93562245e-03],\n",
       "        [-3.41857674e-01,  0.00000000e+00,  3.56356356e-01,\n",
       "          3.37278104e-08],\n",
       "        ...,\n",
       "        [ 4.64375101e-01,  0.00000000e+00,  8.37837838e-01,\n",
       "          3.87873193e-03],\n",
       "        [-2.75255836e-01,  0.00000000e+00,  6.74070800e-01,\n",
       "          3.20447927e-04],\n",
       "        [-3.41857674e-01,  0.00000000e+00,  3.56356356e-01,\n",
       "          3.37278104e-08]]),\n",
       " array([[-0.09460162,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09460162,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09460162,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09460162,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09460162,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09460162,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.52547508,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.90647211,  0.        ,  0.88988989,  0.98989899],\n",
       "        [ 1.90647211,  0.        ,  0.88988989,  0.98989899],\n",
       "        ...,\n",
       "        [-0.52547508,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52547508,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52547508,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        ...,\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52352352, 1.        ]]),\n",
       " array([[0.42699874, 0.        , 0.72972973, 1.        ],\n",
       "        [0.42699874, 0.        , 0.72972973, 1.        ],\n",
       "        [0.42699874, 0.        , 0.72972973, 1.        ],\n",
       "        ...,\n",
       "        [0.42699873, 0.        , 0.18268268, 1.        ],\n",
       "        [0.42699874, 0.        , 0.72972973, 1.        ],\n",
       "        [0.42699874, 0.        , 0.72972973, 1.        ]]),\n",
       " array([[-1.32462602,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32462602,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32462602,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.75405259,  0.        ,  0.50550551,  0.9952543 ],\n",
       "        [ 0.75338765,  0.        ,  0.38438438,  0.99493593],\n",
       "        [-1.32462602,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.49235603,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49235603,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49235603,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.49235603,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49235603,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.46633898,  0.        ,  0.76626627,  0.01010101]]),\n",
       " array([[-0.47289587,  0.        ,  0.38338338,  0.3997996 ],\n",
       "        [ 0.84491944,  0.        ,  0.71221221,  0.998998  ],\n",
       "        [ 0.84491944,  0.        ,  0.71221221,  0.998998  ],\n",
       "        ...,\n",
       "        [ 0.84491944,  0.        ,  0.71221221,  0.998998  ],\n",
       "        [-0.47289587,  0.        ,  0.38338338,  0.3997996 ],\n",
       "        [-1.35217398,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.48411152,  0.        ,  0.41941942,  0.99982003],\n",
       "        [ 0.48411152,  0.        ,  0.41941942,  0.99982003],\n",
       "        [ 0.48411152,  0.        ,  0.41941942,  0.99982003],\n",
       "        ...,\n",
       "        [-2.06555893,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.48413702,  0.        ,  0.75425425,  0.99983003],\n",
       "        [ 0.48413702,  0.        ,  0.75425425,  0.99983003]]),\n",
       " array([[0.59627479, 0.        , 0.34734735, 1.        ],\n",
       "        [0.59627479, 0.        , 0.7042042 , 1.        ],\n",
       "        [0.59627479, 0.        , 0.7042042 , 1.        ],\n",
       "        ...,\n",
       "        [0.59627479, 0.        , 0.7042042 , 1.        ],\n",
       "        [0.59627479, 0.        , 0.34734735, 1.        ],\n",
       "        [0.59627479, 0.        , 0.34734735, 1.        ]]),\n",
       " array([[-0.30238297,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30238297,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.36958461,  0.        ,  0.97147147,  0.05405405],\n",
       "        ...,\n",
       "        [-0.30238297,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30238297,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30238297,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.03243786,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03243786,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03243786,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.03243786,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03243786,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03243786,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.29524128,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29524128,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29524128,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.29524128,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29524128,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29524128,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.25964051e+00,  0.00000000e+00,  3.43343343e-01,\n",
       "          1.90019002e-03],\n",
       "        [ 7.92531958e-01,  0.00000000e+00,  1.00000000e+00,\n",
       "          1.00000000e+00],\n",
       "        [-1.26293057e+00,  0.00000000e+00,  1.07607608e-01,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [ 7.92531958e-01,  0.00000000e+00,  1.00000000e+00,\n",
       "          1.00000000e+00],\n",
       "        [-1.26272494e+00,  0.00000000e+00,  1.31131131e-01,\n",
       "          4.00040004e-04],\n",
       "        [-1.25881800e+00,  0.00000000e+00,  3.75375375e-01,\n",
       "          2.30023002e-03]]),\n",
       " array([[ 0.69727076,  0.        ,  0.66166166,  0.98989899],\n",
       "        [ 0.69727076,  0.        ,  0.66166166,  0.98989899],\n",
       "        [ 0.69727076,  0.        ,  0.66166166,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.69727076,  0.        ,  0.66166166,  0.98989899],\n",
       "        [-1.46076748,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.69727076,  0.        ,  0.66166166,  0.98989899]]),\n",
       " array([[-0.91363348,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.91363348,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.91363348,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.12532518,  0.        ,  0.77877878,  0.96938776],\n",
       "        [-0.63461808,  0.        ,  0.54904905,  0.13265306],\n",
       "        [ 1.12532518,  0.        ,  0.77877878,  0.96938776]]),\n",
       " array([[-0.16776311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16776311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16776311,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.16776311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16776311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.16776311,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-4.66382902e-01,  0.00000000e+00,  4.27427427e-01,\n",
       "          4.15000000e-06],\n",
       "        [-4.66365828e-01,  0.00000000e+00,  6.18418418e-01,\n",
       "          1.06900000e-05],\n",
       "        [-4.66364236e-01,  0.00000000e+00,  6.29204243e-01,\n",
       "          1.13000000e-05],\n",
       "        ...,\n",
       "        [-4.66384598e-01,  0.00000000e+00,  3.93893894e-01,\n",
       "          3.50000000e-06],\n",
       "        [-4.66388449e-01,  0.00000000e+00,  2.93293293e-01,\n",
       "          2.02500000e-06],\n",
       "        [-4.66303356e-01,  0.00000000e+00,  7.84424424e-01,\n",
       "          3.46200000e-05]]),\n",
       " array([[-0.98358587,  0.        ,  0.13213213,  0.01301301],\n",
       "        [-0.91187476,  0.        ,  0.28478478,  0.04704705],\n",
       "        [ 1.09181787,  0.        ,  0.71221221,  0.997998  ],\n",
       "        ...,\n",
       "        [ 1.09392702,  0.        ,  0.8968969 ,  0.998999  ],\n",
       "        [ 1.09392702,  0.        ,  0.8968969 ,  0.998999  ],\n",
       "        [-0.94773032,  0.        ,  0.20820821,  0.03003003]]),\n",
       " array([[ 0.20370703,  0.        ,  0.97609173,  0.00098526],\n",
       "        [-0.03782813,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03782813,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.03782813,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.39076316,  0.        ,  0.98432281,  0.00174829],\n",
       "        [-0.03782813,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.9951025 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.9951025 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.9951025 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.08768061,  0.        ,  0.55955956,  0.03703704],\n",
       "        [ 0.36603033,  0.        ,  0.72222222,  0.05555556],\n",
       "        [ 2.63458505,  0.        ,  0.97697698,  0.14814815]]),\n",
       " array([[0.46053617, 0.        , 0.58608609, 0.98989899],\n",
       "        [0.46053617, 0.        , 0.58608609, 0.98989899],\n",
       "        [0.46053617, 0.        , 0.58608609, 0.98989899],\n",
       "        ...,\n",
       "        [0.46053617, 0.        , 0.58608609, 0.98989899],\n",
       "        [0.46053617, 0.        , 0.58608609, 0.98989899],\n",
       "        [0.46053617, 0.        , 0.58608609, 0.98989899]]),\n",
       " array([[-0.53225811,  0.        ,  0.20920921,  0.04504505],\n",
       "        [-0.46561085,  0.        ,  0.37237237,  0.06906907],\n",
       "        [-0.39063268,  0.        ,  0.65015015,  0.0960961 ],\n",
       "        ...,\n",
       "        [-0.52948114,  0.        ,  0.21471471,  0.04604605],\n",
       "        [-0.44894903,  0.        ,  0.42042042,  0.07507508],\n",
       "        [-0.51281933,  0.        ,  0.25175175,  0.05205205]]),\n",
       " array([[0.14500687, 0.        , 0.50800801, 0.99969997],\n",
       "        [0.14500687, 0.        , 0.50800801, 0.99969997],\n",
       "        [0.14500687, 0.        , 0.50800801, 0.99969997],\n",
       "        ...,\n",
       "        [0.14500687, 0.        , 0.50800801, 0.99969997],\n",
       "        [0.14500687, 0.        , 0.50800801, 0.99969997],\n",
       "        [0.14500687, 0.        , 0.50800801, 0.99969997]]),\n",
       " array([[-0.36943579,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36943579,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36943579,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36943579,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36943579,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33724459,  0.        ,  0.7997998 ,  0.01010101]]),\n",
       " array([[-0.68826672,  0.        ,  0.2956915 ,  0.32095595],\n",
       "        [-0.80398358,  0.        ,  0.26648048,  0.28745712],\n",
       "        [ 0.13357228,  0.        ,  0.52521811,  0.55886979],\n",
       "        ...,\n",
       "        [-1.27697805,  0.        ,  0.13607271,  0.15053014],\n",
       "        [-1.68636296,  0.        ,  0.03364776,  0.03201746],\n",
       "        [-1.28274173,  0.        ,  0.13488947,  0.14886161]]),\n",
       " array([[ 0.72830195,  0.        ,  0.53403403,  0.99950323],\n",
       "        [-1.37269347,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.37269347,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.37269347,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.72830195,  0.        ,  0.53403403,  0.99950323],\n",
       "        [ 0.72830195,  0.        ,  0.53403403,  0.99950323]]),\n",
       " array([[-4.50551432e-01,  0.00000000e+00,  5.49549550e-01,\n",
       "          2.29700000e-06],\n",
       "        [-4.50548719e-01,  0.00000000e+00,  6.01338180e-01,\n",
       "          3.31300000e-06],\n",
       "        [-4.50556337e-01,  0.00000000e+00,  3.24991658e-01,\n",
       "          4.60000000e-07],\n",
       "        ...,\n",
       "        [-4.50552561e-01,  0.00000000e+00,  5.21104438e-01,\n",
       "          1.87400000e-06],\n",
       "        [-4.50556019e-01,  0.00000000e+00,  3.60760761e-01,\n",
       "          5.79000001e-07],\n",
       "        [-4.50496086e-01,  0.00000000e+00,  8.02696906e-01,\n",
       "          2.30250000e-05]]),\n",
       " array([[ 0.65311793,  0.        ,  0.36486486,  1.        ],\n",
       "        [ 0.65311794,  0.        ,  0.71221221,  1.        ],\n",
       "        [ 0.65311794,  0.        ,  0.71221221,  1.        ],\n",
       "        ...,\n",
       "        [ 0.65311794,  0.        ,  0.71221221,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.36486486,  1.        ],\n",
       "        [-1.53111795,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 8.07531151e-03,  0.00000000e+00,  8.14814815e-01,\n",
       "          4.51349895e-04],\n",
       "        [-7.68199947e-02,  0.00000000e+00,  3.03303303e-01,\n",
       "          4.14078673e-09],\n",
       "        [-7.68199947e-02,  0.00000000e+00,  3.03303303e-01,\n",
       "          4.14078673e-09],\n",
       "        ...,\n",
       "        [-7.68199947e-02,  0.00000000e+00,  3.03303303e-01,\n",
       "          4.14078673e-09],\n",
       "        [-7.68199947e-02,  0.00000000e+00,  3.03303303e-01,\n",
       "          4.14078673e-09],\n",
       "        [-7.68199947e-02,  0.00000000e+00,  3.03303303e-01,\n",
       "          4.14078673e-09]]),\n",
       " array([[ 6.36362401e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 6.36362401e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 6.36362401e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          9.98998999e-01],\n",
       "        ...,\n",
       "        [ 6.36362401e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          9.98998999e-01],\n",
       "        [-1.66330043e+00,  0.00000000e+00,  1.06606607e-01,\n",
       "          1.00100100e-03],\n",
       "        [ 6.36362401e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          9.98998999e-01]]),\n",
       " array([[-0.99070325,  0.        ,  0.3993994 ,  0.1001001 ],\n",
       "        [ 0.86679175,  0.        ,  0.71271271,  0.998999  ],\n",
       "        [ 0.86679175,  0.        ,  0.71271271,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.86679175,  0.        ,  0.71271271,  0.998999  ],\n",
       "        [-1.04241525,  0.        ,  0.36836837,  0.07507508],\n",
       "        [-1.19755124,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.59627479, 0.        , 0.34684685, 1.        ],\n",
       "        [0.59627479, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.59627479, 0.        , 0.7032032 , 1.        ],\n",
       "        ...,\n",
       "        [0.59627479, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.59627479, 0.        , 0.34684685, 1.        ],\n",
       "        [0.59627479, 0.        , 0.34684685, 1.        ]]),\n",
       " array([[-0.07178611,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07178611,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07178611,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07178611,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07178611,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07178611,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.70080221,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06541207,  0.        ,  0.60710711,  0.02941176],\n",
       "        [-0.70080221,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.70080221,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.56997807,  0.        ,  0.79229229,  0.05882353],\n",
       "        [ 1.20536821,  0.        ,  0.88888889,  0.08823529]]),\n",
       " array([[-0.41737206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41737206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41737206,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.41737206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41737206,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41737206,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.1654226 ,  0.        ,  0.78728729,  0.08080808],\n",
       "        [-0.12851232,  0.        ,  0.81581582,  0.09090909],\n",
       "        [-0.42379456,  0.        ,  0.18068068,  0.01010101],\n",
       "        ...,\n",
       "        [-0.42379456,  0.        ,  0.18068068,  0.01010101],\n",
       "        [-0.31306372,  0.        ,  0.56006006,  0.04040404],\n",
       "        [-0.01778149,  0.        ,  0.86786787,  0.12121212]]),\n",
       " array([[ 0.03022386,  0.        ,  0.58408408,  0.23469388],\n",
       "        [-0.10799113,  0.        ,  0.53003003,  0.21428571],\n",
       "        [-0.38442111,  0.        ,  0.41041041,  0.17346939],\n",
       "        ...,\n",
       "        [-1.28281853,  0.        ,  0.04854855,  0.04081633],\n",
       "        [ 0.99772878,  0.        ,  0.85335335,  0.37755102],\n",
       "        [ 0.7904063 ,  0.        ,  0.81231231,  0.34693878]]),\n",
       " array([[-0.36719256,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36719256,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36719256,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36719256,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36719256,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33502153,  0.        ,  0.82182182,  0.01010101]]),\n",
       " array([[-0.05062543,  0.        ,  0.498999  ,  0.5       ],\n",
       "        [-0.05062543,  0.        ,  0.498999  ,  0.5       ],\n",
       "        [-0.05062543,  0.        ,  0.498999  ,  0.5       ],\n",
       "        ...,\n",
       "        [-0.05062543,  0.        ,  0.498999  ,  0.5       ],\n",
       "        [-0.05062543,  0.        ,  0.498999  ,  0.5       ],\n",
       "        [-0.05062543,  0.        ,  0.498999  ,  0.5       ]]),\n",
       " array([[0.28976471, 0.        , 0.53653654, 0.99989998],\n",
       "        [0.28976471, 0.        , 0.53653654, 0.99989998],\n",
       "        [0.28976471, 0.        , 0.53653654, 0.99989998],\n",
       "        ...,\n",
       "        [0.28976471, 0.        , 0.53653654, 0.99989998],\n",
       "        [0.28976471, 0.        , 0.53653654, 0.99989998],\n",
       "        [0.28976471, 0.        , 0.53653654, 0.99989998]]),\n",
       " array([[-7.75160227e-01,  0.00000000e+00,  3.61861862e-01,\n",
       "          1.30026005e-03],\n",
       "        [-7.77023112e-01,  0.00000000e+00,  1.69669670e-01,\n",
       "          4.00080016e-04],\n",
       "        [-7.75781189e-01,  0.00000000e+00,  3.19319319e-01,\n",
       "          1.00020004e-03],\n",
       "        ...,\n",
       "        [ 1.29140106e+00,  0.00000000e+00,  8.12312312e-01,\n",
       "          9.99899980e-01],\n",
       "        [-7.74332277e-01,  0.00000000e+00,  4.03403403e-01,\n",
       "          1.70034007e-03],\n",
       "        [ 1.29140106e+00,  0.00000000e+00,  8.12312312e-01,\n",
       "          9.99899980e-01]]),\n",
       " array([[-0.30916807,  0.        ,  0.20970971,  0.01020408],\n",
       "        [-0.30916807,  0.        ,  0.20970971,  0.01020408],\n",
       "        [ 0.01193227,  0.        ,  0.61711712,  0.03061224],\n",
       "        ...,\n",
       "        [-0.30916807,  0.        ,  0.20970971,  0.01020408],\n",
       "        [-0.46971824,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30916807,  0.        ,  0.20970971,  0.01020408]]),\n",
       " array([[-1.08731590e-01,  0.00000000e+00,  2.38197805e-01,\n",
       "          5.34500001e-06],\n",
       "        [-1.08699644e-01,  0.00000000e+00,  3.06191411e-01,\n",
       "          8.76200001e-06],\n",
       "        [-1.08713686e-01,  0.00000000e+00,  2.77362322e-01,\n",
       "          7.26000001e-06],\n",
       "        ...,\n",
       "        [-1.08766359e-01,  0.00000000e+00,  1.27700775e-01,\n",
       "          1.62600000e-06],\n",
       "        [-1.08277272e-01,  0.00000000e+00,  6.94271787e-01,\n",
       "          5.39400001e-05],\n",
       "        [-1.07020019e-01,  0.00000000e+00,  9.01730849e-01,\n",
       "          1.88419000e-04]]),\n",
       " array([[ 1.16387222,  0.        ,  0.89289289,  0.997998  ],\n",
       "        [-0.852661  ,  0.        ,  0.36536537,  0.1001001 ],\n",
       "        [ 1.15937605,  0.        ,  0.66966967,  0.995996  ],\n",
       "        ...,\n",
       "        [ 1.16162413,  0.        ,  0.8023023 ,  0.996997  ],\n",
       "        [-0.85940526,  0.        ,  0.16016016,  0.0970971 ],\n",
       "        [-0.852661  ,  0.        ,  0.36536537,  0.1001001 ]]),\n",
       " array([[-0.07535912,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535912,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535912,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07535912,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535912,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535912,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06087328,  0.        ,  0.64714715,  0.01369863],\n",
       "        [-0.60807343,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.60807343,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.60807343,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.58072717,  0.        ,  0.92242242,  0.05479452],\n",
       "        [ 0.48632687,  0.        ,  0.78428428,  0.02739726]]),\n",
       " array([[0.31443391, 0.        , 0.54254254, 0.98989899],\n",
       "        [0.31443391, 0.        , 0.54254254, 0.98989899],\n",
       "        [0.31443391, 0.        , 0.54254254, 0.98989899],\n",
       "        ...,\n",
       "        [0.31443391, 0.        , 0.54254254, 0.98989899],\n",
       "        [0.31443391, 0.        , 0.54254254, 0.98989899],\n",
       "        [0.31443391, 0.        , 0.54254254, 0.98989899]]),\n",
       " array([[-0.33526102,  0.        ,  0.68968969,  0.09009009],\n",
       "        [-0.50404992,  0.        ,  0.60960961,  0.03003003],\n",
       "        [ 0.53681493,  0.        ,  0.78728729,  0.4004004 ],\n",
       "        ...,\n",
       "        [-0.58563121,  0.        ,  0.2987988 ,  0.001001  ],\n",
       "        [-0.58563121,  0.        ,  0.2987988 ,  0.001001  ],\n",
       "        [-0.33526102,  0.        ,  0.68968969,  0.09009009]]),\n",
       " array([[ 0.6156465 ,  0.        ,  0.75925926,  0.16666667],\n",
       "        [-0.65744931,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.65744931,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.6156465 ,  0.        ,  0.75925926,  0.16666667],\n",
       "        [ 1.88874231,  0.        ,  0.93143143,  0.33333333],\n",
       "        [-0.65744931,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.45056662,  0.        ,  0.3003003 ,  0.92      ],\n",
       "        [ 0.42586458,  0.        ,  0.25875876,  0.91      ],\n",
       "        [ 0.52467274,  0.        ,  0.49399399,  0.95      ],\n",
       "        ...,\n",
       "        [-1.79731907,  0.        ,  0.12212212,  0.01      ],\n",
       "        [-1.82202111,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.79731907,  0.        ,  0.12212212,  0.01      ]]),\n",
       " array([[ 2.09413888,  0.        ,  0.89289289,  1.        ],\n",
       "        [-0.47752469,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752469,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.47752469,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752469,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752469,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.24967226e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.24963802e-01,  0.00000000e+00,  6.43643644e-01,\n",
       "          4.21000000e-07],\n",
       "        [-1.24914859e-01,  0.00000000e+00,  8.47305458e-01,\n",
       "          6.43900001e-06],\n",
       "        ...,\n",
       "        [-1.24967226e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.24967226e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.24957686e-01,  0.00000000e+00,  7.24224224e-01,\n",
       "          1.17300000e-06]]),\n",
       " array([[ 0.81211894,  0.        ,  0.6971972 ,  0.99969997],\n",
       "        [-1.23311849,  0.        ,  0.15615616,  0.00220022],\n",
       "        [-1.23291343,  0.        ,  0.16216216,  0.00230023],\n",
       "        ...,\n",
       "        [ 0.81211894,  0.        ,  0.6971972 ,  0.99969997],\n",
       "        [ 0.81211894,  0.        ,  0.6971972 ,  0.99969997],\n",
       "        [ 0.81211894,  0.        ,  0.6971972 ,  0.99969997]]),\n",
       " array([[ 1.37510968,  0.        ,  0.72072072,  0.97979798],\n",
       "        [ 1.39673013,  0.        ,  0.88988989,  0.98989899],\n",
       "        [ 1.39673013,  0.        ,  0.88988989,  0.98989899],\n",
       "        ...,\n",
       "        [ 1.37510968,  0.        ,  0.72072072,  0.97979798],\n",
       "        [-0.72207359,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.72207359,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.44046352,  0.        ,  0.76226226,  0.01010101],\n",
       "        [-0.46742196,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.46742196,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.46742196,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.46742196,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.44046352,  0.        ,  0.76226226,  0.01010101]]),\n",
       " array([[-0.67037383,  0.        ,  0.5985986 ,  0.01010101],\n",
       "        [-0.6923938 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.6923938 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.46556318,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [ 1.46556318,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [-0.6923938 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.83204892e-01,  0.00000000e+00,  5.57557558e-01,\n",
       "          9.99999999e-01],\n",
       "        [-5.45774684e+00,  0.00000000e+00,  3.12964049e-02,\n",
       "          1.54089000e-04]]),\n",
       " array([[-0.42381135,  0.        ,  0.26576577,  0.03003003],\n",
       "        [-0.39751876,  0.        ,  0.34834835,  0.03803804],\n",
       "        [-0.46653681,  0.        ,  0.14314314,  0.01701702],\n",
       "        ...,\n",
       "        [-0.19375118,  0.        ,  0.82432432,  0.1001001 ],\n",
       "        [-0.19375118,  0.        ,  0.82432432,  0.1001001 ],\n",
       "        [-0.40080533,  0.        ,  0.33983984,  0.03703704]]),\n",
       " array([[-0.54551086,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.90624358,  0.        ,  0.89039039,  0.98989899],\n",
       "        [ 1.90624358,  0.        ,  0.89039039,  0.98989899],\n",
       "        ...,\n",
       "        [-0.54551086,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.54551086,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.52049295,  0.        ,  0.46146146,  0.01010101]]),\n",
       " array([[-7.08089924e-01,  0.00000000e+00,  5.35035035e-01,\n",
       "          1.85018502e-02],\n",
       "        [ 1.38749721e+00,  0.00000000e+00,  8.26826827e-01,\n",
       "          9.99899990e-01],\n",
       "        [-7.46956413e-01,  0.00000000e+00,  6.00600601e-03,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-7.39054984e-01,  0.00000000e+00,  8.15815816e-02,\n",
       "          4.00040004e-03],\n",
       "        [ 1.38749721e+00,  0.00000000e+00,  8.26826827e-01,\n",
       "          9.99899990e-01],\n",
       "        [-7.08517028e-01,  0.00000000e+00,  5.31531532e-01,\n",
       "          1.83018302e-02]]),\n",
       " array([[ 0.54160946,  0.        ,  0.61861862,  0.998998  ],\n",
       "        [ 0.54160946,  0.        ,  0.61861862,  0.998998  ],\n",
       "        [-1.32183858,  0.        ,  0.15915916,  0.3997996 ],\n",
       "        ...,\n",
       "        [ 0.54160946,  0.        ,  0.61861862,  0.998998  ],\n",
       "        [ 0.54160946,  0.        ,  0.61861862,  0.998998  ],\n",
       "        [ 0.54160946,  0.        ,  0.61861862,  0.998998  ]]),\n",
       " array([[-0.30000255,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30000255,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.42408097,  0.        ,  0.92342342,  0.07142857],\n",
       "        ...,\n",
       "        [-0.30000255,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30000255,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30000255,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.09564393,  0.        ,  0.57957958,  0.03703704],\n",
       "        [-0.72477774,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09564393,  0.        ,  0.57957958,  0.03703704],\n",
       "        ...,\n",
       "        [-0.72477774,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09564393,  0.        ,  0.57957958,  0.03703704],\n",
       "        [ 0.53348987,  0.        ,  0.79179179,  0.07407407]]),\n",
       " array([[0.30863706, 0.        , 0.8043043 , 0.99988002],\n",
       "        [0.30860157, 0.        , 0.59209209, 0.99987002],\n",
       "        [0.30856608, 0.        , 0.26976977, 0.99986002],\n",
       "        ...,\n",
       "        [0.30856608, 0.        , 0.26976977, 0.99986002],\n",
       "        [0.30863706, 0.        , 0.8043043 , 0.99988002],\n",
       "        [0.30860157, 0.        , 0.59209209, 0.99987002]]),\n",
       " array([[-0.07331777,  0.        ,  0.56706707,  0.01010101],\n",
       "        [-0.22808567,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07331777,  0.        ,  0.56706707,  0.01010101],\n",
       "        ...,\n",
       "        [-0.22808567,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22808567,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.08145013,  0.        ,  0.8043043 ,  0.02020202]]),\n",
       " array([[-0.10869476,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10869476,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10869476,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.10869476,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10869476,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.10869476,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        ...,\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ],\n",
       "        [0.16227443, 0.        , 0.53703704, 1.        ]]),\n",
       " array([[0.18557912, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.18557912, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.18557912, 0.        , 0.54304304, 0.98989899],\n",
       "        ...,\n",
       "        [0.18557912, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.18557912, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.18557912, 0.        , 0.54304304, 0.98989899]]),\n",
       " array([[ 1.5976592 ,  0.        ,  1.        ,  1.        ],\n",
       "        [-0.62586245,  0.        ,  0.35935936,  0.5       ],\n",
       "        [-0.62586245,  0.        ,  0.35935936,  0.5       ],\n",
       "        ...,\n",
       "        [-0.62586245,  0.        ,  0.35935936,  0.5       ],\n",
       "        [-0.62586245,  0.        ,  0.35935936,  0.5       ],\n",
       "        [ 1.5976592 ,  0.        ,  1.        ,  1.        ]]),\n",
       " array([[0.57282165, 0.        , 0.33483483, 0.97979798],\n",
       "        [0.596157  , 0.        , 0.7037037 , 0.98989899],\n",
       "        [0.596157  , 0.        , 0.7037037 , 0.98989899],\n",
       "        ...,\n",
       "        [0.596157  , 0.        , 0.7037037 , 0.98989899],\n",
       "        [0.57282165, 0.        , 0.33483483, 0.97979798],\n",
       "        [0.57282165, 0.        , 0.33483483, 0.97979798]]),\n",
       " array([[-0.09061254,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09061254,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09061254,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09061254,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.55622222,  0.        ,  0.94794795,  0.01      ],\n",
       "        [-0.09061254,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.48622295,  0.        ,  0.9039039 ,  0.97979798],\n",
       "        [-0.4060272 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4060272 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.4060272 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4060272 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4060272 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.15636214,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15636214,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15636214,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15636214,  0.        ,  0.        ,  0.        ],\n",
       "        [ 6.97072127,  0.        ,  0.997998  ,  0.05555556],\n",
       "        [-0.15636214,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.53146291,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.53146291,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.65294952,  0.        ,  0.44594595,  0.99982003],\n",
       "        ...,\n",
       "        [ 0.65294952,  0.        ,  0.44594595,  0.99982003],\n",
       "        [ 0.65297136,  0.        ,  0.72122122,  0.99983003],\n",
       "        [ 0.65297136,  0.        ,  0.72122122,  0.99983003]]),\n",
       " array([[-0.27306459,  0.        ,  0.90990991,  0.00900901],\n",
       "        [-0.30549531,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30549531,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30549531,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30549531,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3018919 ,  0.        ,  0.80880881,  0.001001  ]]),\n",
       " array([[0.18994795, 0.        , 0.52252252, 1.        ],\n",
       "        [0.18994795, 0.        , 0.52252252, 1.        ],\n",
       "        [0.18994795, 0.        , 0.52252252, 1.        ],\n",
       "        ...,\n",
       "        [0.18994795, 0.        , 0.52252252, 1.        ],\n",
       "        [0.18994795, 0.        , 0.52252252, 1.        ],\n",
       "        [0.18994795, 0.        , 0.52252252, 1.        ]]),\n",
       " array([[ 0.40968904,  0.        ,  0.76276276,  0.08080808],\n",
       "        [-0.33742328,  0.        ,  0.47247247,  0.03030303],\n",
       "        [ 0.70853396,  0.        ,  0.83483483,  0.1010101 ],\n",
       "        ...,\n",
       "        [-0.78569066,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.11084411,  0.        ,  0.66816817,  0.06060606],\n",
       "        [-0.6362682 ,  0.        ,  0.27977978,  0.01010101]]),\n",
       " array([[ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [ 0.65311794,  0.        ,  0.71271271,  1.        ],\n",
       "        [ 0.65311794,  0.        ,  0.71271271,  1.        ],\n",
       "        ...,\n",
       "        [ 0.65311794,  0.        ,  0.71271271,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [-1.53111722,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.20093119,  0.        ,  0.18268268,  0.99989999],\n",
       "        [ 0.20145026,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.20145026,  0.        ,  1.        ,  1.        ],\n",
       "        ...,\n",
       "        [ 0.20145026,  0.        ,  1.        ,  1.        ],\n",
       "        [-4.9887412 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.20145026,  0.        ,  1.        ,  1.        ]]),\n",
       " array([[-0.19716181,  0.        ,  0.72922923,  0.01010101],\n",
       "        [-0.24596106,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24596106,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.24596106,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24596106,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14836256,  0.        ,  0.87887888,  0.02020202]]),\n",
       " array([[-0.36318974,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36318974,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36318974,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36318974,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36318974,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33105393,  0.        ,  0.86086086,  0.01010101]]),\n",
       " array([[-0.68826672,  0.        ,  0.29569863,  0.32095595],\n",
       "        [-0.80398358,  0.        ,  0.26624262,  0.28745712],\n",
       "        [ 0.13357228,  0.        ,  0.52434235,  0.55886979],\n",
       "        ...,\n",
       "        [-1.27697805,  0.        ,  0.13579928,  0.15053014],\n",
       "        [-1.68636296,  0.        ,  0.03349965,  0.03201746],\n",
       "        [-1.28274173,  0.        ,  0.13468198,  0.14886161]]),\n",
       " array([[-0.06904932,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06904932,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06904932,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06904932,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06904932,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06904932,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.71271271,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.71271271,  1.        ],\n",
       "        ...,\n",
       "        [ 0.65311793,  0.        ,  0.71271271,  1.        ],\n",
       "        [ 0.65311793,  0.        ,  0.36536537,  1.        ],\n",
       "        [-1.53113435,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-5.88363248e-01,  0.00000000e+00,  4.89489489e-01,\n",
       "          5.48000001e-07],\n",
       "        [-5.88361438e-01,  0.00000000e+00,  5.81915249e-01,\n",
       "          1.33900000e-06],\n",
       "        [-5.88363449e-01,  0.00000000e+00,  4.61211211e-01,\n",
       "          4.60000000e-07],\n",
       "        ...,\n",
       "        [-5.88360214e-01,  0.00000000e+00,  6.08038104e-01,\n",
       "          1.87400000e-06],\n",
       "        [-5.88363351e-01,  0.00000000e+00,  4.78478478e-01,\n",
       "          5.03000001e-07],\n",
       "        [-5.88335913e-01,  0.00000000e+00,  7.12376892e-01,\n",
       "          1.24950000e-05]]),\n",
       " array([[-0.09213417,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.0462863 ,  0.        ,  0.93243243,  0.01010101],\n",
       "        [-0.09213417,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09213417,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09213417,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09213417,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.05891162,  0.        ,  0.98148148,  0.00900901],\n",
       "        [-0.07768686,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07768686,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07768686,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07768686,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06250925,  0.        ,  0.80730731,  0.001001  ]]),\n",
       " array([[-1.08625064,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.08625064,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.08625064,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.08625064,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.0688812 ,  0.        ,  0.92373453,  0.63460813],\n",
       "        [ 1.17451648,  0.        ,  0.97100749,  0.66571389]]),\n",
       " array([[ 3.96734958e-01,  0.00000000e+00,  8.52852853e-01,\n",
       "          4.04040404e-02],\n",
       "        [ 6.15394252e-04,  0.00000000e+00,  6.74674675e-01,\n",
       "          2.02020202e-02],\n",
       "        [ 6.15394252e-04,  0.00000000e+00,  6.74674675e-01,\n",
       "          2.02020202e-02],\n",
       "        ...,\n",
       "        [-3.95504169e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [ 1.98675176e-01,  0.00000000e+00,  7.81781782e-01,\n",
       "          3.03030303e-02],\n",
       "        [-1.97444387e-01,  0.00000000e+00,  5.08508509e-01,\n",
       "          1.01010101e-02]]),\n",
       " array([[-0.06742768,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06742768,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06742768,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06742768,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06742768,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06742768,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.50142197,  0.        ,  0.76626627,  0.01320132],\n",
       "        [ 1.90683966,  0.        ,  0.89039039,  0.99989999],\n",
       "        [ 1.90683966,  0.        ,  0.89039039,  0.99989999],\n",
       "        ...,\n",
       "        [-0.52509939,  0.        ,  0.45145145,  0.00350035],\n",
       "        [-0.52339071,  0.        ,  0.49099099,  0.00420042],\n",
       "        [-0.52802855,  0.        ,  0.37337337,  0.00230023]]),\n",
       " array([[0.16341616, 0.        , 0.54254254, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54254254, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54254254, 1.        ],\n",
       "        ...,\n",
       "        [0.16341616, 0.        , 0.54254254, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54254254, 1.        ],\n",
       "        [0.16341616, 0.        , 0.54254254, 1.        ]]),\n",
       " array([[-0.5584808 ,  0.        ,  0.21321321,  0.01010101],\n",
       "        [ 1.90420473,  0.        ,  0.89039039,  0.98989899],\n",
       "        [ 1.90420473,  0.        ,  0.89039039,  0.98989899],\n",
       "        ...,\n",
       "        [-0.53309229,  0.        ,  0.42542543,  0.02020202],\n",
       "        [-0.5584808 ,  0.        ,  0.21321321,  0.01010101],\n",
       "        [-0.40614974,  0.        ,  0.75325325,  0.07070707]]),\n",
       " array([[-0.0341107,  0.       ,  0.4994995,  0.5      ],\n",
       "        [-0.0341107,  0.       ,  0.4994995,  0.5      ],\n",
       "        [-0.0341107,  0.       ,  0.4994995,  0.5      ],\n",
       "        ...,\n",
       "        [-0.0341107,  0.       ,  0.4994995,  0.5      ],\n",
       "        [-0.0341107,  0.       ,  0.4994995,  0.5      ],\n",
       "        [-0.0341107,  0.       ,  0.4994995,  0.5      ]]),\n",
       " array([[ 0.82419577,  0.        ,  0.7007007 ,  0.98989899],\n",
       "        [-1.25117025,  0.        ,  0.12162162,  0.01010101],\n",
       "        [ 0.82419577,  0.        ,  0.7007007 ,  0.98989899],\n",
       "        ...,\n",
       "        [-1.22977473,  0.        ,  0.24874875,  0.02020202],\n",
       "        [ 0.82419577,  0.        ,  0.7007007 ,  0.98989899],\n",
       "        [-1.25117025,  0.        ,  0.12162162,  0.01010101]]),\n",
       " array([[-0.43339915,  0.        ,  0.68168168,  0.07807808],\n",
       "        [-0.59786675,  0.        ,  0.35785786,  0.01101101],\n",
       "        [-0.6248689 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.61014045,  0.        ,  0.22022022,  0.00600601],\n",
       "        [-0.58559305,  0.        ,  0.44544545,  0.01601602],\n",
       "        [-0.61750467,  0.        ,  0.11861862,  0.003003  ]]),\n",
       " array([[-1.38327447e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.38327447e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-5.92105236e-02,  0.00000000e+00,  8.55355355e-01,\n",
       "          3.58166189e-04],\n",
       "        ...,\n",
       "        [-1.38327447e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.38327447e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.38327447e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[ 6.78999116e-02,  0.00000000e+00,  9.52851869e-01,\n",
       "          5.29204256e-04],\n",
       "        [-4.39112347e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.39112347e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-4.39112347e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [ 1.54491699e-01,  0.00000000e+00,  9.68429968e-01,\n",
       "          9.39044811e-04],\n",
       "        [-4.39112347e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[0.09067739, 0.        , 0.51901902, 0.11111111],\n",
       "        [0.09067739, 0.        , 0.51901902, 0.11111111],\n",
       "        [2.8435784 , 0.        , 0.97847848, 0.22222222],\n",
       "        ...,\n",
       "        [0.09067739, 0.        , 0.51901902, 0.11111111],\n",
       "        [0.09067739, 0.        , 0.51901902, 0.11111111],\n",
       "        [0.09067739, 0.        , 0.51901902, 0.11111111]]),\n",
       " array([[-1.07340369,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.07340369,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.07340369,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-1.07340369,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.88639943,  0.        ,  0.78508772,  0.3296393 ],\n",
       "        [ 1.11087483,  0.        ,  0.92005274,  0.36739611]]),\n",
       " array([[-0.45052006,  0.        ,  0.66316316,  0.08917836],\n",
       "        [-0.59349837,  0.        ,  0.59209209,  0.02905812],\n",
       "        [ 1.70368639,  0.        ,  0.84134134,  0.99498998],\n",
       "        ...,\n",
       "        [ 1.70368639,  0.        ,  0.84134134,  0.99498998],\n",
       "        [-0.66260455,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.66260455,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.93166924,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93166924,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93166924,  0.        ,  0.73023023,  0.98989899],\n",
       "        ...,\n",
       "        [-1.08183428,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.93166924,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.93166924,  0.        ,  0.73023023,  0.98989899]]),\n",
       " array([[-0.47532098,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47532098,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.52432004,  0.        ,  0.8018018 ,  0.02857143],\n",
       "        ...,\n",
       "        [-0.47532098,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47532098,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47532098,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.25560208,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25560208,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.37836943,  0.        ,  0.9034034 ,  0.02702703],\n",
       "        ...,\n",
       "        [-0.25560208,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25560208,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.25560208,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.39250784,  0.        ,  0.38038038,  0.02564103],\n",
       "        [-0.39250784,  0.        ,  0.38038038,  0.02564103],\n",
       "        [ 0.48556369,  0.        ,  0.82832833,  0.05128205],\n",
       "        ...,\n",
       "        [-0.39250784,  0.        ,  0.38038038,  0.02564103],\n",
       "        [-0.39250784,  0.        ,  0.38038038,  0.02564103],\n",
       "        [-0.39250784,  0.        ,  0.38038038,  0.02564103]]),\n",
       " array([[-0.91316646,  0.        ,  0.15165165,  0.01010101],\n",
       "        [-0.87071748,  0.        ,  0.3993994 ,  0.03030303],\n",
       "        [ 1.12438431,  0.        ,  0.71271271,  0.97979798],\n",
       "        ...,\n",
       "        [ 1.1456088 ,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [ 1.1456088 ,  0.        ,  0.8963964 ,  0.98989899],\n",
       "        [-0.93439094,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.20502542,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01530228,  0.        ,  0.71821822,  0.01010101],\n",
       "        [-0.20502542,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.20502542,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.20502542,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01530228,  0.        ,  0.71821822,  0.01010101]]),\n",
       " array([[-0.51481921,  0.        ,  0.5995996 ,  0.01320132],\n",
       "        [ 1.90679566,  0.        ,  0.89039039,  0.99989999],\n",
       "        [ 1.90679566,  0.        ,  0.89039039,  0.99989999],\n",
       "        ...,\n",
       "        [-0.53740066,  0.        ,  0.12812813,  0.0040004 ],\n",
       "        [-0.52954624,  0.        ,  0.26976977,  0.00720072],\n",
       "        [-0.5113829 ,  0.        ,  0.68318318,  0.01460146]]),\n",
       " array([[-0.04055681,  0.        ,  0.8958959 ,  0.05050505],\n",
       "        [-0.27781034,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13545822,  0.        ,  0.83733734,  0.03030303],\n",
       "        ...,\n",
       "        [-0.27781034,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27781034,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27781034,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.36734953,  0.        ,  0.55755756,  0.98989899],\n",
       "        [ 0.36734953,  0.        ,  0.55755756,  0.98989899],\n",
       "        [ 0.36734953,  0.        ,  0.55755756,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.36734953,  0.        ,  0.55755756,  0.98989899],\n",
       "        [ 0.36734953,  0.        ,  0.55755756,  0.98989899],\n",
       "        [-2.6242382 ,  0.        ,  0.11811812,  0.04040404]]),\n",
       " array([[-0.06466446,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06466446,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06466446,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06466446,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06466446,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06466446,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.0576942,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0576942,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0576942,  0.       ,  0.       ,  0.       ],\n",
       "        ...,\n",
       "        [-0.0576942,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0576942,  0.       ,  0.       ,  0.       ],\n",
       "        [-0.0576942,  0.       ,  0.       ,  0.       ]]),\n",
       " array([[ 5.95505638e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.95505638e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.67924569e+00,  0.00000000e+00,  7.00700701e-02,\n",
       "          2.64000000e-07],\n",
       "        ...,\n",
       "        [ 5.95505635e-01,  0.00000000e+00,  4.29929930e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 5.95505638e-01,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.95505635e-01,  0.00000000e+00,  4.29929930e-01,\n",
       "          9.99999998e-01]]),\n",
       " array([[-0.67181995,  0.        ,  0.45995996,  0.1001001 ],\n",
       "        [-0.67181995,  0.        ,  0.45995996,  0.1001001 ],\n",
       "        [-0.67181995,  0.        ,  0.45995996,  0.1001001 ],\n",
       "        ...,\n",
       "        [-0.68133025,  0.        ,  0.15765766,  0.0960961 ],\n",
       "        [-0.6765751 ,  0.        ,  0.2027027 ,  0.0980981 ],\n",
       "        [-0.71699387,  0.        ,  0.05655656,  0.08108108]]),\n",
       " array([[0.15094328, 0.        , 0.15715716, 0.99975006],\n",
       "        [0.15155232, 0.        , 0.91541542, 0.99984004],\n",
       "        [0.15094328, 0.        , 0.15715716, 0.99975006],\n",
       "        ...,\n",
       "        [0.15094328, 0.        , 0.15715716, 0.99975006],\n",
       "        [0.15121396, 0.        , 0.75825826, 0.99979005],\n",
       "        [0.15094328, 0.        , 0.15715716, 0.99975006]]),\n",
       " array([[ 0.48948104,  0.        ,  0.37487487,  0.99981004],\n",
       "        [-2.04284226,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.48948104,  0.        ,  0.37487487,  0.99981004],\n",
       "        ...,\n",
       "        [ 0.48945572,  0.        ,  0.21521522,  0.99980004],\n",
       "        [ 0.48953169,  0.        ,  0.78128128,  0.99983003],\n",
       "        [ 0.48950636,  0.        ,  0.61561562,  0.99982003]]),\n",
       " array([[-0.39500735,  0.        ,  0.43393393,  0.025     ],\n",
       "        [-0.65396736,  0.        ,  0.26876877,  0.0125    ],\n",
       "        [-0.65396736,  0.        ,  0.26876877,  0.0125    ],\n",
       "        ...,\n",
       "        [-0.65396736,  0.        ,  0.26876877,  0.0125    ],\n",
       "        [-0.65396736,  0.        ,  0.26876877,  0.0125    ],\n",
       "        [-0.65396736,  0.        ,  0.26876877,  0.0125    ]]),\n",
       " array([[ 0.56713583,  0.        ,  0.62562563,  0.3997996 ],\n",
       "        [ 0.56713583,  0.        ,  0.62562563,  0.3997996 ],\n",
       "        [ 0.56713583,  0.        ,  0.62562563,  0.3997996 ],\n",
       "        ...,\n",
       "        [-1.87856242,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.56713583,  0.        ,  0.62562563,  0.3997996 ],\n",
       "        [-1.33303073,  0.        ,  0.22222222,  0.08917836]]),\n",
       " array([[-0.02170204,  0.        ,  0.64464464,  0.04040404],\n",
       "        [ 0.11350368,  0.        ,  0.71571572,  0.05050505],\n",
       "        [-0.15690776,  0.        ,  0.55855856,  0.03030303],\n",
       "        ...,\n",
       "        [-0.56252491,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.56252491,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15690776,  0.        ,  0.55855856,  0.03030303]]),\n",
       " array([[ 0.84453822,  0.        ,  0.81781782,  0.17793965],\n",
       "        [-0.69875253,  0.        ,  0.28928929,  0.04162331],\n",
       "        [-0.67519084,  0.        ,  0.2997998 ,  0.04370447],\n",
       "        ...,\n",
       "        [-0.96971197,  0.        ,  0.15165165,  0.01768991],\n",
       "        [-0.34532717,  0.        ,  0.44294294,  0.07284079],\n",
       "        [ 0.96234667,  0.        ,  0.83733734,  0.18834547]]),\n",
       " array([[-0.23704373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23704373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23704373,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.23704373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23704373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23704373,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.0593025 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.0593025 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.0593025 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.0593025 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.18456949,  0.        ,  0.97984074,  0.00231277],\n",
       "        [-0.0593025 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.36694071,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33477049,  0.        ,  0.82082082,  0.01010101],\n",
       "        [-0.36694071,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36694071,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36694071,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.33477049,  0.        ,  0.82082082,  0.01010101]]),\n",
       " array([[-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32557203,  0.        ,  0.        ,  0.        ],\n",
       "        [ 3.07150055,  0.        ,  0.92992993,  0.99997   ]]),\n",
       " array([[-0.59389982,  0.        ,  0.24824825,  0.07507508],\n",
       "        [-0.57900445,  0.        ,  0.28828829,  0.08108108],\n",
       "        [-0.54176603,  0.        ,  0.47947948,  0.0960961 ],\n",
       "        ...,\n",
       "        [-0.66589409,  0.        ,  0.12812813,  0.04604605],\n",
       "        [-0.59389982,  0.        ,  0.24824825,  0.07507508],\n",
       "        [-0.63610336,  0.        ,  0.16866867,  0.05805806]]),\n",
       " array([[-0.87501868,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.25768136,  0.        ,  0.80530531,  0.99499499],\n",
       "        [-0.87501868,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.87501868,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.25768136,  0.        ,  0.80530531,  0.99499499],\n",
       "        [-0.84283508,  0.        ,  0.33883884,  0.01501502]]),\n",
       " array([[-2.21962255e+00,  0.00000000e+00,  9.51678261e-02,\n",
       "          4.40000000e-07],\n",
       "        [ 4.50532886e-01,  0.00000000e+00,  5.83583584e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 4.50532886e-01,  0.00000000e+00,  5.83583584e-01,\n",
       "          9.99999998e-01],\n",
       "        ...,\n",
       "        [ 4.50532886e-01,  0.00000000e+00,  5.83583584e-01,\n",
       "          9.99999998e-01],\n",
       "        [-2.21961559e+00,  0.00000000e+00,  1.26567428e-01,\n",
       "          3.04600000e-06],\n",
       "        [ 4.50532886e-01,  0.00000000e+00,  5.83583584e-01,\n",
       "          9.99999998e-01]]),\n",
       " array([[-0.1161957 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.02164159,  0.        ,  0.87287287,  0.01010101],\n",
       "        [-0.1161957 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.1161957 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.1161957 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.02164159,  0.        ,  0.87287287,  0.01010101]]),\n",
       " array([[-0.53087927,  0.        ,  0.68968969,  0.04040404],\n",
       "        [-0.6027893 ,  0.        ,  0.3993994 ,  0.01010101],\n",
       "        [-0.62675931,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.67436175,  0.        ,  0.86736737,  0.96969697],\n",
       "        [-0.57881929,  0.        ,  0.56956957,  0.02020202],\n",
       "        [-0.6027893 ,  0.        ,  0.3993994 ,  0.01010101]]),\n",
       " array([[-0.09749927,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09749927,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09749927,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09749927,  0.        ,  0.        ,  0.        ],\n",
       "        [25.73591686,  0.        ,  0.9991992 ,  0.33333333],\n",
       "        [-0.09749927,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-5.88368909e-01,  0.00000000e+00,  3.64364364e-01,\n",
       "          2.15000000e-06],\n",
       "        [-5.88357927e-01,  0.00000000e+00,  5.64564565e-01,\n",
       "          6.95000001e-06],\n",
       "        [-5.88347974e-01,  0.00000000e+00,  6.32632633e-01,\n",
       "          1.13000000e-05],\n",
       "        ...,\n",
       "        [-5.88365820e-01,  0.00000000e+00,  4.53453453e-01,\n",
       "          3.50000000e-06],\n",
       "        [-5.88369195e-01,  0.00000000e+00,  3.56490926e-01,\n",
       "          2.02500000e-06],\n",
       "        [-5.88306286e-01,  0.00000000e+00,  7.15415415e-01,\n",
       "          2.95200000e-05]]),\n",
       " array([[-0.04960421,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04960421,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04960421,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.04960421,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04960421,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04960421,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.28354502,  0.        ,  0.66116116,  0.03030303],\n",
       "        [-0.32000614,  0.        ,  0.502002  ,  0.02020202],\n",
       "        [-0.35646726,  0.        ,  0.28278278,  0.01010101],\n",
       "        ...,\n",
       "        [-0.35646726,  0.        ,  0.28278278,  0.01010101],\n",
       "        [-0.2470839 ,  0.        ,  0.76476476,  0.04040404],\n",
       "        [-0.21062278,  0.        ,  0.82732733,  0.05050505]]),\n",
       " array([[-0.51499311,  0.        ,  0.6956957 ,  0.00910091],\n",
       "        [-0.52479046,  0.        ,  0.39139139,  0.00510051],\n",
       "        [-0.52846447,  0.        ,  0.1951952 ,  0.00360036],\n",
       "        ...,\n",
       "        [ 1.91058657,  0.        ,  0.89239239,  0.99949995],\n",
       "        [-0.52013672,  0.        ,  0.58808809,  0.0070007 ],\n",
       "        [-0.49245919,  0.        ,  0.77877878,  0.01830183]]),\n",
       " array([[-1.19404067,  0.        ,  0.25575576,  0.00980098],\n",
       "        [ 0.83629981,  0.        ,  0.7042042 ,  0.99989999],\n",
       "        [ 0.83629981,  0.        ,  0.7042042 ,  0.99989999],\n",
       "        ...,\n",
       "        [ 0.83629981,  0.        ,  0.7042042 ,  0.99989999],\n",
       "        [-1.1909644 ,  0.        ,  0.30830831,  0.01130113],\n",
       "        [-1.1868627 ,  0.        ,  0.35485485,  0.01330133]]),\n",
       " array([[-6.61589918e-01,  0.00000000e+00,  5.56056056e-01,\n",
       "          6.00600601e-02],\n",
       "        [-7.92487442e-01,  0.00000000e+00,  2.40740741e-01,\n",
       "          1.00100100e-03],\n",
       "        [-7.94706044e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [ 1.41945886e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 1.41945886e+00,  0.00000000e+00,  8.96396396e-01,\n",
       "          9.98998999e-01],\n",
       "        [-7.92487442e-01,  0.00000000e+00,  2.40740741e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-3.23992112e-01,  0.00000000e+00,  3.35335335e-01,\n",
       "          1.72850640e-08],\n",
       "        [-3.23992112e-01,  0.00000000e+00,  3.35335335e-01,\n",
       "          1.72850640e-08],\n",
       "        [-3.23992112e-01,  0.00000000e+00,  3.35335335e-01,\n",
       "          1.72850640e-08],\n",
       "        ...,\n",
       "        [-3.23992112e-01,  0.00000000e+00,  3.35335335e-01,\n",
       "          1.72850640e-08],\n",
       "        [-3.23992112e-01,  0.00000000e+00,  3.35335335e-01,\n",
       "          1.72850640e-08],\n",
       "        [ 2.86248359e-01,  0.00000000e+00,  8.02747231e-01,\n",
       "          2.41992625e-03]]),\n",
       " array([[-0.1910145 ,  0.        ,  0.46346346,  0.01449275],\n",
       "        [-0.1910145 ,  0.        ,  0.46346346,  0.01449275],\n",
       "        [-0.1910145 ,  0.        ,  0.46346346,  0.01449275],\n",
       "        ...,\n",
       "        [-0.1910145 ,  0.        ,  0.46346346,  0.01449275],\n",
       "        [-0.1910145 ,  0.        ,  0.46346346,  0.01449275],\n",
       "        [-0.1910145 ,  0.        ,  0.46346346,  0.01449275]]),\n",
       " array([[-0.17637769,  0.        ,  0.48448448,  0.5       ],\n",
       "        [-0.17637769,  0.        ,  0.48448448,  0.5       ],\n",
       "        [-0.17637769,  0.        ,  0.48448448,  0.5       ],\n",
       "        ...,\n",
       "        [-0.17637769,  0.        ,  0.48448448,  0.5       ],\n",
       "        [-0.17637769,  0.        ,  0.48448448,  0.5       ],\n",
       "        [-0.17637769,  0.        ,  0.48448448,  0.5       ]]),\n",
       " array([[-0.28237813,  0.        ,  0.77877878,  0.12912913],\n",
       "        [-0.44812864,  0.        ,  0.3968969 ,  0.07207207],\n",
       "        [-0.37833895,  0.        ,  0.62312312,  0.0960961 ],\n",
       "        ...,\n",
       "        [-0.52373413,  0.        ,  0.22372372,  0.04604605],\n",
       "        [-0.41323379,  0.        ,  0.4954955 ,  0.08408408],\n",
       "        [-0.52664203,  0.        ,  0.21771772,  0.04504505]]),\n",
       " array([[-4.79280263e-01,  0.00000000e+00,  4.94494494e-01,\n",
       "          3.60036004e-03],\n",
       "        [-4.84681134e-01,  0.00000000e+00,  1.24124124e-01,\n",
       "          1.50015002e-03],\n",
       "        [-4.80823369e-01,  0.00000000e+00,  3.75375375e-01,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 2.08227527e+00,  0.00000000e+00,  9.05405405e-01,\n",
       "          9.99699970e-01],\n",
       "        [-4.83138028e-01,  0.00000000e+00,  2.06706707e-01,\n",
       "          2.10021002e-03],\n",
       "        [-4.88024529e-01,  0.00000000e+00,  1.30130130e-02,\n",
       "          2.00020002e-04]]),\n",
       " array([[ 1.10968153e+00,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 1.10968153e+00,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99899990e-01],\n",
       "        [-9.11656283e-01,  0.00000000e+00,  2.80280280e-02,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-9.04173592e-01,  0.00000000e+00,  2.42242242e-01,\n",
       "          4.00040004e-03],\n",
       "        [ 1.10968153e+00,  0.00000000e+00,  7.73773774e-01,\n",
       "          9.99899990e-01],\n",
       "        [-8.95073021e-01,  0.00000000e+00,  4.22422422e-01,\n",
       "          8.50085009e-03]]),\n",
       " array([[-5.88365457e-01,  0.00000000e+00,  3.70745746e-01,\n",
       "          1.60200000e-06],\n",
       "        [-5.88356280e-01,  0.00000000e+00,  5.89579055e-01,\n",
       "          5.61300001e-06],\n",
       "        [-5.88344320e-01,  0.00000000e+00,  6.72680084e-01,\n",
       "          1.08400000e-05],\n",
       "        ...,\n",
       "        [-5.88365402e-01,  0.00000000e+00,  3.73484596e-01,\n",
       "          1.62600000e-06],\n",
       "        [-5.88365640e-01,  0.00000000e+00,  3.61361361e-01,\n",
       "          1.52200000e-06],\n",
       "        [-5.88329773e-01,  0.00000000e+00,  7.09677545e-01,\n",
       "          1.71980000e-05]]),\n",
       " array([[-0.30522801,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30522801,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30522801,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30522801,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30522801,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30522801,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-3.83529132e-01,  0.00000000e+00,  5.12012012e-01,\n",
       "          8.00080008e-04],\n",
       "        [-3.85932257e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.82627960e-01,  0.00000000e+00,  5.73573574e-01,\n",
       "          1.10011001e-03],\n",
       "        ...,\n",
       "        [ 2.61677239e+00,  0.00000000e+00,  9.35435435e-01,\n",
       "          9.99699970e-01],\n",
       "        [-3.84430304e-01,  0.00000000e+00,  4.19919920e-01,\n",
       "          5.00050005e-04],\n",
       "        [-3.85631866e-01,  0.00000000e+00,  1.77177177e-01,\n",
       "          1.00010001e-04]]),\n",
       " array([[-0.30064038,  0.        ,  0.25775776,  0.05505506],\n",
       "        [-0.16849842,  0.        ,  0.495996  ,  0.08108108],\n",
       "        [-0.41245281,  0.        ,  0.12362362,  0.03303303],\n",
       "        ...,\n",
       "        [-0.07193314,  0.        ,  0.7957958 ,  0.1001001 ],\n",
       "        [-0.07193314,  0.        ,  0.7957958 ,  0.1001001 ],\n",
       "        [-0.15325127,  0.        ,  0.52502503,  0.08408408]]),\n",
       " array([[-0.50849151,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.50849151,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.50849151,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.97996841,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [ 1.97996841,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [-0.50849151,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.13314344,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.02615621,  0.        ,  0.82532533,  0.01010101],\n",
       "        [ 0.18545586,  0.        ,  0.91941942,  0.02020202],\n",
       "        ...,\n",
       "        [-0.13314344,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13314344,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.13314344,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.2761196 ,  0.        ,  0.69269269,  0.02941176],\n",
       "        [-0.67016544,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.67016544,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.67016544,  0.        ,  0.        ,  0.        ],\n",
       "        [ 4.06125977,  0.        ,  0.99349349,  0.14705882],\n",
       "        [ 1.22240464,  0.        ,  0.8988989 ,  0.05882353]]),\n",
       " array([[-0.2096853 ,  0.        ,  0.60860861,  0.04040404],\n",
       "        [-0.16137015,  0.        ,  0.69119119,  0.05050505],\n",
       "        [-0.35463075,  0.        ,  0.21671672,  0.01010101],\n",
       "        ...,\n",
       "        [-0.35463075,  0.        ,  0.21671672,  0.01010101],\n",
       "        [-0.2096853 ,  0.        ,  0.60860861,  0.04040404],\n",
       "        [-0.16137015,  0.        ,  0.69119119,  0.05050505]]),\n",
       " array([[-5.29013156e-01,  0.00000000e+00,  1.10110110e-01,\n",
       "          1.30013001e-03],\n",
       "        [ 1.90659216e+00,  0.00000000e+00,  8.90390390e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 1.90659216e+00,  0.00000000e+00,  8.90390390e-01,\n",
       "          9.99899990e-01],\n",
       "        ...,\n",
       "        [-5.29501009e-01,  0.00000000e+00,  8.55855856e-02,\n",
       "          1.10011001e-03],\n",
       "        [-5.26573892e-01,  0.00000000e+00,  2.71771772e-01,\n",
       "          2.30023002e-03],\n",
       "        [-5.23402849e-01,  0.00000000e+00,  5.06506507e-01,\n",
       "          3.60036004e-03]]),\n",
       " array([[0.13580514, 0.        , 0.52402402, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52402402, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52402402, 1.        ],\n",
       "        ...,\n",
       "        [0.13580514, 0.        , 0.52402402, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52402402, 1.        ],\n",
       "        [0.13580514, 0.        , 0.52402402, 1.        ]]),\n",
       " array([[ 2.48610184,  0.        ,  0.9034034 ,  0.97979798],\n",
       "        [-0.40754059,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.40754059,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.40754059,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.40754059,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.40754059,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.22230506, 0.        , 0.53453453, 0.2       ],\n",
       "        [0.22230506, 0.        , 0.53453453, 0.2       ],\n",
       "        [0.22230506, 0.        , 0.53453453, 0.2       ],\n",
       "        ...,\n",
       "        [0.22230506, 0.        , 0.53453453, 0.2       ],\n",
       "        [0.22230506, 0.        , 0.53453453, 0.2       ],\n",
       "        [0.22230506, 0.        , 0.53453453, 0.2       ]]),\n",
       " array([[-0.55652011,  0.        ,  0.30680681,  0.01754386],\n",
       "        [-0.88632022,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.22672001,  0.        ,  0.51351351,  0.03508772],\n",
       "        ...,\n",
       "        [-0.55652011,  0.        ,  0.30680681,  0.01754386],\n",
       "        [ 0.1030801 ,  0.        ,  0.67067067,  0.05263158],\n",
       "        [ 0.1030801 ,  0.        ,  0.67067067,  0.05263158]]),\n",
       " array([[-3.82231698e-01,  0.00000000e+00,  4.12412412e-01,\n",
       "          3.00030003e-03],\n",
       "        [-3.83737894e-01,  0.00000000e+00,  3.03303303e-01,\n",
       "          2.50025003e-03],\n",
       "        [-3.82231698e-01,  0.00000000e+00,  4.12412412e-01,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 2.61991835e+00,  0.00000000e+00,  9.35435435e-01,\n",
       "          9.99699970e-01],\n",
       "        [-3.84942851e-01,  0.00000000e+00,  2.26726727e-01,\n",
       "          2.10021002e-03],\n",
       "        [-3.84942851e-01,  0.00000000e+00,  2.26726727e-01,\n",
       "          2.10021002e-03]]),\n",
       " array([[-0.49789148,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47182023,  0.        ,  0.6956957 ,  0.01010101],\n",
       "        [-0.47182023,  0.        ,  0.6956957 ,  0.01010101],\n",
       "        ...,\n",
       "        [-0.49789148,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.49789148,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.44574898,  0.        ,  0.76526527,  0.02020202]]),\n",
       " array([[-1.19631563,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.83623666,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [ 0.83623666,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83623666,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [-1.19631563,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.19631563,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.36661125,  0.        ,  0.7032032 ,  0.18032787],\n",
       "        [-0.36027675,  0.        ,  0.41641642,  0.1147541 ],\n",
       "        [ 0.18488925,  0.        ,  0.64314314,  0.16393443],\n",
       "        ...,\n",
       "        [-0.54199874,  0.        ,  0.33483483,  0.09836066],\n",
       "        [ 0.73005524,  0.        ,  0.7987988 ,  0.21311475],\n",
       "        [-0.72372074,  0.        ,  0.25375375,  0.08196721]]),\n",
       " array([[-0.62692274,  0.        ,  0.27427427,  0.01      ],\n",
       "        [-0.62692274,  0.        ,  0.27427427,  0.01      ],\n",
       "        [-0.62692274,  0.        ,  0.27427427,  0.01      ],\n",
       "        ...,\n",
       "        [-0.62692274,  0.        ,  0.27427427,  0.01      ],\n",
       "        [-0.33929386,  0.        ,  0.55305305,  0.0122    ],\n",
       "        [-0.16933135,  0.        ,  0.56256256,  0.0135    ]]),\n",
       " array([[0.37176715, 0.        , 0.58608609, 0.99989999],\n",
       "        [0.37176715, 0.        , 0.58608609, 0.99989999],\n",
       "        [0.37176715, 0.        , 0.58608609, 0.99989999],\n",
       "        ...,\n",
       "        [0.37176715, 0.        , 0.58608609, 0.99989999],\n",
       "        [0.37176715, 0.        , 0.58608609, 0.99989999],\n",
       "        [0.37176715, 0.        , 0.58608609, 0.99989999]]),\n",
       " array([[-7.63598812e-01,  0.00000000e+00,  3.11311311e-01,\n",
       "          1.00010001e-03],\n",
       "        [-7.65678571e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.58191441e-01,  0.00000000e+00,  4.84984985e-01,\n",
       "          3.60036004e-03],\n",
       "        ...,\n",
       "        [ 1.31324785e+00,  0.00000000e+00,  8.15315315e-01,\n",
       "          9.99699970e-01],\n",
       "        [-7.64638692e-01,  0.00000000e+00,  2.38738739e-01,\n",
       "          5.00050005e-04],\n",
       "        [-7.65054643e-01,  0.00000000e+00,  1.89689690e-01,\n",
       "          3.00030003e-04]]),\n",
       " array([[ 0.98041999,  0.        ,  0.89489489,  0.99393374],\n",
       "        [-1.02083004,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.97912061,  0.        ,  0.73373373,  0.99328839],\n",
       "        ...,\n",
       "        [-1.02083004,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.02083004,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.02083004,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.46997335,  0.        ,  0.35935936,  0.01010101],\n",
       "        [-0.41385177,  0.        ,  0.63313313,  0.03030303],\n",
       "        [-0.49803413,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 2.25192314,  0.        ,  0.91591592,  0.98989899],\n",
       "        [ 2.25192314,  0.        ,  0.91591592,  0.98989899],\n",
       "        [-0.44191256,  0.        ,  0.53003003,  0.02020202]]),\n",
       " array([[-0.48532908,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48532908,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.64385287,  0.        ,  0.81781782,  0.07692308],\n",
       "        ...,\n",
       "        [-0.48532908,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48532908,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48532908,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.41591777,  0.        ,  0.41091091,  0.5       ],\n",
       "        [-0.41591777,  0.        ,  0.41091091,  0.5       ],\n",
       "        [-0.41591777,  0.        ,  0.41091091,  0.5       ],\n",
       "        ...,\n",
       "        [-0.41591777,  0.        ,  0.41091091,  0.5       ],\n",
       "        [-0.41591777,  0.        ,  0.41091091,  0.5       ],\n",
       "        [-0.41591777,  0.        ,  0.41091091,  0.5       ]]),\n",
       " array([[0.21803155, 0.        , 0.57957958, 0.99974007],\n",
       "        [0.21798351, 0.        , 0.24774775, 0.99973007],\n",
       "        [0.21798351, 0.        , 0.24774775, 0.99973007],\n",
       "        ...,\n",
       "        [0.21798351, 0.        , 0.24774775, 0.99973007],\n",
       "        [0.21807959, 0.        , 0.78028028, 0.99975006],\n",
       "        [0.21812764, 0.        , 0.88738739, 0.99976006]]),\n",
       " array([[-0.4071525 ,  0.        ,  0.32282282,  0.03003003],\n",
       "        [-0.40388221,  0.        ,  0.33133133,  0.03103103],\n",
       "        [-0.44966631,  0.        ,  0.17117117,  0.01701702],\n",
       "        ...,\n",
       "        [-0.17823201,  0.        ,  0.83633634,  0.1001001 ],\n",
       "        [-0.17823201,  0.        ,  0.83633634,  0.1001001 ],\n",
       "        [-0.42023367,  0.        ,  0.28528529,  0.02602603]]),\n",
       " array([[ 2.09413888,  0.        ,  0.89339339,  1.        ],\n",
       "        [-0.47752387,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752387,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.47752387,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752387,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47752387,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.37079678,  0.        ,  0.09259259,  0.08867428],\n",
       "        [-0.32487192,  0.        ,  0.25675676,  0.08960673],\n",
       "        [-0.07415527,  0.        ,  0.64686909,  0.09469727],\n",
       "        ...,\n",
       "        [-0.2928202 ,  0.        ,  0.33344456,  0.09025751],\n",
       "        [ 0.08649474,  0.        ,  0.73761698,  0.0979591 ],\n",
       "        [ 0.62228471,  0.        ,  0.87827076,  0.10883776]]),\n",
       " array([[-0.1530857 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.04015502,  0.        ,  0.7967968 ,  0.01010101],\n",
       "        [-0.1530857 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.1530857 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.1530857 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.1530857 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.63833804,  0.        ,  0.36536537,  0.97979798],\n",
       "        [ 0.66063219,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.66063219,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.66063219,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.63833804,  0.        ,  0.36536537,  0.97979798],\n",
       "        [-1.52419395,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.63589715,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63589715,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63589715,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.63589715,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63589715,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63589715,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.18956083,  0.        ,  0.76726727,  0.01470588],\n",
       "        ...,\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43010392,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.61348498,  0.        ,  0.67717718,  0.00500501],\n",
       "        [-0.62466737,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.62466737,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.60733629,  0.        ,  0.91591592,  0.998999  ],\n",
       "        [ 1.60733629,  0.        ,  0.91591592,  0.998999  ],\n",
       "        [-0.62466737,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.72724021,  0.        ,  0.81581582,  0.99950025],\n",
       "        [ 0.72721919,  0.        ,  0.54254254,  0.99949025],\n",
       "        [ 0.72724021,  0.        ,  0.81581582,  0.99950025],\n",
       "        ...,\n",
       "        [-1.37507139,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.72721919,  0.        ,  0.54254254,  0.99949025],\n",
       "        [ 0.72721919,  0.        ,  0.54254254,  0.99949025]]),\n",
       " array([[ 0.63027615,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.63027615,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.63027615,  0.        ,  0.73023023,  0.98989899],\n",
       "        ...,\n",
       "        [-1.60446424,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.63027615,  0.        ,  0.73023023,  0.98989899],\n",
       "        [ 0.63027615,  0.        ,  0.73023023,  0.98989899]]),\n",
       " array([[0.20821892, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.20821892, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.20821892, 0.        , 0.54304304, 0.98989899],\n",
       "        ...,\n",
       "        [0.20821892, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.20821892, 0.        , 0.54304304, 0.98989899],\n",
       "        [0.20821892, 0.        , 0.54304304, 0.98989899]]),\n",
       " array([[-0.63599499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63599499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63599499,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.63599499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63599499,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.63599499,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.68988801,  0.        ,  0.38138138,  0.97979798],\n",
       "        [ 0.71162285,  0.        ,  0.71321321,  0.98989899],\n",
       "        [ 0.71162285,  0.        ,  0.71321321,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.71162285,  0.        ,  0.71321321,  0.98989899],\n",
       "        [-1.37492134,  0.        ,  0.32382382,  0.02020202],\n",
       "        [-1.41839102,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.79087566,  0.        ,  0.89339339,  0.997998  ],\n",
       "        [-0.68273361,  0.        ,  0.03953954,  0.02602603],\n",
       "        [-0.49421961,  0.        ,  0.7037037 ,  0.1001001 ],\n",
       "        ...,\n",
       "        [ 1.78832818,  0.        ,  0.8033033 ,  0.996997  ],\n",
       "        [-0.45600732,  0.        ,  0.75175175,  0.11511512],\n",
       "        [-0.54771683,  0.        ,  0.34634635,  0.07907908]]),\n",
       " array([[ 0.56304287,  0.        ,  0.92442442,  0.99696391],\n",
       "        [-1.78045309,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.559533  ,  0.        ,  0.25175175,  0.99547074],\n",
       "        ...,\n",
       "        [ 0.56039876,  0.        ,  0.36836837,  0.99583906],\n",
       "        [ 0.56138153,  0.        ,  0.55455455,  0.99625714],\n",
       "        [ 0.56287907,  0.        ,  0.89289289,  0.99689422]]),\n",
       " array([[0.37179523, 0.        , 0.62412412, 1.        ],\n",
       "        [0.37179523, 0.        , 0.62412412, 1.        ],\n",
       "        [0.37179523, 0.        , 0.62412412, 1.        ],\n",
       "        ...,\n",
       "        [0.37179523, 0.        , 0.62412412, 1.        ],\n",
       "        [0.37179523, 0.        , 0.62412412, 1.        ],\n",
       "        [0.37179522, 0.        , 0.19269269, 1.        ]]),\n",
       " array([[ 0.01845401,  0.        ,  0.58758759,  0.13432836],\n",
       "        [ 0.01845401,  0.        ,  0.58758759,  0.13432836],\n",
       "        [-1.04218351,  0.        ,  0.11461461,  0.04477612],\n",
       "        ...,\n",
       "        [-1.21895643,  0.        ,  0.05555556,  0.02985075],\n",
       "        [ 0.19522693,  0.        ,  0.65265265,  0.14925373],\n",
       "        [ 0.19522693,  0.        ,  0.65265265,  0.14925373]]),\n",
       " array([[-0.28649263,  0.        ,  0.71821822,  0.01850185],\n",
       "        [-0.30381398,  0.        ,  0.54554555,  0.01370137],\n",
       "        [-0.31788758,  0.        ,  0.39189189,  0.00980098],\n",
       "        ...,\n",
       "        [-0.33484808,  0.        ,  0.15165165,  0.00510051],\n",
       "        [-0.32871343,  0.        ,  0.24524525,  0.00680068],\n",
       "        [-0.27855367,  0.        ,  0.77127127,  0.02070207]]),\n",
       " array([[ 0.83667846,  0.        ,  0.80980981,  0.5       ],\n",
       "        [ 1.55000767,  0.        ,  0.96146146,  0.61607143],\n",
       "        [ 0.2330922 ,  0.        ,  0.57257257,  0.40178571],\n",
       "        ...,\n",
       "        [-2.23612429,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15100814,  0.        ,  0.39189189,  0.33928571],\n",
       "        [-0.09613666,  0.        ,  0.41541542,  0.34821429]]),\n",
       " array([[-1.32516893,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32516893,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32516893,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.75461464,  0.        ,  0.5985986 ,  0.99994   ],\n",
       "        [ 0.75463544,  0.        ,  0.90740741,  0.99995   ],\n",
       "        [-1.32516893,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.36435373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36435373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36435373,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36435373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36435373,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36435373,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.56979678,  0.        ,  0.46746747,  0.99980004],\n",
       "        [ 0.56984328,  0.        ,  0.83483483,  0.99982004],\n",
       "        [-1.75494045,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.56979678,  0.        ,  0.46746747,  0.99980004],\n",
       "        [ 0.56986652,  0.        ,  0.91541542,  0.99983003],\n",
       "        [ 0.56979678,  0.        ,  0.46746747,  0.99980004]]),\n",
       " array([[-6.90371937e-01,  0.00000000e+00,  3.30330330e-01,\n",
       "          8.00080008e-04],\n",
       "        [-6.92088818e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-6.85650515e-01,  0.00000000e+00,  5.05005005e-01,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 1.45315375e+00,  0.00000000e+00,  8.37837838e-01,\n",
       "          9.99699970e-01],\n",
       "        [-6.91015767e-01,  0.00000000e+00,  2.83283283e-01,\n",
       "          5.00050005e-04],\n",
       "        [-6.91874208e-01,  0.00000000e+00,  1.54654655e-01,\n",
       "          1.00010001e-04]]),\n",
       " array([[ 7.98692474e-01,  0.00000000e+00,  6.66666667e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 7.98692474e-01,  0.00000000e+00,  6.66666667e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 7.98692474e-01,  0.00000000e+00,  6.66666667e-01,\n",
       "          9.99699970e-01],\n",
       "        ...,\n",
       "        [ 7.98692474e-01,  0.00000000e+00,  6.66666667e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.25578166e+00,  0.00000000e+00,  1.24124124e-01,\n",
       "          5.00050005e-04],\n",
       "        [ 7.98692474e-01,  0.00000000e+00,  6.66666667e-01,\n",
       "          9.99699970e-01]]),\n",
       " array([[0.29752248, 0.        , 0.25575576, 0.99969997],\n",
       "        [0.29825517, 0.        , 0.71321321, 0.99989999],\n",
       "        [0.29825517, 0.        , 0.71321321, 0.99989999],\n",
       "        ...,\n",
       "        [0.29825517, 0.        , 0.71321321, 0.99989999],\n",
       "        [0.29752248, 0.        , 0.25575576, 0.99969997],\n",
       "        [0.29752248, 0.        , 0.25575576, 0.99969997]]),\n",
       " array([[0.18493589, 0.        , 0.53703704, 0.998999  ],\n",
       "        [0.18493589, 0.        , 0.53703704, 0.998999  ],\n",
       "        [0.18493589, 0.        , 0.53703704, 0.998999  ],\n",
       "        ...,\n",
       "        [0.18493589, 0.        , 0.53703704, 0.998999  ],\n",
       "        [0.18493589, 0.        , 0.53703704, 0.998999  ],\n",
       "        [0.18493589, 0.        , 0.53703704, 0.998999  ]]),\n",
       " array([[-0.11732259,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11732259,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11732259,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.11732259,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11732259,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11732259,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.15444925,  0.        ,  0.21771772,  0.0040004 ],\n",
       "        [ 0.86773904,  0.        ,  0.71221221,  0.99989999],\n",
       "        [ 0.86773904,  0.        ,  0.71221221,  0.99989999],\n",
       "        ...,\n",
       "        [ 0.86773904,  0.        ,  0.71221221,  0.99989999],\n",
       "        [-1.14652945,  0.        ,  0.36286286,  0.00790079],\n",
       "        [-1.15647997,  0.        ,  0.14664665,  0.0030003 ]]),\n",
       " array([[0.60577451, 0.        , 0.34084084, 1.        ],\n",
       "        [0.60577451, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.60577451, 0.        , 0.7032032 , 1.        ],\n",
       "        ...,\n",
       "        [0.60577451, 0.        , 0.7032032 , 1.        ],\n",
       "        [0.60577451, 0.        , 0.34084084, 1.        ],\n",
       "        [0.60577451, 0.        , 0.34084084, 1.        ]]),\n",
       " array([[-0.20395564,  0.        ,  0.77827828,  0.01080108],\n",
       "        [-0.21642245,  0.        ,  0.57857858,  0.00820082],\n",
       "        [-0.22409434,  0.        ,  0.43143143,  0.00660066],\n",
       "        ...,\n",
       "        [-0.23128674,  0.        ,  0.29379379,  0.00510051],\n",
       "        [-0.23272522,  0.        ,  0.26776777,  0.00480048],\n",
       "        [-0.20203766,  0.        ,  0.8008008 ,  0.01120112]]),\n",
       " array([[0.28430209, 0.        , 0.53603604, 0.99989999],\n",
       "        [0.28430209, 0.        , 0.53603604, 0.99989999],\n",
       "        [0.28430209, 0.        , 0.53603604, 0.99989999],\n",
       "        ...,\n",
       "        [0.28430209, 0.        , 0.53603604, 0.99989999],\n",
       "        [0.28430209, 0.        , 0.53603604, 0.99989999],\n",
       "        [0.28430209, 0.        , 0.53603604, 0.99989999]]),\n",
       " array([[-0.37721874,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37721874,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37721874,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.37721874,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37721874,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.37721874,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.39187328,  0.        ,  0.8003003 ,  0.03030303],\n",
       "        [-0.44589717,  0.        ,  0.69369369,  0.01010101],\n",
       "        [-0.47290911,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.47290911,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.47290911,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.44589717,  0.        ,  0.69369369,  0.01010101]]),\n",
       " array([[-0.03320401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03320401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03320401,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.03320401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03320401,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03320401,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.00846055,  0.        ,  0.58458458,  0.12345679],\n",
       "        [-0.1494494 ,  0.        ,  0.51951952,  0.11111111],\n",
       "        [-0.7810892 ,  0.        ,  0.22372372,  0.0617284 ],\n",
       "        ...,\n",
       "        [-1.25481905,  0.        ,  0.04454454,  0.02469136],\n",
       "        [ 0.1663705 ,  0.        ,  0.64414414,  0.13580247],\n",
       "        [ 0.00846055,  0.        ,  0.58458458,  0.12345679]]),\n",
       " array([[ 2.4858766 ,  0.        ,  0.9034034 ,  0.97979798],\n",
       "        [-0.41174085,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41174085,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.41174085,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.38186851,  0.        ,  0.72622623,  0.01010101],\n",
       "        [-0.41174085,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.69491349e+00,  0.00000000e+00,  8.92892893e-01,\n",
       "          9.99799980e-01],\n",
       "        [-5.93886302e-01,  0.00000000e+00,  2.48748749e-01,\n",
       "          1.40014001e-03],\n",
       "        [-5.86778941e-01,  0.00000000e+00,  5.46046046e-01,\n",
       "          4.50045005e-03],\n",
       "        ...,\n",
       "        [ 1.69468422e+00,  0.00000000e+00,  8.02302302e-01,\n",
       "          9.99699970e-01],\n",
       "        [-5.92969224e-01,  0.00000000e+00,  2.98798799e-01,\n",
       "          1.80018002e-03],\n",
       "        [-5.83110625e-01,  0.00000000e+00,  6.61661662e-01,\n",
       "          6.10061006e-03]]),\n",
       " array([[-0.10092526,  0.        ,  0.69269269,  0.01190476],\n",
       "        [ 0.22273814,  0.        ,  0.80630631,  0.02380952],\n",
       "        [-0.42458866,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.42458866,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.54640154,  0.        ,  0.86686687,  0.03571429],\n",
       "        [-0.42458866,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.79815902e+00,  0.00000000e+00,  8.92892893e-01,\n",
       "          9.99999998e-01],\n",
       "        [-5.56125103e-01,  0.00000000e+00,  2.27227227e-01,\n",
       "          9.60000001e-08],\n",
       "        [-5.56125329e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [ 1.79815901e+00,  0.00000000e+00,  8.02302302e-01,\n",
       "          9.99999997e-01],\n",
       "        [-5.56124682e-01,  0.00000000e+00,  3.69369369e-01,\n",
       "          2.75000000e-07],\n",
       "        [-5.56124011e-01,  0.00000000e+00,  5.84584585e-01,\n",
       "          5.60000001e-07]]),\n",
       " array([[0.46620638, 0.        , 0.58108108, 0.99952023],\n",
       "        [0.46618027, 0.        , 0.31681682, 0.99951024],\n",
       "        [0.46620638, 0.        , 0.58108108, 0.99952023],\n",
       "        ...,\n",
       "        [0.46620638, 0.        , 0.58108108, 0.99952023],\n",
       "        [0.46618027, 0.        , 0.31681682, 0.99951024],\n",
       "        [0.46618027, 0.        , 0.31681682, 0.99951024]]),\n",
       " array([[-1.19740688,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.83623171,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [ 0.83623171,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.83623171,  0.        ,  0.7037037 ,  0.98989899],\n",
       "        [-1.17665546,  0.        ,  0.39389389,  0.01010101],\n",
       "        [-1.19740688,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        ...,\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ],\n",
       "        [0.0382796, 0.       , 0.501001 , 1.       ]]),\n",
       " array([[ 1.03940801,  0.        ,  0.67867868,  0.997998  ],\n",
       "        [ 1.04156776,  0.        ,  0.88688689,  0.998999  ],\n",
       "        [ 1.04156776,  0.        ,  0.88688689,  0.998999  ],\n",
       "        ...,\n",
       "        [ 1.03940801,  0.        ,  0.67867868,  0.997998  ],\n",
       "        [ 1.03724826,  0.        ,  0.55005005,  0.996997  ],\n",
       "        [-0.94324412,  0.        ,  0.25625626,  0.07907908]]),\n",
       " array([[-0.51168053,  0.        ,  0.28178178,  0.01010101],\n",
       "        [-0.48520914,  0.        ,  0.5035035 ,  0.02020202],\n",
       "        [-0.51168053,  0.        ,  0.28178178,  0.01010101],\n",
       "        ...,\n",
       "        [-0.53815191,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43226636,  0.        ,  0.72072072,  0.04040404],\n",
       "        [-0.48520914,  0.        ,  0.5035035 ,  0.02020202]]),\n",
       " array([[0.39907032, 0.        , 0.56606607, 0.98989899],\n",
       "        [0.39907032, 0.        , 0.56606607, 0.98989899],\n",
       "        [0.39907032, 0.        , 0.56606607, 0.98989899],\n",
       "        ...,\n",
       "        [0.39907032, 0.        , 0.56606607, 0.98989899],\n",
       "        [0.39907032, 0.        , 0.56606607, 0.98989899],\n",
       "        [0.39907032, 0.        , 0.56606607, 0.98989899]]),\n",
       " array([[0.62414473, 0.        , 0.34734735, 1.        ],\n",
       "        [0.62414473, 0.        , 0.7042042 , 1.        ],\n",
       "        [0.62414473, 0.        , 0.7042042 , 1.        ],\n",
       "        ...,\n",
       "        [0.62414473, 0.        , 0.7042042 , 1.        ],\n",
       "        [0.62414473, 0.        , 0.34734735, 1.        ],\n",
       "        [0.62414473, 0.        , 0.34734735, 1.        ]]),\n",
       " array([[-0.29679919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29679919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29679919,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.29679919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29679919,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29679919,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.77707421,  0.        ,  0.91491491,  0.997998  ],\n",
       "        [-0.36064672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36064672,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36064672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36064672,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36064672,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.08032238e+00,  0.00000000e+00,  1.97197197e-01,\n",
       "          1.00010001e-03],\n",
       "        [-1.08233354e+00,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.07509339e+00,  0.00000000e+00,  3.22822823e-01,\n",
       "          3.60036004e-03],\n",
       "        ...,\n",
       "        [ 9.28012387e-01,  0.00000000e+00,  7.08208208e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 9.28012387e-01,  0.00000000e+00,  7.08208208e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.08173019e+00,  0.00000000e+00,  1.16116116e-01,\n",
       "          3.00030003e-04]]),\n",
       " array([[ 0.76148409,  0.        ,  0.83633634,  0.10405827],\n",
       "        [-0.55472726,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.55472726,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.55472726,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.21251231,  0.        ,  0.65365365,  0.02705515],\n",
       "        [ 0.0902163 ,  0.        ,  0.70770771,  0.05098855]]),\n",
       " array([[ 0.63834712,  0.        ,  0.36586587,  0.97979798],\n",
       "        [ 0.66063271,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.66063271,  0.        ,  0.71271271,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.66063271,  0.        ,  0.71271271,  0.98989899],\n",
       "        [ 0.63834712,  0.        ,  0.36586587,  0.97979798],\n",
       "        [-1.52335463,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.133461  ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.00406353,  0.        ,  0.82932933,  0.01010101],\n",
       "        [-0.133461  ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.133461  ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.00406353,  0.        ,  0.82932933,  0.01010101],\n",
       "        [ 0.00406353,  0.        ,  0.82932933,  0.01010101]]),\n",
       " array([[-0.09556371,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09556371,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09556371,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09556371,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09556371,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09556371,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        ...,\n",
       "        [0.42699873, 0.        , 0.18268268, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ],\n",
       "        [0.42699874, 0.        , 0.73073073, 1.        ]]),\n",
       " array([[0.0744868 , 0.        , 0.55605606, 0.99989999],\n",
       "        [0.07177207, 0.        , 0.06056056, 0.99969997],\n",
       "        [0.0744868 , 0.        , 0.55605606, 0.99989999],\n",
       "        ...,\n",
       "        [0.0744868 , 0.        , 0.55605606, 0.99989999],\n",
       "        [0.0744868 , 0.        , 0.55605606, 0.99989999],\n",
       "        [0.0744868 , 0.        , 0.55605606, 0.99989999]]),\n",
       " array([[ 0.69730995,  0.        ,  0.66216216,  0.98989899],\n",
       "        [ 0.69730995,  0.        ,  0.66216216,  0.98989899],\n",
       "        [ 0.69730995,  0.        ,  0.66216216,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.69730995,  0.        ,  0.66216216,  0.98989899],\n",
       "        [-1.45785488,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.69730995,  0.        ,  0.66216216,  0.98989899]]),\n",
       " array([[ 2.29708381,  0.        ,  0.89289289,  0.97979798],\n",
       "        [-0.4348115 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4348115 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.4348115 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4348115 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4348115 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.15107076, 0.        , 0.55405405, 0.99910083],\n",
       "        [0.15086775, 0.        , 0.09209209, 0.99907085],\n",
       "        [0.15134144, 0.        , 0.82982983, 0.99914079],\n",
       "        ...,\n",
       "        [0.15107076, 0.        , 0.55405405, 0.99910083],\n",
       "        [0.15147678, 0.        , 0.88838839, 0.99916077],\n",
       "        [0.15093542, 0.        , 0.25325325, 0.99908085]]),\n",
       " array([[-5.73572312e-01,  0.00000000e+00,  5.01501502e-01,\n",
       "          1.54900000e-06],\n",
       "        [-5.73561538e-01,  0.00000000e+00,  6.77677678e-01,\n",
       "          6.19900001e-06],\n",
       "        [-5.73549721e-01,  0.00000000e+00,  7.20295992e-01,\n",
       "          1.12990000e-05],\n",
       "        ...,\n",
       "        [-5.73567794e-01,  0.00000000e+00,  6.13113113e-01,\n",
       "          3.49900001e-06],\n",
       "        [-5.73574224e-01,  0.00000000e+00,  3.37837838e-01,\n",
       "          7.24000001e-07],\n",
       "        [-5.73573586e-01,  0.00000000e+00,  4.18918919e-01,\n",
       "          9.99000002e-07]]),\n",
       " array([[0.22082871, 0.        , 0.77777778, 0.99467837],\n",
       "        [0.21862384, 0.        , 0.62462462, 0.99422166],\n",
       "        [0.21450169, 0.        , 0.21721722, 0.99336782],\n",
       "        ...,\n",
       "        [0.21440583, 0.        , 0.20820821, 0.99334796],\n",
       "        [0.21517274, 0.        , 0.2957958 , 0.99350682],\n",
       "        [0.22188321, 0.        , 0.83283283, 0.99489679]]),\n",
       " array([[-0.25475364,  0.        ,  0.7007007 ,  0.09009009],\n",
       "        [-0.46067999,  0.        ,  0.58608609,  0.03003003],\n",
       "        [ 0.80919914,  0.        ,  0.83183183,  0.4004004 ],\n",
       "        ...,\n",
       "        [-0.56021106,  0.        ,  0.27577578,  0.001001  ],\n",
       "        [-0.56021106,  0.        ,  0.27577578,  0.001001  ],\n",
       "        [-0.25475364,  0.        ,  0.7007007 ,  0.09009009]]),\n",
       " array([[0.54543932, 0.        , 0.89339339, 1.        ],\n",
       "        [0.54543931, 0.        , 0.4974975 , 0.99999999],\n",
       "        [0.54543931, 0.        , 0.4974975 , 0.99999999],\n",
       "        ...,\n",
       "        [0.54543932, 0.        , 0.8033033 , 1.        ],\n",
       "        [0.54543931, 0.        , 0.4974975 , 0.99999999],\n",
       "        [0.54543931, 0.        , 0.4974975 , 0.99999999]]),\n",
       " array([[-0.07937654,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07937654,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07937654,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07937654,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07937654,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07937654,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.29314926,  0.        ,  0.76076076,  0.01010101],\n",
       "        [-0.32871298,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32871298,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.32871298,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32871298,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32871298,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.28624383,  0.        ,  0.87137137,  0.00600601],\n",
       "        [-0.30427227,  0.        ,  0.69269269,  0.001001  ],\n",
       "        [-0.30787796,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30787796,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30787796,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30427227,  0.        ,  0.69269269,  0.001001  ]]),\n",
       " array([[-0.4056916 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4056916 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.4056916 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.4056916 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.61106279,  0.        ,  1.        ,  1.        ],\n",
       "        [-0.4056916 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 3.54208632e-01,  0.00000000e+00,  2.17717718e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 3.54208635e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.54208635e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 3.54208635e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.54208635e-01,  0.00000000e+00,  6.45145145e-01,\n",
       "          9.99999999e-01],\n",
       "        [-2.82322875e+00,  0.00000000e+00,  2.40240240e-02,\n",
       "          1.00000000e-06]]),\n",
       " array([[-0.11318826,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11318826,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11318826,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.11318826,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11318826,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.11318826,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.31442975, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31442975, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31442975, 0.        , 0.54354354, 0.98989899],\n",
       "        ...,\n",
       "        [0.31442975, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31442975, 0.        , 0.54354354, 0.98989899],\n",
       "        [0.31442975, 0.        , 0.54354354, 0.98989899]]),\n",
       " array([[-2.26097991e+00,  0.00000000e+00,  4.40440440e-02,\n",
       "          1.00010001e-03],\n",
       "        [ 4.43336532e-01,  0.00000000e+00,  5.39039039e-01,\n",
       "          9.99699970e-01],\n",
       "        [-2.25556370e+00,  0.00000000e+00,  8.15815816e-02,\n",
       "          3.00030003e-03],\n",
       "        ...,\n",
       "        [ 4.43336532e-01,  0.00000000e+00,  5.39039039e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 4.43336532e-01,  0.00000000e+00,  5.39039039e-01,\n",
       "          9.99699970e-01],\n",
       "        [-2.26341721e+00,  0.00000000e+00,  2.55255255e-02,\n",
       "          1.00010001e-04]]),\n",
       " array([[-1.94339995e+00,  0.00000000e+00,  6.00600601e-02,\n",
       "          9.00090009e-04],\n",
       "        [ 5.15953043e-01,  0.00000000e+00,  5.61561562e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.93699731e+00,  0.00000000e+00,  1.17617618e-01,\n",
       "          3.50035004e-03],\n",
       "        ...,\n",
       "        [ 5.15953043e-01,  0.00000000e+00,  5.61561562e-01,\n",
       "          9.99699970e-01],\n",
       "        [ 5.15953043e-01,  0.00000000e+00,  5.61561562e-01,\n",
       "          9.99699970e-01],\n",
       "        [-1.94512374e+00,  0.00000000e+00,  2.95295295e-02,\n",
       "          2.00020002e-04]]),\n",
       " array([[-2.90611858e-01,  0.00000000e+00,  6.08108108e-01,\n",
       "          1.30013001e-03],\n",
       "        [-2.95480810e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-2.83121163e-01,  0.00000000e+00,  7.88288288e-01,\n",
       "          3.30033003e-03],\n",
       "        ...,\n",
       "        [-2.93608136e-01,  0.00000000e+00,  4.13913914e-01,\n",
       "          5.00050005e-04],\n",
       "        [-2.95106275e-01,  0.00000000e+00,  1.62662663e-01,\n",
       "          1.00010001e-04],\n",
       "        [-2.95480810e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.40723982,  0.        ,  0.84184184,  0.00500501],\n",
       "        [-0.42126811,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42126811,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.42126811,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42126811,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.41846245,  0.        ,  0.78228228,  0.001001  ]]),\n",
       " array([[ 0.50758491,  0.        ,  0.84184184,  0.21176471],\n",
       "        [-0.42606607,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.42606607,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.42606607,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32232707,  0.        ,  0.78728729,  0.02352941],\n",
       "        [-0.42606607,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.08178311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08178311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08178311,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.08178311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08178311,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.08178311,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 3.49481834e-01,  0.00000000e+00,  6.03603604e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.49481834e-01,  0.00000000e+00,  6.03603604e-01,\n",
       "          9.99999999e-01],\n",
       "        [-2.86135572e+00,  0.00000000e+00,  9.99535888e-02,\n",
       "          1.08400000e-05],\n",
       "        ...,\n",
       "        [ 3.49481834e-01,  0.00000000e+00,  6.03603604e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.49481834e-01,  0.00000000e+00,  6.03603604e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 3.49481831e-01,  0.00000000e+00,  1.63663664e-01,\n",
       "          9.99999998e-01]]),\n",
       " array([[ 0.78990049,  0.        ,  0.72072072,  0.71717172],\n",
       "        [ 1.32098002,  0.        ,  0.93493493,  0.84848485],\n",
       "        [-0.59907676,  0.        ,  0.2987988 ,  0.37373737],\n",
       "        ...,\n",
       "        [-0.27225858,  0.        ,  0.3958959 ,  0.45454545],\n",
       "        [ 0.13626414,  0.        ,  0.52902903,  0.55555556],\n",
       "        [ 0.3405255 ,  0.        ,  0.5955956 ,  0.60606061]]),\n",
       " array([[ 1.01066705,  0.        ,  0.87137137,  0.11111111],\n",
       "        [-0.55850591,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.55850591,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.55850591,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.55850591,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.01066705,  0.        ,  0.87137137,  0.11111111]]),\n",
       " array([[ 0.78213005,  0.        ,  0.69119119,  0.998998  ],\n",
       "        [-1.36386953,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.78213005,  0.        ,  0.69119119,  0.998998  ],\n",
       "        ...,\n",
       "        [-1.36386953,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.78213005,  0.        ,  0.69119119,  0.998998  ],\n",
       "        [ 0.78213005,  0.        ,  0.69119119,  0.998998  ]]),\n",
       " array([[-0.67038504,  0.        ,  0.15815816,  0.02020202],\n",
       "        [-0.06501531,  0.        ,  0.58608609,  0.07070707],\n",
       "        [-0.67038504,  0.        ,  0.15815816,  0.02020202],\n",
       "        ...,\n",
       "        [-0.5493111 ,  0.        ,  0.25725726,  0.03030303],\n",
       "        [ 0.05605864,  0.        ,  0.64814815,  0.08080808],\n",
       "        [ 0.41928048,  0.        ,  0.79029029,  0.11111111]]),\n",
       " array([[ 0.19799038,  0.        ,  0.71071071,  0.10405827],\n",
       "        [-0.50688695,  0.        ,  0.41091091,  0.03954214],\n",
       "        [-0.3477211 ,  0.        ,  0.48048048,  0.0541103 ],\n",
       "        ...,\n",
       "        [-0.32498312,  0.        ,  0.48798799,  0.05619147],\n",
       "        [-0.80248068,  0.        ,  0.21471471,  0.01248699],\n",
       "        [ 0.3912632 ,  0.        ,  0.74424424,  0.12174818]]),\n",
       " array([[-0.44994118,  0.        ,  0.64664665,  0.04040404],\n",
       "        [-0.47659057,  0.        ,  0.54604605,  0.03030303],\n",
       "        [-0.52988937,  0.        ,  0.19169169,  0.01010101],\n",
       "        ...,\n",
       "        [-0.52988937,  0.        ,  0.19169169,  0.01010101],\n",
       "        [-0.44994118,  0.        ,  0.64664665,  0.04040404],\n",
       "        [-0.44994118,  0.        ,  0.64664665,  0.04040404]]),\n",
       " array([[-8.43583205e-01,  0.00000000e+00,  2.44244244e-01,\n",
       "          2.00000000e-06],\n",
       "        [-8.43579675e-01,  0.00000000e+00,  3.48123972e-01,\n",
       "          3.74000000e-06],\n",
       "        [ 1.18542716e+00,  0.00000000e+00,  7.46746747e-01,\n",
       "          9.99999998e-01],\n",
       "        ...,\n",
       "        [ 1.18542716e+00,  0.00000000e+00,  9.15915916e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.18542716e+00,  0.00000000e+00,  9.15915916e-01,\n",
       "          9.99999999e-01],\n",
       "        [-8.43574886e-01,  0.00000000e+00,  4.33433433e-01,\n",
       "          6.10000001e-06]]),\n",
       " array([[-0.09146089,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09146089,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09146089,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.09146089,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09146089,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.09146089,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.32678079,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32678079,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.79002484,  0.        ,  0.92742743,  0.1       ],\n",
       "        ...,\n",
       "        [-0.32678079,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32678079,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32678079,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.56980429,  0.        ,  0.53303303,  0.99982003],\n",
       "        [ 0.56982754,  0.        ,  0.75025025,  0.99983003],\n",
       "        [-1.75494045,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.56978105,  0.        ,  0.32082082,  0.99981003],\n",
       "        [ 0.56982754,  0.        ,  0.75025025,  0.99983003],\n",
       "        [ 0.56978105,  0.        ,  0.32082082,  0.99981003]]),\n",
       " array([[ 0.11504351,  0.        ,  0.91841842,  0.09090909],\n",
       "        [-0.18033304,  0.        ,  0.69319319,  0.03030303],\n",
       "        [-0.13110362,  0.        ,  0.76726727,  0.04040404],\n",
       "        ...,\n",
       "        [-0.32802132,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.32802132,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18033304,  0.        ,  0.69319319,  0.03030303]]),\n",
       " array([[-0.24140717,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24140717,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.14392744,  0.        ,  0.88288288,  0.02020202],\n",
       "        ...,\n",
       "        [-0.24140717,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24140717,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.24140717,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.65410819,  0.        ,  0.36636637,  0.997998  ],\n",
       "        [ 0.6564302 ,  0.        ,  0.71371371,  0.998999  ],\n",
       "        [ 0.6564302 ,  0.        ,  0.71371371,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.6564302 ,  0.        ,  0.71371371,  0.998999  ],\n",
       "        [ 0.65410819,  0.        ,  0.36636637,  0.997998  ],\n",
       "        [-1.62146974,  0.        ,  0.03253253,  0.01701702]]),\n",
       " array([[-0.03217113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03217113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03217113,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.03217113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03217113,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03217113,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 2.49859247e+00,  0.00000000e+00,  9.03403403e-01,\n",
       "          9.97997998e-01],\n",
       "        [-4.01402285e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.01402285e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-4.01402285e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-3.98493564e-01,  0.00000000e+00,  7.49249249e-01,\n",
       "          1.00100100e-03],\n",
       "        [-4.01402285e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[ 0.30667837,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.30667837,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.30667837,  0.        ,  1.        ,  1.        ],\n",
       "        ...,\n",
       "        [-3.26003103,  0.        ,  0.04304304,  0.5       ],\n",
       "        [ 0.30667837,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.30667837,  0.        ,  1.        ,  1.        ]]),\n",
       " array([[-0.36697346,  0.        ,  0.54704705,  0.04040404],\n",
       "        [-0.36697346,  0.        ,  0.54704705,  0.04040404],\n",
       "        [-0.46447241,  0.        ,  0.16016016,  0.01010101],\n",
       "        ...,\n",
       "        [-0.46447241,  0.        ,  0.16016016,  0.01010101],\n",
       "        [-0.36697346,  0.        ,  0.54704705,  0.04040404],\n",
       "        [-0.33447381,  0.        ,  0.62762763,  0.05050505]]),\n",
       " array([[ 9.31817431e-01,  0.00000000e+00,  7.30730731e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 9.31817431e-01,  0.00000000e+00,  7.30730731e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 9.31817431e-01,  0.00000000e+00,  7.30730731e-01,\n",
       "          9.99899990e-01],\n",
       "        ...,\n",
       "        [-1.08136895e+00,  0.00000000e+00,  1.00600601e-01,\n",
       "          6.00060006e-04],\n",
       "        [ 9.31817431e-01,  0.00000000e+00,  7.30730731e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 9.31817431e-01,  0.00000000e+00,  7.30730731e-01,\n",
       "          9.99899990e-01]]),\n",
       " array([[-0.82019701,  0.        ,  0.20870871,  0.04      ],\n",
       "        [-0.29755663,  0.        ,  0.45145145,  0.08      ],\n",
       "        [ 0.22508376,  0.        ,  0.65915916,  0.12      ],\n",
       "        ...,\n",
       "        [ 1.79300493,  0.        ,  0.94094094,  0.24      ],\n",
       "        [ 1.27036454,  0.        ,  0.88988989,  0.2       ],\n",
       "        [-0.29755663,  0.        ,  0.45145145,  0.08      ]]),\n",
       " array([[ 2.77695525,  0.        ,  0.91491491,  0.997998  ],\n",
       "        [-0.36149258,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36149258,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.36149258,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36149258,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.36149258,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.07601662,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07601662,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07601662,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07601662,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07601662,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07601662,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.28216419,  0.        ,  0.68118118,  0.03030303],\n",
       "        [-0.31829583,  0.        ,  0.52602603,  0.02020202],\n",
       "        [-0.39055911,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.35442747,  0.        ,  0.3023023 ,  0.01010101],\n",
       "        [-0.20990092,  0.        ,  0.83633634,  0.05050505],\n",
       "        [-0.24603255,  0.        ,  0.77877878,  0.04040404]]),\n",
       " array([[-0.37314952,  0.        ,  0.18168168,  0.01801802],\n",
       "        [-0.1847111 ,  0.        ,  0.42392392,  0.03203203],\n",
       "        [-0.22509076,  0.        ,  0.37437437,  0.02902903],\n",
       "        ...,\n",
       "        [-0.34622974,  0.        ,  0.21621622,  0.02002002],\n",
       "        [-0.31930997,  0.        ,  0.25275275,  0.02202202],\n",
       "        [-0.25201053,  0.        ,  0.34234234,  0.02702703]]),\n",
       " array([[-0.74695881,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.38699208,  0.        ,  0.82732733,  0.98989899],\n",
       "        [-0.7251838 ,  0.        ,  0.35185185,  0.01010101],\n",
       "        ...,\n",
       "        [-0.74695881,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.38699208,  0.        ,  0.82732733,  0.98989899],\n",
       "        [-0.7251838 ,  0.        ,  0.35185185,  0.01010101]]),\n",
       " array([[-4.02053658e-02,  0.00000000e+00,  6.01601602e-01,\n",
       "          4.40000000e-07],\n",
       "        [-4.01709050e-02,  0.00000000e+00,  7.42690058e-01,\n",
       "          1.81400000e-06],\n",
       "        [-4.00549067e-02,  0.00000000e+00,  8.53153925e-01,\n",
       "          6.43900001e-06],\n",
       "        ...,\n",
       "        [-4.02164014e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.02101813e-02,  0.00000000e+00,  5.61061061e-01,\n",
       "          2.48000000e-07],\n",
       "        [-4.01869817e-02,  0.00000000e+00,  6.96423696e-01,\n",
       "          1.17300000e-06]]),\n",
       " array([[0.15195018, 0.        , 0.52352352, 0.998999  ],\n",
       "        [0.15195018, 0.        , 0.52352352, 0.998999  ],\n",
       "        [0.15195018, 0.        , 0.52352352, 0.998999  ],\n",
       "        ...,\n",
       "        [0.15195018, 0.        , 0.52352352, 0.998999  ],\n",
       "        [0.15195018, 0.        , 0.52352352, 0.998999  ],\n",
       "        [0.15195018, 0.        , 0.52352352, 0.998999  ]]),\n",
       " array([[-5.98024700e-01,  0.00000000e+00,  5.89089089e-01,\n",
       "          6.00600601e-02],\n",
       "        [-7.33622969e-01,  0.00000000e+00,  2.54254254e-01,\n",
       "          1.00100100e-03],\n",
       "        [-7.35921245e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [ 1.55775794e+00,  0.00000000e+00,  9.15915916e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 1.55775794e+00,  0.00000000e+00,  9.15915916e-01,\n",
       "          9.98998999e-01],\n",
       "        [-7.33622969e-01,  0.00000000e+00,  2.54254254e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-0.03434795,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03434795,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03434795,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.03434795,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03434795,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.03434795,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.03137908,  0.        ,  0.63613614,  0.01850185],\n",
       "        [-0.10813526,  0.        ,  0.41091091,  0.01370137],\n",
       "        [-0.0777526 ,  0.        ,  0.51351351,  0.01560156],\n",
       "        ...,\n",
       "        [-0.24565675,  0.        ,  0.08808809,  0.00510051],\n",
       "        [-0.08414895,  0.        ,  0.49249249,  0.01520152],\n",
       "        [ 0.00380084,  0.        ,  0.72372372,  0.02070207]]),\n",
       " array([[ 5.66599223e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01],\n",
       "        [-1.76493682e+00,  0.00000000e+00,  1.05079217e-01,\n",
       "          5.91500001e-06],\n",
       "        [ 5.66599223e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [-1.76494682e+00,  0.00000000e+00,  5.24853211e-02,\n",
       "          1.62600000e-06],\n",
       "        [ 5.66599223e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 5.66599223e-01,  0.00000000e+00,  6.90690691e-01,\n",
       "          9.99999999e-01]]),\n",
       " array([[-0.06775086,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06775086,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06775086,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06775086,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06775086,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06775086,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.85110736,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.85110736,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.85110736,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.53930128,  0.        ,  0.38788789,  0.99722881],\n",
       "        [ 0.54004201,  0.        ,  0.55505506,  0.99753783],\n",
       "        [ 0.5418341 ,  0.        ,  0.96446446,  0.99828545]]),\n",
       " array([[-0.04726087,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04726087,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04726087,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.04726087,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04726087,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.04726087,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.07922062,  0.        ,  0.62412412,  0.08333333],\n",
       "        [ 0.07922062,  0.        ,  0.62412412,  0.08333333],\n",
       "        [-0.78446034,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.07922062,  0.        ,  0.62412412,  0.08333333],\n",
       "        [ 0.94290158,  0.        ,  0.83533534,  0.16666667],\n",
       "        [-0.78446034,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.00938853,  0.        ,  0.63613614,  0.06666667],\n",
       "        [-0.47527059,  0.        ,  0.37587588,  0.03333333],\n",
       "        [ 0.17094157,  0.        ,  0.6976977 ,  0.07777778],\n",
       "        ...,\n",
       "        [-0.47527059,  0.        ,  0.37587588,  0.03333333],\n",
       "        [ 0.65560068,  0.        ,  0.82432432,  0.11111111],\n",
       "        [ 0.49404764,  0.        ,  0.78978979,  0.1       ]]),\n",
       " array([[-1.63321213e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.63321213e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.44823497e-01,  0.00000000e+00,  6.46646647e-01,\n",
       "          1.85597624e-04],\n",
       "        ...,\n",
       "        [-1.63321213e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.63321213e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.63321213e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[-0.50456683,  0.        ,  0.20870871,  0.01010101],\n",
       "        [-0.44938522,  0.        ,  0.55555556,  0.03030303],\n",
       "        [-0.50456683,  0.        ,  0.20870871,  0.01010101],\n",
       "        ...,\n",
       "        [-0.50456683,  0.        ,  0.20870871,  0.01010101],\n",
       "        [-0.42179441,  0.        ,  0.65565566,  0.04040404],\n",
       "        [-0.42179441,  0.        ,  0.65565566,  0.04040404]]),\n",
       " array([[0.37107506, 0.        , 0.62512513, 1.        ],\n",
       "        [0.37107506, 0.        , 0.62512513, 1.        ],\n",
       "        [0.37107506, 0.        , 0.62512513, 1.        ],\n",
       "        ...,\n",
       "        [0.37107506, 0.        , 0.62512513, 1.        ],\n",
       "        [0.37107506, 0.        , 0.62512513, 1.        ],\n",
       "        [0.37107505, 0.        , 0.19319319, 1.        ]]),\n",
       " array([[-1.32462616,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32462616,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.32462616,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.75439289,  0.        ,  0.58858859,  0.99496578],\n",
       "        [ 0.75433053,  0.        ,  0.52202202,  0.99493593],\n",
       "        [-1.32462616,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-6.08678315e-01,  0.00000000e+00,  5.17017017e-01,\n",
       "          6.00600601e-02],\n",
       "        [-6.86585020e-01,  0.00000000e+00,  4.44944945e-01,\n",
       "          3.00300300e-02],\n",
       "        [ 2.74264348e-01,  0.00000000e+00,  6.99199199e-01,\n",
       "          4.00400400e-01],\n",
       "        ...,\n",
       "        [ 1.82720468e+00,  0.00000000e+00,  8.97397397e-01,\n",
       "          9.98998999e-01],\n",
       "        [ 1.82720468e+00,  0.00000000e+00,  8.97397397e-01,\n",
       "          9.98998999e-01],\n",
       "        [-7.61894835e-01,  0.00000000e+00,  1.97697698e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-2.26351457e+00,  0.00000000e+00,  1.45145145e-01,\n",
       "          5.80058006e-03],\n",
       "        [ 4.40142966e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99899990e-01],\n",
       "        [ 4.40142966e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99899990e-01],\n",
       "        ...,\n",
       "        [ 4.40142966e-01,  0.00000000e+00,  7.12712713e-01,\n",
       "          9.99899990e-01],\n",
       "        [-2.27629846e+00,  0.00000000e+00,  6.15615616e-02,\n",
       "          1.10011001e-03],\n",
       "        [ 4.39598971e-01,  0.00000000e+00,  2.95795796e-01,\n",
       "          9.99699970e-01]]),\n",
       " array([[ 0.41578923,  0.        ,  0.57432432,  0.1741765 ],\n",
       "        [ 0.44532776,  0.        ,  0.77968878,  0.17611415],\n",
       "        [-2.23944595,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 0.48049017,  0.        ,  0.88488488,  0.17842071],\n",
       "        [ 0.40969231,  0.        ,  0.4964965 ,  0.17377656],\n",
       "        [ 0.59775077,  0.        ,  0.97315592,  0.1861127 ]]),\n",
       " array([[-9.70532047e-02,  0.00000000e+00,  1.85185185e-01,\n",
       "          1.72000000e-07],\n",
       "        [-9.70502402e-02,  0.00000000e+00,  3.93893894e-01,\n",
       "          4.57000000e-07],\n",
       "        [-9.70497930e-02,  0.00000000e+00,  4.25425425e-01,\n",
       "          5.00000001e-07],\n",
       "        ...,\n",
       "        [-9.70545881e-02,  0.00000000e+00,  4.90490490e-02,\n",
       "          3.90000000e-08],\n",
       "        [-9.70507187e-02,  0.00000000e+00,  3.57857858e-01,\n",
       "          4.11000000e-07],\n",
       "        [-9.70306022e-02,  0.00000000e+00,  9.15582249e-01,\n",
       "          2.34500000e-06]]),\n",
       " array([[0.21808438, 0.        , 0.71821822, 0.99962016],\n",
       "        [0.21808438, 0.        , 0.71821822, 0.99962016],\n",
       "        [0.21789221, 0.        , 0.12112112, 0.99958017],\n",
       "        ...,\n",
       "        [0.21794026, 0.        , 0.29279279, 0.99959017],\n",
       "        [0.21808438, 0.        , 0.71821822, 0.99962016],\n",
       "        [0.21808438, 0.        , 0.71821822, 0.99962016]]),\n",
       " array([[0.17065723, 0.        , 0.54354354, 1.        ],\n",
       "        [0.17065723, 0.        , 0.54354354, 1.        ],\n",
       "        [0.17065723, 0.        , 0.54354354, 1.        ],\n",
       "        ...,\n",
       "        [0.17065723, 0.        , 0.54354354, 1.        ],\n",
       "        [0.17065723, 0.        , 0.54354354, 1.        ],\n",
       "        [0.17065723, 0.        , 0.54354354, 1.        ]]),\n",
       " array([[-0.11390051,  1.        ,  0.5005005 ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5005005 ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5005005 ,  0.18066158],\n",
       "        ...,\n",
       "        [-0.11390051,  1.        ,  0.5005005 ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5005005 ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5005005 ,  0.18066158]]),\n",
       " array([[ 1.01906523,  0.        ,  0.92692693,  0.21176471],\n",
       "        [-0.27159907,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.27159907,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.27159907,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.12819193,  0.        ,  0.90990991,  0.02352941],\n",
       "        [-0.27159907,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-5.80321277e-01,  0.00000000e+00,  3.69494494e-01,\n",
       "          1.60200000e-06],\n",
       "        [-5.80312038e-01,  0.00000000e+00,  5.89344311e-01,\n",
       "          5.61300001e-06],\n",
       "        [-5.80299997e-01,  0.00000000e+00,  6.73259988e-01,\n",
       "          1.08400000e-05],\n",
       "        ...,\n",
       "        [-5.80321222e-01,  0.00000000e+00,  3.72472472e-01,\n",
       "          1.62600000e-06],\n",
       "        [-5.80318181e-01,  0.00000000e+00,  4.82097482e-01,\n",
       "          2.94600000e-06],\n",
       "        [-5.80285352e-01,  0.00000000e+00,  7.11502765e-01,\n",
       "          1.71980000e-05]]),\n",
       " array([[-0.07535458,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535458,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535458,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.07535458,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535458,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07535458,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.28762833, 0.        , 0.24724725, 0.99498998],\n",
       "        [0.30343967, 0.        , 0.7037037 , 0.998998  ],\n",
       "        [0.30343967, 0.        , 0.7037037 , 0.998998  ],\n",
       "        ...,\n",
       "        [0.30343967, 0.        , 0.7037037 , 0.998998  ],\n",
       "        [0.28762833, 0.        , 0.24724725, 0.99498998],\n",
       "        [0.28762833, 0.        , 0.24724725, 0.99498998]]),\n",
       " array([[-0.18302077,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18302077,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18302077,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.18302077,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18302077,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.18302077,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.35933136,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.35933136,  0.        ,  0.        ,  0.        ],\n",
       "        [ 2.88418446,  0.        ,  0.97047047,  0.1       ],\n",
       "        ...,\n",
       "        [-0.35933136,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.35933136,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.35933136,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.40968904,  0.        ,  0.76226226,  0.08080808],\n",
       "        [-0.33742328,  0.        ,  0.47147147,  0.03030303],\n",
       "        [ 0.70853396,  0.        ,  0.83433433,  0.1010101 ],\n",
       "        ...,\n",
       "        [-0.78569066,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.11084411,  0.        ,  0.66766767,  0.06060606],\n",
       "        [-0.6362682 ,  0.        ,  0.27977978,  0.01010101]]),\n",
       " array([[-0.40222817,  0.        ,  0.16816817,  0.05505506],\n",
       "        [-0.01418809,  0.        ,  0.47547548,  0.07907908],\n",
       "        [-0.5962482 ,  0.        ,  0.08408408,  0.04304304],\n",
       "        ...,\n",
       "        [ 0.32534698,  0.        ,  0.88838839,  0.1001001 ],\n",
       "        [ 0.0666536 ,  0.        ,  0.56256256,  0.08408408],\n",
       "        [ 0.17983195,  0.        ,  0.67717718,  0.09109109]]),\n",
       " array([[ 4.12284247,  0.        ,  0.98948949,  0.08      ],\n",
       "        [-0.3448644 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3448644 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.3448644 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 4.12284247,  0.        ,  0.98948949,  0.08      ],\n",
       "        [-0.3448644 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.11390051,  1.        ,  0.5       ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5       ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5       ,  0.18066158],\n",
       "        ...,\n",
       "        [-0.11390051,  1.        ,  0.5       ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5       ,  0.18066158],\n",
       "        [-0.11390051,  1.        ,  0.5       ,  0.18066158]]),\n",
       " array([[-0.52061488,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.46959285,  0.        ,  0.71621622,  0.02020202],\n",
       "        [-0.52061488,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.97946472,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [ 1.97946472,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [-0.46959285,  0.        ,  0.71621622,  0.02020202]]),\n",
       " array([[0.3086002 , 0.        , 0.4954955 , 0.99987002],\n",
       "        [0.3086002 , 0.        , 0.4954955 , 0.99987002],\n",
       "        [0.3086002 , 0.        , 0.4954955 , 0.99987002],\n",
       "        ...,\n",
       "        [0.3086002 , 0.        , 0.4954955 , 0.99987002],\n",
       "        [0.3086002 , 0.        , 0.4954955 , 0.99987002],\n",
       "        [0.30867118, 0.        , 0.97847848, 0.99989001]]),\n",
       " array([[0.31458638, 0.        , 0.54354354, 0.99989998],\n",
       "        [0.31458638, 0.        , 0.54354354, 0.99989998],\n",
       "        [0.31458638, 0.        , 0.54354354, 0.99989998],\n",
       "        ...,\n",
       "        [0.31458638, 0.        , 0.54354354, 0.99989998],\n",
       "        [0.31458638, 0.        , 0.54354354, 0.99989998],\n",
       "        [0.31458638, 0.        , 0.54354354, 0.99989998]]),\n",
       " array([[0.41350743, 0.        , 0.27927928, 0.99969997],\n",
       "        [0.41407479, 0.        , 0.7042042 , 0.99989999],\n",
       "        [0.41407479, 0.        , 0.7042042 , 0.99989999],\n",
       "        ...,\n",
       "        [0.41407479, 0.        , 0.7042042 , 0.99989999],\n",
       "        [0.41350743, 0.        , 0.27927928, 0.99969997],\n",
       "        [0.41350743, 0.        , 0.27927928, 0.99969997]]),\n",
       " array([[-0.22561293,  0.        ,  0.55305305,  0.01010101],\n",
       "        [-0.17659525,  0.        ,  0.75175175,  0.02020202],\n",
       "        [-0.2746306 ,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.2746306 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.17659525,  0.        ,  0.75175175,  0.02020202],\n",
       "        [-0.12757758,  0.        ,  0.85385385,  0.03030303]]),\n",
       " array([[-1.90093214e-02,  0.00000000e+00,  6.21621622e-01,\n",
       "          1.00000000e-09],\n",
       "        [-1.90096443e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.90096443e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-1.90096443e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.90096443e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-1.90093214e-02,  0.00000000e+00,  6.21621622e-01,\n",
       "          1.00000000e-09]]),\n",
       " array([[ 0.28234504,  0.        ,  0.83833834,  0.03030303],\n",
       "        [-0.1219844 ,  0.        ,  0.5960961 ,  0.01010101],\n",
       "        [ 0.08018032,  0.        ,  0.74924925,  0.02020202],\n",
       "        ...,\n",
       "        [-0.32414912,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.08018032,  0.        ,  0.74924925,  0.02020202],\n",
       "        [-0.1219844 ,  0.        ,  0.5960961 ,  0.01010101]]),\n",
       " array([[-0.28100679,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28100679,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28100679,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.28100679,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28100679,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.28100679,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.93169243,  0.        ,  0.73073073,  0.98989899],\n",
       "        [ 0.93169243,  0.        ,  0.73073073,  0.98989899],\n",
       "        [ 0.93169243,  0.        ,  0.73073073,  0.98989899],\n",
       "        ...,\n",
       "        [-1.07652438,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.93169243,  0.        ,  0.73073073,  0.98989899],\n",
       "        [ 0.93169243,  0.        ,  0.73073073,  0.98989899]]),\n",
       " array([[-0.67378757,  0.        ,  0.27977978,  0.01176471],\n",
       "        [ 0.36777721,  0.        ,  0.70620621,  0.02352941],\n",
       "        [-0.67378757,  0.        ,  0.27977978,  0.01176471],\n",
       "        ...,\n",
       "        [ 0.36777721,  0.        ,  0.70620621,  0.02352941],\n",
       "        [-0.67378757,  0.        ,  0.27977978,  0.01176471],\n",
       "        [-0.67378757,  0.        ,  0.27977978,  0.01176471]]),\n",
       " array([[-1.1629069 ,  0.        ,  0.36236236,  0.03503504],\n",
       "        [-1.21278322,  0.        ,  0.25825826,  0.01101101],\n",
       "        [ 0.83630222,  0.        ,  0.71271271,  0.997998  ],\n",
       "        ...,\n",
       "        [ 0.8383804 ,  0.        ,  0.8968969 ,  0.998999  ],\n",
       "        [ 0.8383804 ,  0.        ,  0.8968969 ,  0.998999  ],\n",
       "        [-1.22940866,  0.        ,  0.04504505,  0.003003  ]]),\n",
       " array([[-5.69990899e-01,  0.00000000e+00,  5.68641668e-01,\n",
       "          4.95200000e-06],\n",
       "        [-5.69988598e-01,  0.00000000e+00,  5.96995559e-01,\n",
       "          5.94200001e-06],\n",
       "        [ 1.75441000e+00,  0.00000000e+00,  7.78278278e-01,\n",
       "          9.99999997e-01],\n",
       "        ...,\n",
       "        [-5.69998630e-01,  0.00000000e+00,  3.67701034e-01,\n",
       "          1.62600000e-06],\n",
       "        [-5.69995562e-01,  0.00000000e+00,  4.79765480e-01,\n",
       "          2.94600000e-06],\n",
       "        [-5.69962435e-01,  0.00000000e+00,  7.15220127e-01,\n",
       "          1.71980000e-05]]),\n",
       " array([[ 0.58166546,  0.        ,  0.62512513,  0.98989899],\n",
       "        [ 0.58166546,  0.        ,  0.62512513,  0.98989899],\n",
       "        [ 0.58166546,  0.        ,  0.62512513,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.58166546,  0.        ,  0.62512513,  0.98989899],\n",
       "        [ 0.58166546,  0.        ,  0.62512513,  0.98989899],\n",
       "        [-1.73390916,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.06685461,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06685461,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06685461,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.06685461,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06685461,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.06685461,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.97953779,  0.        ,  0.68618619,  0.99992001],\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.97953779,  0.        ,  0.68618619,  0.99992001],\n",
       "        ...,\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ],\n",
       "        [-1.02088333,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.55076541,  0.        ,  0.29179179,  0.01901902],\n",
       "        [-0.70162559,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.01297525,  0.        ,  0.67517518,  0.09009009],\n",
       "        ...,\n",
       "        [-0.16964496,  0.        ,  0.57107107,  0.06706707],\n",
       "        [-0.33638516,  0.        ,  0.45395395,  0.04604605],\n",
       "        [ 3.28425912,  0.        ,  0.98890557,  0.5025025 ]]),\n",
       " array([[ 1.61819918e+00,  0.00000000e+00,  8.45845846e-01,\n",
       "          9.99999998e-01],\n",
       "        [-6.17992845e-01,  0.00000000e+00,  1.15115115e-01,\n",
       "          3.98800005e-06],\n",
       "        [-6.17985551e-01,  0.00000000e+00,  1.97735342e-01,\n",
       "          7.25000009e-06],\n",
       "        ...,\n",
       "        [ 1.61819918e+00,  0.00000000e+00,  7.52252252e-01,\n",
       "          9.99999997e-01],\n",
       "        [ 1.61819918e+00,  0.00000000e+00,  7.52252252e-01,\n",
       "          9.99999997e-01],\n",
       "        [-6.17918489e-01,  0.00000000e+00,  7.07754547e-01,\n",
       "          3.72390005e-05]]),\n",
       " array([[ 0.93181957,  0.        ,  0.72972973,  0.99989999],\n",
       "        [ 0.93181957,  0.        ,  0.72972973,  0.99989999],\n",
       "        [ 0.93181957,  0.        ,  0.72972973,  0.99989999],\n",
       "        ...,\n",
       "        [-1.08301777,  0.        ,  0.06206206,  0.00160016],\n",
       "        [ 0.93181957,  0.        ,  0.72972973,  0.99989999],\n",
       "        [ 0.93181957,  0.        ,  0.72972973,  0.99989999]]),\n",
       " array([[-0.25344106,  0.        ,  0.49299299,  0.02020202],\n",
       "        [-0.25344106,  0.        ,  0.49299299,  0.02020202],\n",
       "        [-0.30289979,  0.        ,  0.31831832,  0.01010101],\n",
       "        ...,\n",
       "        [-0.30289979,  0.        ,  0.31831832,  0.01010101],\n",
       "        [-0.10506485,  0.        ,  0.78628629,  0.05050505],\n",
       "        [-0.15452359,  0.        ,  0.71721722,  0.04040404]]),\n",
       " array([[-0.01718984,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01718984,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01718984,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.01718984,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01718984,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.01718984,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[0.43917249, 0.        , 0.73023023, 0.98989899],\n",
       "        [0.43917249, 0.        , 0.73023023, 0.98989899],\n",
       "        [0.43917249, 0.        , 0.73023023, 0.98989899],\n",
       "        ...,\n",
       "        [0.38209726, 0.        , 0.18268268, 0.96969697],\n",
       "        [0.43917249, 0.        , 0.73023023, 0.98989899],\n",
       "        [0.43917249, 0.        , 0.73023023, 0.98989899]]),\n",
       " array([[-0.07329346,  0.        ,  0.56306306,  0.01010101],\n",
       "        [-0.23252606,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.07329346,  0.        ,  0.56306306,  0.01010101],\n",
       "        ...,\n",
       "        [-0.23252606,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.23252606,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.08593914,  0.        ,  0.8018018 ,  0.02020202]]),\n",
       " array([[ 2.29716736,  0.        ,  0.89339339,  0.97979798],\n",
       "        [-0.43481492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43481492,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.43481492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43481492,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43481492,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.79768734e+00,  0.00000000e+00,  8.92892893e-01,\n",
       "          9.99999998e-01],\n",
       "        [-5.56301187e-01,  0.00000000e+00,  5.00884702e-02,\n",
       "          1.05300000e-06],\n",
       "        [-5.56286578e-01,  0.00000000e+00,  2.55844079e-01,\n",
       "          7.25900001e-06],\n",
       "        ...,\n",
       "        [ 1.79768734e+00,  0.00000000e+00,  8.02802803e-01,\n",
       "          9.99999997e-01],\n",
       "        [-5.56189130e-01,  0.00000000e+00,  7.48764616e-01,\n",
       "          4.86560001e-05],\n",
       "        [-5.56234197e-01,  0.00000000e+00,  6.98207442e-01,\n",
       "          2.95110001e-05]]),\n",
       " array([[-0.65796211,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.65796211,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.64120982,  0.        ,  0.59059059,  0.0047619 ],\n",
       "        ...,\n",
       "        [-0.23915493,  0.        ,  0.65115115,  0.11904762],\n",
       "        [ 0.84974376,  0.        ,  0.78028028,  0.42857143],\n",
       "        [-0.65796211,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-1.08626116e-01,  0.00000000e+00,  2.55440674e-01,\n",
       "          5.34500001e-06],\n",
       "        [-1.08594171e-01,  0.00000000e+00,  3.34866782e-01,\n",
       "          8.76200001e-06],\n",
       "        [-1.08642150e-01,  0.00000000e+00,  2.08208208e-01,\n",
       "          3.63000000e-06],\n",
       "        ...,\n",
       "        [-1.08660885e-01,  0.00000000e+00,  1.32036799e-01,\n",
       "          1.62600000e-06],\n",
       "        [-1.08171803e-01,  0.00000000e+00,  7.25634669e-01,\n",
       "          5.39400001e-05],\n",
       "        [-1.06920043e-01,  0.00000000e+00,  9.33996832e-01,\n",
       "          1.87833000e-04]]),\n",
       " array([[ 2.40787248e+00,  0.00000000e+00,  9.03403403e-01,\n",
       "          9.97997998e-01],\n",
       "        [-4.92068479e-01,  0.00000000e+00,  3.28328328e-01,\n",
       "          1.00100100e-03],\n",
       "        [-4.92068479e-01,  0.00000000e+00,  3.28328328e-01,\n",
       "          1.00100100e-03],\n",
       "        ...,\n",
       "        [-4.92068479e-01,  0.00000000e+00,  3.28328328e-01,\n",
       "          1.00100100e-03],\n",
       "        [-4.07632448e-01,  0.00000000e+00,  6.87187187e-01,\n",
       "          3.00300300e-02],\n",
       "        [-4.92068479e-01,  0.00000000e+00,  3.28328328e-01,\n",
       "          1.00100100e-03]]),\n",
       " array([[-0.20166083,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.20166083,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.20166083,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.20166083,  0.        ,  0.        ,  0.        ],\n",
       "        [ 4.74763446,  0.        ,  0.97947948,  0.33333333],\n",
       "        [-0.20166083,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-6.93800330e-01,  0.00000000e+00,  6.38638639e-01,\n",
       "          1.85018502e-02],\n",
       "        [ 1.38757582e+00,  0.00000000e+00,  8.27327327e-01,\n",
       "          9.99899990e-01],\n",
       "        [-7.32403250e-01,  0.00000000e+00,  3.30330330e-02,\n",
       "          3.00030003e-04],\n",
       "        ...,\n",
       "        [-7.24555404e-01,  0.00000000e+00,  2.91791792e-01,\n",
       "          4.00040004e-03],\n",
       "        [ 1.38757582e+00,  0.00000000e+00,  8.27327327e-01,\n",
       "          9.99899990e-01],\n",
       "        [-7.19040701e-01,  0.00000000e+00,  4.32432432e-01,\n",
       "          6.60066007e-03]]),\n",
       " array([[-0.49538791,  0.        ,  0.55005005,  0.01750175],\n",
       "        [-0.51100406,  0.        ,  0.37037037,  0.01130113],\n",
       "        [-0.50017351,  0.        ,  0.50500501,  0.01560156],\n",
       "        ...,\n",
       "        [ 1.97876348,  0.        ,  0.8968969 ,  0.99989999],\n",
       "        [ 1.97876348,  0.        ,  0.8968969 ,  0.99989999],\n",
       "        [-0.51050031,  0.        ,  0.37637638,  0.01150115]]),\n",
       " array([[ 2.29716863,  0.        ,  0.89339339,  0.97979798],\n",
       "        [-0.43468716,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43468716,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.43468716,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43468716,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.43468716,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-4.86147577e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147288e-01,  0.00000000e+00,  7.97979798e-01,\n",
       "          1.14000000e-07],\n",
       "        [-4.86147577e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-4.86147577e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147577e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-4.86147577e-01,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00]]),\n",
       " array([[ 0.41967646,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.41967646,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.41967646,  0.        ,  1.        ,  1.        ],\n",
       "        ...,\n",
       "        [-2.73894621,  0.        ,  0.        ,  0.        ],\n",
       "        [ 0.41967646,  0.        ,  1.        ,  1.        ],\n",
       "        [ 0.41967646,  0.        ,  1.        ,  1.        ]]),\n",
       " array([[-0.51418446,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51418446,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.48873838,  0.        ,  0.68668669,  0.01010101],\n",
       "        ...,\n",
       "        [ 1.97953122,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [ 1.97953122,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [-0.51418446,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.64498794,  0.        ,  0.86286286,  0.98989899],\n",
       "        [-0.62335236,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.60020603,  0.        ,  0.503003  ,  0.01010101],\n",
       "        ...,\n",
       "        [-0.62335236,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.64498794,  0.        ,  0.86286286,  0.98989899],\n",
       "        [-0.62335236,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.29794794,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29794794,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.3489944 ,  0.        ,  0.92142142,  0.05555556],\n",
       "        ...,\n",
       "        [-0.29794794,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29794794,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.29794794,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 0.36736089,  0.        ,  0.55705706,  0.98989899],\n",
       "        [ 0.36736089,  0.        ,  0.55705706,  0.98989899],\n",
       "        [ 0.36736089,  0.        ,  0.55705706,  0.98989899],\n",
       "        ...,\n",
       "        [ 0.36736089,  0.        ,  0.55705706,  0.98989899],\n",
       "        [ 0.36736089,  0.        ,  0.55705706,  0.98989899],\n",
       "        [-2.69831955,  0.        ,  0.1021021 ,  0.01010101]]),\n",
       " array([[-1.0075117 ,  0.        ,  0.38788789,  0.1001001 ],\n",
       "        [ 0.8665587 ,  0.        ,  0.71321321,  0.998999  ],\n",
       "        [ 0.8665587 ,  0.        ,  0.71321321,  0.998999  ],\n",
       "        ...,\n",
       "        [ 0.8665587 ,  0.        ,  0.71321321,  0.998999  ],\n",
       "        [-1.05968515,  0.        ,  0.34434434,  0.07507508],\n",
       "        [-1.21620551,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.76908302,  0.        ,  0.3958959 ,  0.02020202],\n",
       "        [-0.76908302,  0.        ,  0.3958959 ,  0.02020202],\n",
       "        [ 1.28502266,  0.        ,  0.71221221,  0.97979798],\n",
       "        ...,\n",
       "        [ 1.30664482,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [ 1.30664482,  0.        ,  0.8968969 ,  0.98989899],\n",
       "        [-0.76908302,  0.        ,  0.3958959 ,  0.02020202]]),\n",
       " array([[-0.51374189,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51374189,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.51374189,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [ 1.97977529,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [ 1.97977529,  0.        ,  0.8958959 ,  0.98989899],\n",
       "        [-0.46285379,  0.        ,  0.75975976,  0.02020202]]),\n",
       " array([[-7.53971252e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53971252e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53971252e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        ...,\n",
       "        [-7.53971252e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53971252e-02,  0.00000000e+00,  0.00000000e+00,\n",
       "          0.00000000e+00],\n",
       "        [-7.53814702e-02,  0.00000000e+00,  9.38763625e-01,\n",
       "          1.17300000e-06]]),\n",
       " array([[-1.11282230e-01,  0.00000000e+00,  1.42422422e-01,\n",
       "          1.85300000e-06],\n",
       "        [-1.11222088e-01,  0.00000000e+00,  3.05450644e-01,\n",
       "          8.43300001e-06],\n",
       "        [-1.11232809e-01,  0.00000000e+00,  2.83220411e-01,\n",
       "          7.26000001e-06],\n",
       "        ...,\n",
       "        [-1.11284304e-01,  0.00000000e+00,  1.31846132e-01,\n",
       "          1.62600000e-06],\n",
       "        [-1.10806154e-01,  0.00000000e+00,  6.96516242e-01,\n",
       "          5.39400001e-05],\n",
       "        [-1.09577014e-01,  0.00000000e+00,  9.02940274e-01,\n",
       "          1.88419000e-04]]),\n",
       " array([[-0.30562383,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30562383,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30562383,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.30562383,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30562383,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.30562383,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 6.97679541,  0.        ,  0.996997  ,  0.07017544],\n",
       "        [-0.15091595,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.15091595,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.15091595,  0.        ,  0.        ,  0.        ],\n",
       "        [ 6.97679541,  0.        ,  0.996997  ,  0.07017544],\n",
       "        [-0.15091595,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[ 1.06514661e+00,  0.00000000e+00,  6.87687688e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  8.90390390e-01,\n",
       "          9.99999999e-01],\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  8.90390390e-01,\n",
       "          9.99999999e-01],\n",
       "        ...,\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  6.87687688e-01,\n",
       "          9.99999998e-01],\n",
       "        [ 1.06514661e+00,  0.00000000e+00,  5.61561562e-01,\n",
       "          9.99999997e-01],\n",
       "        [-9.38811532e-01,  0.00000000e+00,  4.51847343e-01,\n",
       "          3.72510000e-05]]),\n",
       " array([[ 0.36057685,  0.        ,  0.71771772,  0.21428571],\n",
       "        [ 0.12661444,  0.        ,  0.64114114,  0.18367347],\n",
       "        [-0.80923522,  0.        ,  0.1986987 ,  0.06122449],\n",
       "        ...,\n",
       "        [-0.96521016,  0.        ,  0.11811812,  0.04081633],\n",
       "        [ 1.14045157,  0.        ,  0.88488488,  0.31632653],\n",
       "        [ 1.21843904,  0.        ,  0.8963964 ,  0.32653061]]),\n",
       " array([[0.28610794, 0.        , 0.73023023, 0.99989999],\n",
       "        [0.28610794, 0.        , 0.73023023, 0.99989999],\n",
       "        [0.28610794, 0.        , 0.73023023, 0.99989999],\n",
       "        ...,\n",
       "        [0.28534807, 0.        , 0.26976977, 0.99969997],\n",
       "        [0.28610794, 0.        , 0.73023023, 0.99989999],\n",
       "        [0.28610794, 0.        , 0.73023023, 0.99989999]]),\n",
       " array([[-0.05202946,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05202946,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.05202946,  0.        ,  0.        ,  0.        ],\n",
       "        ...,\n",
       "        [-0.05202946,  0.        ,  0.        ,  0.        ],\n",
       "        [42.31976918,  0.        ,  0.999285  ,  0.375     ],\n",
       "        [-0.05202946,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.56879934,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.56879934,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.75788657,  0.        ,  0.86136136,  0.99743794],\n",
       "        ...,\n",
       "        [-0.56879934,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.56879934,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.75758426,  0.        ,  0.83433433,  0.99730834]]),\n",
       " array([[-0.3449254 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3449254 ,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.60624834,  0.        ,  0.91741742,  0.05882353],\n",
       "        ...,\n",
       "        [-0.3449254 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3449254 ,  0.        ,  0.        ,  0.        ],\n",
       "        [-0.3449254 ,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.50740256,  0.        ,  0.36936937,  0.3997996 ],\n",
       "        [ 0.81563822,  0.        ,  0.7042042 ,  0.998998  ],\n",
       "        [ 0.81563822,  0.        ,  0.7042042 ,  0.998998  ],\n",
       "        ...,\n",
       "        [ 0.81563822,  0.        ,  0.7042042 ,  0.998998  ],\n",
       "        [-0.50740256,  0.        ,  0.36936937,  0.3997996 ],\n",
       "        [-1.39016723,  0.        ,  0.        ,  0.        ]]),\n",
       " array([[-0.7402306 ,  0.        ,  0.24424424,  0.00160016],\n",
       "        [-0.74359365,  0.        ,  0.        ,  0.        ],\n",
       "        [ 1.35747385,  0.        ,  0.78128128,  0.99969997],\n",
       "        ...,\n",
       "        [ 1.35747385,  0.        ,  0.78128128,  0.99969997],\n",
       "        [ 1.35747385,  0.        ,  0.78128128,  0.99969997],\n",
       "        [-0.74359365,  0.        ,  0.        ,  0.        ]]),\n",
       " ...]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 55;\n",
       "                var nbb_unformatted_code = \"X_list\";\n",
       "                var nbb_formatted_code = \"X_list\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:04.800796Z",
     "start_time": "2020-07-24T06:35:03.631025Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(145231, 827)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 56;\n",
       "                var nbb_unformatted_code = \"selected_X = full_X[:, selected]\\nselected_X.shape\";\n",
       "                var nbb_formatted_code = \"selected_X = full_X[:, selected]\\nselected_X.shape\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_X = full_X[:, selected]\n",
    "selected_X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:17.520428Z",
     "start_time": "2020-07-24T06:35:04.801660Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\tvalid's auc: 0.721335\tvalid's binary_logloss: 0.529529\n",
      "Training until validation scores don't improve for 20 rounds\n",
      "[2]\tvalid's auc: 0.737881\tvalid's binary_logloss: 0.520434\n",
      "[3]\tvalid's auc: 0.742016\tvalid's binary_logloss: 0.512814\n",
      "[4]\tvalid's auc: 0.744003\tvalid's binary_logloss: 0.506538\n",
      "[5]\tvalid's auc: 0.744915\tvalid's binary_logloss: 0.501238\n",
      "[6]\tvalid's auc: 0.745928\tvalid's binary_logloss: 0.496763\n",
      "[7]\tvalid's auc: 0.747554\tvalid's binary_logloss: 0.492863\n",
      "[8]\tvalid's auc: 0.749697\tvalid's binary_logloss: 0.489368\n",
      "[9]\tvalid's auc: 0.751785\tvalid's binary_logloss: 0.486063\n",
      "[10]\tvalid's auc: 0.753238\tvalid's binary_logloss: 0.483307\n",
      "[11]\tvalid's auc: 0.754642\tvalid's binary_logloss: 0.480719\n",
      "[12]\tvalid's auc: 0.755394\tvalid's binary_logloss: 0.478613\n",
      "[13]\tvalid's auc: 0.756685\tvalid's binary_logloss: 0.476598\n",
      "[14]\tvalid's auc: 0.757341\tvalid's binary_logloss: 0.474812\n",
      "[15]\tvalid's auc: 0.75838\tvalid's binary_logloss: 0.473112\n",
      "[16]\tvalid's auc: 0.759399\tvalid's binary_logloss: 0.471529\n",
      "[17]\tvalid's auc: 0.760872\tvalid's binary_logloss: 0.469827\n",
      "[18]\tvalid's auc: 0.761551\tvalid's binary_logloss: 0.468621\n",
      "[19]\tvalid's auc: 0.762298\tvalid's binary_logloss: 0.467395\n",
      "[20]\tvalid's auc: 0.763209\tvalid's binary_logloss: 0.466252\n",
      "[21]\tvalid's auc: 0.764187\tvalid's binary_logloss: 0.465064\n",
      "[22]\tvalid's auc: 0.764691\tvalid's binary_logloss: 0.464154\n",
      "[23]\tvalid's auc: 0.765377\tvalid's binary_logloss: 0.463287\n",
      "[24]\tvalid's auc: 0.765961\tvalid's binary_logloss: 0.462561\n",
      "[25]\tvalid's auc: 0.766775\tvalid's binary_logloss: 0.461701\n",
      "[26]\tvalid's auc: 0.767619\tvalid's binary_logloss: 0.460832\n",
      "[27]\tvalid's auc: 0.768205\tvalid's binary_logloss: 0.4601\n",
      "[28]\tvalid's auc: 0.768692\tvalid's binary_logloss: 0.459418\n",
      "[29]\tvalid's auc: 0.768995\tvalid's binary_logloss: 0.458921\n",
      "[30]\tvalid's auc: 0.76936\tvalid's binary_logloss: 0.458322\n",
      "[31]\tvalid's auc: 0.769768\tvalid's binary_logloss: 0.457757\n",
      "[32]\tvalid's auc: 0.770566\tvalid's binary_logloss: 0.457017\n",
      "[33]\tvalid's auc: 0.770838\tvalid's binary_logloss: 0.456578\n",
      "[34]\tvalid's auc: 0.77105\tvalid's binary_logloss: 0.456149\n",
      "[35]\tvalid's auc: 0.771341\tvalid's binary_logloss: 0.455758\n",
      "[36]\tvalid's auc: 0.771565\tvalid's binary_logloss: 0.455355\n",
      "[37]\tvalid's auc: 0.771863\tvalid's binary_logloss: 0.455012\n",
      "[38]\tvalid's auc: 0.77231\tvalid's binary_logloss: 0.45453\n",
      "[39]\tvalid's auc: 0.772822\tvalid's binary_logloss: 0.454065\n",
      "[40]\tvalid's auc: 0.773187\tvalid's binary_logloss: 0.453664\n",
      "[41]\tvalid's auc: 0.773661\tvalid's binary_logloss: 0.453205\n",
      "[42]\tvalid's auc: 0.773975\tvalid's binary_logloss: 0.452807\n",
      "[43]\tvalid's auc: 0.774048\tvalid's binary_logloss: 0.452593\n",
      "[44]\tvalid's auc: 0.774127\tvalid's binary_logloss: 0.452377\n",
      "[45]\tvalid's auc: 0.774182\tvalid's binary_logloss: 0.452218\n",
      "[46]\tvalid's auc: 0.774381\tvalid's binary_logloss: 0.451888\n",
      "[47]\tvalid's auc: 0.774553\tvalid's binary_logloss: 0.451607\n",
      "[48]\tvalid's auc: 0.775068\tvalid's binary_logloss: 0.451218\n",
      "[49]\tvalid's auc: 0.775356\tvalid's binary_logloss: 0.450934\n",
      "[50]\tvalid's auc: 0.775613\tvalid's binary_logloss: 0.450637\n",
      "[51]\tvalid's auc: 0.775806\tvalid's binary_logloss: 0.450386\n",
      "[52]\tvalid's auc: 0.776027\tvalid's binary_logloss: 0.450195\n",
      "[53]\tvalid's auc: 0.776159\tvalid's binary_logloss: 0.449986\n",
      "[54]\tvalid's auc: 0.776483\tvalid's binary_logloss: 0.449712\n",
      "[55]\tvalid's auc: 0.776798\tvalid's binary_logloss: 0.449464\n",
      "[56]\tvalid's auc: 0.777118\tvalid's binary_logloss: 0.449213\n",
      "[57]\tvalid's auc: 0.777249\tvalid's binary_logloss: 0.44903\n",
      "[58]\tvalid's auc: 0.777149\tvalid's binary_logloss: 0.449031\n",
      "[59]\tvalid's auc: 0.777309\tvalid's binary_logloss: 0.448927\n",
      "[60]\tvalid's auc: 0.777476\tvalid's binary_logloss: 0.448748\n",
      "[61]\tvalid's auc: 0.777603\tvalid's binary_logloss: 0.448547\n",
      "[62]\tvalid's auc: 0.777707\tvalid's binary_logloss: 0.448427\n",
      "[63]\tvalid's auc: 0.777853\tvalid's binary_logloss: 0.448283\n",
      "[64]\tvalid's auc: 0.777899\tvalid's binary_logloss: 0.448211\n",
      "[65]\tvalid's auc: 0.778132\tvalid's binary_logloss: 0.447985\n",
      "[66]\tvalid's auc: 0.778277\tvalid's binary_logloss: 0.447781\n",
      "[67]\tvalid's auc: 0.77861\tvalid's binary_logloss: 0.447547\n",
      "[68]\tvalid's auc: 0.778781\tvalid's binary_logloss: 0.447385\n",
      "[69]\tvalid's auc: 0.778818\tvalid's binary_logloss: 0.447312\n",
      "[70]\tvalid's auc: 0.778931\tvalid's binary_logloss: 0.447187\n",
      "[71]\tvalid's auc: 0.778988\tvalid's binary_logloss: 0.447093\n",
      "[72]\tvalid's auc: 0.77913\tvalid's binary_logloss: 0.446958\n",
      "[73]\tvalid's auc: 0.779267\tvalid's binary_logloss: 0.446798\n",
      "[74]\tvalid's auc: 0.779575\tvalid's binary_logloss: 0.446538\n",
      "[75]\tvalid's auc: 0.779565\tvalid's binary_logloss: 0.446538\n",
      "[76]\tvalid's auc: 0.779536\tvalid's binary_logloss: 0.446521\n",
      "[77]\tvalid's auc: 0.779527\tvalid's binary_logloss: 0.446486\n",
      "[78]\tvalid's auc: 0.779604\tvalid's binary_logloss: 0.44643\n",
      "[79]\tvalid's auc: 0.779782\tvalid's binary_logloss: 0.446273\n",
      "[80]\tvalid's auc: 0.779726\tvalid's binary_logloss: 0.446287\n",
      "[81]\tvalid's auc: 0.779868\tvalid's binary_logloss: 0.446147\n",
      "[82]\tvalid's auc: 0.780048\tvalid's binary_logloss: 0.446001\n",
      "[83]\tvalid's auc: 0.780186\tvalid's binary_logloss: 0.445912\n",
      "[84]\tvalid's auc: 0.780169\tvalid's binary_logloss: 0.445926\n",
      "[85]\tvalid's auc: 0.780411\tvalid's binary_logloss: 0.445759\n",
      "[86]\tvalid's auc: 0.780525\tvalid's binary_logloss: 0.445687\n",
      "[87]\tvalid's auc: 0.780671\tvalid's binary_logloss: 0.445551\n",
      "[88]\tvalid's auc: 0.780692\tvalid's binary_logloss: 0.445533\n",
      "[89]\tvalid's auc: 0.780677\tvalid's binary_logloss: 0.4455\n",
      "[90]\tvalid's auc: 0.780677\tvalid's binary_logloss: 0.445491\n",
      "[91]\tvalid's auc: 0.780705\tvalid's binary_logloss: 0.445452\n",
      "[92]\tvalid's auc: 0.780796\tvalid's binary_logloss: 0.445364\n",
      "[93]\tvalid's auc: 0.78075\tvalid's binary_logloss: 0.445415\n",
      "[94]\tvalid's auc: 0.780701\tvalid's binary_logloss: 0.445412\n",
      "[95]\tvalid's auc: 0.780801\tvalid's binary_logloss: 0.445281\n",
      "[96]\tvalid's auc: 0.780785\tvalid's binary_logloss: 0.445276\n",
      "[97]\tvalid's auc: 0.780745\tvalid's binary_logloss: 0.445317\n",
      "[98]\tvalid's auc: 0.780647\tvalid's binary_logloss: 0.445367\n",
      "[99]\tvalid's auc: 0.780491\tvalid's binary_logloss: 0.445449\n",
      "[100]\tvalid's auc: 0.780531\tvalid's binary_logloss: 0.445391\n",
      "[101]\tvalid's auc: 0.780581\tvalid's binary_logloss: 0.445315\n",
      "[102]\tvalid's auc: 0.780857\tvalid's binary_logloss: 0.445117\n",
      "[103]\tvalid's auc: 0.780893\tvalid's binary_logloss: 0.445075\n",
      "[104]\tvalid's auc: 0.780981\tvalid's binary_logloss: 0.445029\n",
      "[105]\tvalid's auc: 0.781033\tvalid's binary_logloss: 0.444983\n",
      "[106]\tvalid's auc: 0.780959\tvalid's binary_logloss: 0.445056\n",
      "[107]\tvalid's auc: 0.780979\tvalid's binary_logloss: 0.445037\n",
      "[108]\tvalid's auc: 0.780928\tvalid's binary_logloss: 0.445062\n",
      "[109]\tvalid's auc: 0.780869\tvalid's binary_logloss: 0.445108\n",
      "[110]\tvalid's auc: 0.780877\tvalid's binary_logloss: 0.445086\n",
      "[111]\tvalid's auc: 0.780944\tvalid's binary_logloss: 0.445024\n",
      "[112]\tvalid's auc: 0.780906\tvalid's binary_logloss: 0.445031\n",
      "[113]\tvalid's auc: 0.780826\tvalid's binary_logloss: 0.445046\n",
      "[114]\tvalid's auc: 0.780833\tvalid's binary_logloss: 0.445025\n",
      "[115]\tvalid's auc: 0.780768\tvalid's binary_logloss: 0.445032\n",
      "[116]\tvalid's auc: 0.780733\tvalid's binary_logloss: 0.445026\n",
      "[117]\tvalid's auc: 0.78074\tvalid's binary_logloss: 0.445003\n",
      "[118]\tvalid's auc: 0.780758\tvalid's binary_logloss: 0.444975\n",
      "[119]\tvalid's auc: 0.780704\tvalid's binary_logloss: 0.445005\n",
      "[120]\tvalid's auc: 0.780806\tvalid's binary_logloss: 0.444945\n",
      "[121]\tvalid's auc: 0.78076\tvalid's binary_logloss: 0.444981\n",
      "[122]\tvalid's auc: 0.780806\tvalid's binary_logloss: 0.444936\n",
      "[123]\tvalid's auc: 0.780935\tvalid's binary_logloss: 0.444862\n",
      "[124]\tvalid's auc: 0.780873\tvalid's binary_logloss: 0.444878\n",
      "[125]\tvalid's auc: 0.780856\tvalid's binary_logloss: 0.444897\n",
      "Early stopping, best iteration is:\n",
      "[105]\tvalid's auc: 0.781033\tvalid's binary_logloss: 0.444983\n",
      "Evaluated only: auc\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 57;\n",
       "                var nbb_unformatted_code = \"clf = LGBMClassifier(n_estimators=1000, importance_type=\\\"gain\\\", first_metric_only=True)\\nclf.fit(\\n    selected_X[train_indices],\\n    Y[train_indices],\\n    eval_set=[\\n        (selected_X[valid_indices], Y[valid_indices]),\\n        # (X_list[0][test_indices], Y[test_indices]),\\n    ],\\n    eval_names=[\\n        \\\"valid\\\",\\n        # \\\"test\\\"\\n    ],\\n    early_stopping_rounds=20,\\n    eval_metric=\\\"auc\\\",\\n    # categorical_feature=[],\\n)\\nmodel_auc_valid = roc_auc_score(\\n    y_true=Y[valid_indices],\\n    y_score=clf.predict_proba(selected_X[valid_indices])[:, 1].reshape(-1),\\n)\\nmodel_auc_test = roc_auc_score(\\n    y_true=Y[test_indices],\\n    y_score=clf.predict_proba(selected_X[test_indices])[:, 1].reshape(-1),\\n)\";\n",
       "                var nbb_formatted_code = \"clf = LGBMClassifier(n_estimators=1000, importance_type=\\\"gain\\\", first_metric_only=True)\\nclf.fit(\\n    selected_X[train_indices],\\n    Y[train_indices],\\n    eval_set=[\\n        (selected_X[valid_indices], Y[valid_indices]),\\n        # (X_list[0][test_indices], Y[test_indices]),\\n    ],\\n    eval_names=[\\n        \\\"valid\\\",\\n        # \\\"test\\\"\\n    ],\\n    early_stopping_rounds=20,\\n    eval_metric=\\\"auc\\\",\\n    # categorical_feature=[],\\n)\\nmodel_auc_valid = roc_auc_score(\\n    y_true=Y[valid_indices],\\n    y_score=clf.predict_proba(selected_X[valid_indices])[:, 1].reshape(-1),\\n)\\nmodel_auc_test = roc_auc_score(\\n    y_true=Y[test_indices],\\n    y_score=clf.predict_proba(selected_X[test_indices])[:, 1].reshape(-1),\\n)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = LGBMClassifier(n_estimators=1000, importance_type=\"gain\", first_metric_only=True)\n",
    "clf.fit(\n",
    "    selected_X[train_indices],\n",
    "    Y[train_indices],\n",
    "    eval_set=[\n",
    "        (selected_X[valid_indices], Y[valid_indices]),\n",
    "        # (X_list[0][test_indices], Y[test_indices]),\n",
    "    ],\n",
    "    eval_names=[\n",
    "        \"valid\",\n",
    "        # \"test\"\n",
    "    ],\n",
    "    early_stopping_rounds=20,\n",
    "    eval_metric=\"auc\",\n",
    "    # categorical_feature=[],\n",
    ")\n",
    "model_auc_valid = roc_auc_score(\n",
    "    y_true=Y[valid_indices],\n",
    "    y_score=clf.predict_proba(selected_X[valid_indices])[:, 1].reshape(-1),\n",
    ")\n",
    "model_auc_test = roc_auc_score(\n",
    "    y_true=Y[test_indices],\n",
    "    y_score=clf.predict_proba(selected_X[test_indices])[:, 1].reshape(-1),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:17.546299Z",
     "start_time": "2020-07-24T06:35:17.521591Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7810328202893912"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 58;\n",
       "                var nbb_unformatted_code = \"model_auc_valid\";\n",
       "                var nbb_formatted_code = \"model_auc_valid\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_auc_valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:17.570250Z",
     "start_time": "2020-07-24T06:35:17.547567Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 59;\n",
       "                var nbb_unformatted_code = \"# 0.7483815427455826\";\n",
       "                var nbb_formatted_code = \"# 0.7483815427455826\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.7483815427455826"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:17.593712Z",
     "start_time": "2020-07-24T06:35:17.571313Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7811517885524315"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 60;\n",
       "                var nbb_unformatted_code = \"model_auc_test\";\n",
       "                var nbb_formatted_code = \"model_auc_test\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_auc_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:35:17.616067Z",
     "start_time": "2020-07-24T06:35:17.594700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 61;\n",
       "                var nbb_unformatted_code = \"# 0.7562194674153414\";\n",
       "                var nbb_formatted_code = \"# 0.7562194674153414\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.7562194674153414"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:36:30.671078Z",
     "start_time": "2020-07-24T06:35:17.616974Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\tvalid's auc: 0.724288\tvalid's binary_logloss: 0.529247\n",
      "Training until validation scores don't improve for 20 rounds\n",
      "[2]\tvalid's auc: 0.732919\tvalid's binary_logloss: 0.520319\n",
      "[3]\tvalid's auc: 0.738345\tvalid's binary_logloss: 0.512805\n",
      "[4]\tvalid's auc: 0.741954\tvalid's binary_logloss: 0.506356\n",
      "[5]\tvalid's auc: 0.743747\tvalid's binary_logloss: 0.500988\n",
      "[6]\tvalid's auc: 0.748095\tvalid's binary_logloss: 0.495918\n",
      "[7]\tvalid's auc: 0.749324\tvalid's binary_logloss: 0.492145\n",
      "[8]\tvalid's auc: 0.751081\tvalid's binary_logloss: 0.48872\n",
      "[9]\tvalid's auc: 0.752665\tvalid's binary_logloss: 0.485445\n",
      "[10]\tvalid's auc: 0.754197\tvalid's binary_logloss: 0.48263\n",
      "[11]\tvalid's auc: 0.755545\tvalid's binary_logloss: 0.480014\n",
      "[12]\tvalid's auc: 0.756201\tvalid's binary_logloss: 0.477852\n",
      "[13]\tvalid's auc: 0.756887\tvalid's binary_logloss: 0.476022\n",
      "[14]\tvalid's auc: 0.758753\tvalid's binary_logloss: 0.473913\n",
      "[15]\tvalid's auc: 0.759961\tvalid's binary_logloss: 0.47212\n",
      "[16]\tvalid's auc: 0.761002\tvalid's binary_logloss: 0.470511\n",
      "[17]\tvalid's auc: 0.761825\tvalid's binary_logloss: 0.469015\n",
      "[18]\tvalid's auc: 0.76259\tvalid's binary_logloss: 0.467762\n",
      "[19]\tvalid's auc: 0.763228\tvalid's binary_logloss: 0.466614\n",
      "[20]\tvalid's auc: 0.764186\tvalid's binary_logloss: 0.465433\n",
      "[21]\tvalid's auc: 0.765259\tvalid's binary_logloss: 0.464222\n",
      "[22]\tvalid's auc: 0.766168\tvalid's binary_logloss: 0.46313\n",
      "[23]\tvalid's auc: 0.766986\tvalid's binary_logloss: 0.462195\n",
      "[24]\tvalid's auc: 0.767816\tvalid's binary_logloss: 0.461178\n",
      "[25]\tvalid's auc: 0.768328\tvalid's binary_logloss: 0.460418\n",
      "[26]\tvalid's auc: 0.768806\tvalid's binary_logloss: 0.459731\n",
      "[27]\tvalid's auc: 0.769564\tvalid's binary_logloss: 0.458989\n",
      "[28]\tvalid's auc: 0.769902\tvalid's binary_logloss: 0.458449\n",
      "[29]\tvalid's auc: 0.770485\tvalid's binary_logloss: 0.457722\n",
      "[30]\tvalid's auc: 0.770899\tvalid's binary_logloss: 0.457139\n",
      "[31]\tvalid's auc: 0.771189\tvalid's binary_logloss: 0.456614\n",
      "[32]\tvalid's auc: 0.771642\tvalid's binary_logloss: 0.456065\n",
      "[33]\tvalid's auc: 0.771997\tvalid's binary_logloss: 0.455544\n",
      "[34]\tvalid's auc: 0.772428\tvalid's binary_logloss: 0.455037\n",
      "[35]\tvalid's auc: 0.772899\tvalid's binary_logloss: 0.454519\n",
      "[36]\tvalid's auc: 0.773206\tvalid's binary_logloss: 0.454094\n",
      "[37]\tvalid's auc: 0.773438\tvalid's binary_logloss: 0.45375\n",
      "[38]\tvalid's auc: 0.773637\tvalid's binary_logloss: 0.453479\n",
      "[39]\tvalid's auc: 0.773813\tvalid's binary_logloss: 0.453155\n",
      "[40]\tvalid's auc: 0.774158\tvalid's binary_logloss: 0.452748\n",
      "[41]\tvalid's auc: 0.77453\tvalid's binary_logloss: 0.452347\n",
      "[42]\tvalid's auc: 0.774692\tvalid's binary_logloss: 0.452041\n",
      "[43]\tvalid's auc: 0.774955\tvalid's binary_logloss: 0.45169\n",
      "[44]\tvalid's auc: 0.775272\tvalid's binary_logloss: 0.451384\n",
      "[45]\tvalid's auc: 0.775425\tvalid's binary_logloss: 0.451166\n",
      "[46]\tvalid's auc: 0.775573\tvalid's binary_logloss: 0.450998\n",
      "[47]\tvalid's auc: 0.775776\tvalid's binary_logloss: 0.450738\n",
      "[48]\tvalid's auc: 0.775994\tvalid's binary_logloss: 0.4505\n",
      "[49]\tvalid's auc: 0.7762\tvalid's binary_logloss: 0.450233\n",
      "[50]\tvalid's auc: 0.77643\tvalid's binary_logloss: 0.449986\n",
      "[51]\tvalid's auc: 0.77647\tvalid's binary_logloss: 0.449891\n",
      "[52]\tvalid's auc: 0.776791\tvalid's binary_logloss: 0.44961\n",
      "[53]\tvalid's auc: 0.776789\tvalid's binary_logloss: 0.449514\n",
      "[54]\tvalid's auc: 0.776964\tvalid's binary_logloss: 0.449324\n",
      "[55]\tvalid's auc: 0.77716\tvalid's binary_logloss: 0.449102\n",
      "[56]\tvalid's auc: 0.777425\tvalid's binary_logloss: 0.448882\n",
      "[57]\tvalid's auc: 0.777525\tvalid's binary_logloss: 0.44871\n",
      "[58]\tvalid's auc: 0.777721\tvalid's binary_logloss: 0.448535\n",
      "[59]\tvalid's auc: 0.777896\tvalid's binary_logloss: 0.448334\n",
      "[60]\tvalid's auc: 0.778072\tvalid's binary_logloss: 0.448195\n",
      "[61]\tvalid's auc: 0.778113\tvalid's binary_logloss: 0.448124\n",
      "[62]\tvalid's auc: 0.778167\tvalid's binary_logloss: 0.448051\n",
      "[63]\tvalid's auc: 0.778165\tvalid's binary_logloss: 0.448004\n",
      "[64]\tvalid's auc: 0.778397\tvalid's binary_logloss: 0.447801\n",
      "[65]\tvalid's auc: 0.778437\tvalid's binary_logloss: 0.447737\n",
      "[66]\tvalid's auc: 0.778466\tvalid's binary_logloss: 0.447687\n",
      "[67]\tvalid's auc: 0.778733\tvalid's binary_logloss: 0.447464\n",
      "[68]\tvalid's auc: 0.778773\tvalid's binary_logloss: 0.447393\n",
      "[69]\tvalid's auc: 0.778815\tvalid's binary_logloss: 0.447325\n",
      "[70]\tvalid's auc: 0.778793\tvalid's binary_logloss: 0.447296\n",
      "[71]\tvalid's auc: 0.778865\tvalid's binary_logloss: 0.44722\n",
      "[72]\tvalid's auc: 0.778982\tvalid's binary_logloss: 0.447106\n",
      "[73]\tvalid's auc: 0.779215\tvalid's binary_logloss: 0.446865\n",
      "[74]\tvalid's auc: 0.779231\tvalid's binary_logloss: 0.446833\n",
      "[75]\tvalid's auc: 0.779362\tvalid's binary_logloss: 0.446709\n",
      "[76]\tvalid's auc: 0.779436\tvalid's binary_logloss: 0.44663\n",
      "[77]\tvalid's auc: 0.77962\tvalid's binary_logloss: 0.446445\n",
      "[78]\tvalid's auc: 0.779779\tvalid's binary_logloss: 0.446276\n",
      "[79]\tvalid's auc: 0.779871\tvalid's binary_logloss: 0.446146\n",
      "[80]\tvalid's auc: 0.779851\tvalid's binary_logloss: 0.446118\n",
      "[81]\tvalid's auc: 0.779875\tvalid's binary_logloss: 0.446071\n",
      "[82]\tvalid's auc: 0.779941\tvalid's binary_logloss: 0.445988\n",
      "[83]\tvalid's auc: 0.780029\tvalid's binary_logloss: 0.44592\n",
      "[84]\tvalid's auc: 0.780105\tvalid's binary_logloss: 0.445833\n",
      "[85]\tvalid's auc: 0.780217\tvalid's binary_logloss: 0.445766\n",
      "[86]\tvalid's auc: 0.780371\tvalid's binary_logloss: 0.445657\n",
      "[87]\tvalid's auc: 0.780586\tvalid's binary_logloss: 0.44552\n",
      "[88]\tvalid's auc: 0.780602\tvalid's binary_logloss: 0.445537\n",
      "[89]\tvalid's auc: 0.780554\tvalid's binary_logloss: 0.445565\n",
      "[90]\tvalid's auc: 0.780671\tvalid's binary_logloss: 0.445465\n",
      "[91]\tvalid's auc: 0.780812\tvalid's binary_logloss: 0.445336\n",
      "[92]\tvalid's auc: 0.780907\tvalid's binary_logloss: 0.445232\n",
      "[93]\tvalid's auc: 0.781025\tvalid's binary_logloss: 0.445132\n",
      "[94]\tvalid's auc: 0.780952\tvalid's binary_logloss: 0.445174\n",
      "[95]\tvalid's auc: 0.780894\tvalid's binary_logloss: 0.445184\n",
      "[96]\tvalid's auc: 0.780891\tvalid's binary_logloss: 0.445187\n",
      "[97]\tvalid's auc: 0.780954\tvalid's binary_logloss: 0.445164\n",
      "[98]\tvalid's auc: 0.780996\tvalid's binary_logloss: 0.445081\n",
      "[99]\tvalid's auc: 0.780967\tvalid's binary_logloss: 0.445085\n",
      "[100]\tvalid's auc: 0.781085\tvalid's binary_logloss: 0.444971\n",
      "[101]\tvalid's auc: 0.781156\tvalid's binary_logloss: 0.44491\n",
      "[102]\tvalid's auc: 0.781169\tvalid's binary_logloss: 0.444865\n",
      "[103]\tvalid's auc: 0.781077\tvalid's binary_logloss: 0.444906\n",
      "[104]\tvalid's auc: 0.781108\tvalid's binary_logloss: 0.444878\n",
      "[105]\tvalid's auc: 0.781262\tvalid's binary_logloss: 0.444757\n",
      "[106]\tvalid's auc: 0.781273\tvalid's binary_logloss: 0.444726\n",
      "[107]\tvalid's auc: 0.781239\tvalid's binary_logloss: 0.444746\n",
      "[108]\tvalid's auc: 0.781336\tvalid's binary_logloss: 0.444674\n",
      "[109]\tvalid's auc: 0.78144\tvalid's binary_logloss: 0.444616\n",
      "[110]\tvalid's auc: 0.781533\tvalid's binary_logloss: 0.444546\n",
      "[111]\tvalid's auc: 0.781542\tvalid's binary_logloss: 0.444529\n",
      "[112]\tvalid's auc: 0.78148\tvalid's binary_logloss: 0.444568\n",
      "[113]\tvalid's auc: 0.781441\tvalid's binary_logloss: 0.444605\n",
      "[114]\tvalid's auc: 0.781405\tvalid's binary_logloss: 0.444642\n",
      "[115]\tvalid's auc: 0.781359\tvalid's binary_logloss: 0.444663\n",
      "[116]\tvalid's auc: 0.781297\tvalid's binary_logloss: 0.444691\n",
      "[117]\tvalid's auc: 0.781429\tvalid's binary_logloss: 0.444571\n",
      "[118]\tvalid's auc: 0.781327\tvalid's binary_logloss: 0.444601\n",
      "[119]\tvalid's auc: 0.781406\tvalid's binary_logloss: 0.444519\n",
      "[120]\tvalid's auc: 0.781414\tvalid's binary_logloss: 0.444504\n",
      "[121]\tvalid's auc: 0.781371\tvalid's binary_logloss: 0.444506\n",
      "[122]\tvalid's auc: 0.781314\tvalid's binary_logloss: 0.444541\n",
      "[123]\tvalid's auc: 0.781347\tvalid's binary_logloss: 0.444515\n",
      "[124]\tvalid's auc: 0.781436\tvalid's binary_logloss: 0.444437\n",
      "[125]\tvalid's auc: 0.781279\tvalid's binary_logloss: 0.44454\n",
      "[126]\tvalid's auc: 0.781323\tvalid's binary_logloss: 0.444513\n",
      "[127]\tvalid's auc: 0.781272\tvalid's binary_logloss: 0.444555\n",
      "[128]\tvalid's auc: 0.781313\tvalid's binary_logloss: 0.444529\n",
      "[129]\tvalid's auc: 0.781306\tvalid's binary_logloss: 0.444538\n",
      "[130]\tvalid's auc: 0.7813\tvalid's binary_logloss: 0.444551\n",
      "[131]\tvalid's auc: 0.781216\tvalid's binary_logloss: 0.444588\n",
      "Early stopping, best iteration is:\n",
      "[111]\tvalid's auc: 0.781542\tvalid's binary_logloss: 0.444529\n",
      "Evaluated only: auc\n"
     ]
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 62;\n",
       "                var nbb_unformatted_code = \"clf = LGBMClassifier(n_estimators=1000, importance_type=\\\"gain\\\", first_metric_only=True)\\nclf.fit(\\n    full_X[train_indices],\\n    Y[train_indices],\\n    eval_set=[\\n        (full_X[valid_indices], Y[valid_indices]),\\n        # (X_list[0][test_indices], Y[test_indices]),\\n    ],\\n    eval_names=[\\n        \\\"valid\\\",\\n        # \\\"test\\\"\\n    ],\\n    early_stopping_rounds=20,\\n    eval_metric=\\\"auc\\\",\\n    # categorical_feature=[],\\n)\\nmodel_auc_valid = roc_auc_score(\\n    y_true=Y[valid_indices],\\n    y_score=clf.predict_proba(full_X[valid_indices])[:, 1].reshape(-1),\\n)\\nmodel_auc_test = roc_auc_score(\\n    y_true=Y[test_indices],\\n    y_score=clf.predict_proba(full_X[test_indices])[:, 1].reshape(-1),\\n)\";\n",
       "                var nbb_formatted_code = \"clf = LGBMClassifier(n_estimators=1000, importance_type=\\\"gain\\\", first_metric_only=True)\\nclf.fit(\\n    full_X[train_indices],\\n    Y[train_indices],\\n    eval_set=[\\n        (full_X[valid_indices], Y[valid_indices]),\\n        # (X_list[0][test_indices], Y[test_indices]),\\n    ],\\n    eval_names=[\\n        \\\"valid\\\",\\n        # \\\"test\\\"\\n    ],\\n    early_stopping_rounds=20,\\n    eval_metric=\\\"auc\\\",\\n    # categorical_feature=[],\\n)\\nmodel_auc_valid = roc_auc_score(\\n    y_true=Y[valid_indices],\\n    y_score=clf.predict_proba(full_X[valid_indices])[:, 1].reshape(-1),\\n)\\nmodel_auc_test = roc_auc_score(\\n    y_true=Y[test_indices],\\n    y_score=clf.predict_proba(full_X[test_indices])[:, 1].reshape(-1),\\n)\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clf = LGBMClassifier(n_estimators=1000, importance_type=\"gain\", first_metric_only=True)\n",
    "clf.fit(\n",
    "    full_X[train_indices],\n",
    "    Y[train_indices],\n",
    "    eval_set=[\n",
    "        (full_X[valid_indices], Y[valid_indices]),\n",
    "        # (X_list[0][test_indices], Y[test_indices]),\n",
    "    ],\n",
    "    eval_names=[\n",
    "        \"valid\",\n",
    "        # \"test\"\n",
    "    ],\n",
    "    early_stopping_rounds=20,\n",
    "    eval_metric=\"auc\",\n",
    "    # categorical_feature=[],\n",
    ")\n",
    "model_auc_valid = roc_auc_score(\n",
    "    y_true=Y[valid_indices],\n",
    "    y_score=clf.predict_proba(full_X[valid_indices])[:, 1].reshape(-1),\n",
    ")\n",
    "model_auc_test = roc_auc_score(\n",
    "    y_true=Y[test_indices],\n",
    "    y_score=clf.predict_proba(full_X[test_indices])[:, 1].reshape(-1),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:36:30.694562Z",
     "start_time": "2020-07-24T06:36:30.672153Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7815419133059875"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 63;\n",
       "                var nbb_unformatted_code = \"model_auc_valid\";\n",
       "                var nbb_formatted_code = \"model_auc_valid\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_auc_valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-07-24T06:36:30.718541Z",
     "start_time": "2020-07-24T06:36:30.695627Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7819902283613407"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "            setTimeout(function() {\n",
       "                var nbb_cell_id = 64;\n",
       "                var nbb_unformatted_code = \"model_auc_test\";\n",
       "                var nbb_formatted_code = \"model_auc_test\";\n",
       "                var nbb_cells = Jupyter.notebook.get_cells();\n",
       "                for (var i = 0; i < nbb_cells.length; ++i) {\n",
       "                    if (nbb_cells[i].input_prompt_number == nbb_cell_id) {\n",
       "                        if (nbb_cells[i].get_text() == nbb_unformatted_code) {\n",
       "                             nbb_cells[i].set_text(nbb_formatted_code);\n",
       "                        }\n",
       "                        break;\n",
       "                    }\n",
       "                }\n",
       "            }, 500);\n",
       "            "
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_auc_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}