autokeras_test.ipynb

{
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      "provenance": [],
      "authorship_tag": "ABX9TyMOgS7vBXXkFUAB1IfUGdBb",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/InowaR/colab/blob/main/autokeras_test.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install autokeras\n",
        "!pip install colorama"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bNdqnbc9X-Kz",
        "outputId": "ca8a2d89-b4f3-494c-8d2c-c2a1f21e5148"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: colorama in /usr/local/lib/python3.10/dist-packages (0.4.6)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import random\n",
        "import os\n",
        "import pickle\n",
        "from colorama import Fore, Style\n",
        "import time\n",
        "import keras\n",
        "from keras.models import load_model\n",
        "from autokeras import StructuredDataClassifier"
      ],
      "metadata": {
        "id": "MWZ0BhdgYGNc"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OVXwokGJVo22",
        "outputId": "5e1f1fe7-13e8-497e-a0c0-b51c88d5f381"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Radar array [15, 2, 15]\n",
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            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "Move 2 around the tree and press \"q\"\n",
            "Start point (15, 15)\n",
            "Enter \"q\" to a new start\n",
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            "w\n",
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            "s\n",
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            "w\n",
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            "w\n",
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            "a\n",
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            "s\n",
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            "1 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "s\n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
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            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "s\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "d\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "a\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "w\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "q\n",
            "[[14, 2, 14], [13, 2, 13], [13, 3, 13], [14, 3, 14], [14, 4, 13], [13, 4, 13], [12, 4, 12], [11, 4, 11], [11, 5, 11], [12, 5, 12], [12, 6, 11], [12, 7, 10], [11, 7, 10], [10, 7, 10], [9, 7, 9], [9, 8, 9], [10, 8, 9], [10, 9, 8], [9, 9, 8], [8, 8, 8], [8, 8, 7], [8, 8, 6], [7, 7, 6], [7, 7, 5], [6, 6, 5], [6, 6, 4], [5, 5, 4], [5, 5, 3], [5, 5, 2], [6, 6, 2], [6, 6, 3], [5, 5, 3], [4, 4, 3], [3, 3, 3], [3, 3, 2], [2, 2, 2]]\n",
            "[[1, 0, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [0, 0, 1, 0], [0, 1, 0, 0], [1, 0, 0, 0], [1, 0, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [0, 0, 1, 0], [0, 1, 0, 0], [0, 1, 0, 0], [1, 0, 0, 0], [1, 0, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [0, 0, 1, 0], [0, 1, 0, 0], [1, 0, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [0, 1, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [0, 1, 0, 0], [0, 0, 1, 0], [0, 0, 0, 1], [1, 0, 0, 0], [1, 0, 0, 0], [1, 0, 0, 0], [0, 1, 0, 0], [1, 0, 0, 0]]\n"
          ]
        }
      ],
      "source": [
        "def output(matrix, x, y):\n",
        "  for i in range(len(matrix)):\n",
        "    for j in range(len(matrix[i])):\n",
        "      if i == x and j == y:\n",
        "        print(Fore.GREEN + str(int(matrix[i][j])) + Style.RESET_ALL, end=' ')\n",
        "      else:\n",
        "        print(str(int(matrix[i][j])), end=' ')\n",
        "    print()\n",
        "\n",
        "\n",
        "def obstacle(matrix, x, y, len):\n",
        "  i = y\n",
        "  while i < len + y:\n",
        "    matrix[x][i] = 1\n",
        "    i += 1\n",
        "  return matrix\n",
        "\n",
        "def map():\n",
        "  field = np.zeros((16, 16))\n",
        "  field = np.pad(field, pad_width=1, mode='constant', constant_values=1)\n",
        "  # obstacle(field,8,4,10)\n",
        "  # obstacle(field,9,4,10)\n",
        "  return field\n",
        "\n",
        "\n",
        "field = map()\n",
        "\n",
        "\n",
        "def N(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i -= 1\n",
        "  return distance\n",
        "\n",
        "def NE(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i -= 1\n",
        "    j += 1\n",
        "  return distance\n",
        "\n",
        "def E(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    j += 1\n",
        "  return distance\n",
        "\n",
        "def SE(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i += 1\n",
        "    j += 1\n",
        "  return distance\n",
        "\n",
        "def S(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i += 1\n",
        "  return distance\n",
        "\n",
        "def SW(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i += 1\n",
        "    j -= 1\n",
        "  return distance\n",
        "\n",
        "def W(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    j -= 1\n",
        "  return distance\n",
        "\n",
        "def NW(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i -= 1\n",
        "    j -= 1\n",
        "  return distance\n",
        "\n",
        "def radar(x, y):\n",
        "  N_dist = N(x,y)\n",
        "  NE_dist = NE(x,y)\n",
        "  # E_dist = E(x,y)\n",
        "  # SE_dist = SE(x,y)\n",
        "  # S_dist = S(x,y)\n",
        "  # SW_dist = SW(x,y)\n",
        "  # W_dist = W(x,y)\n",
        "  NW_dist = NW(x,y)\n",
        "  return [N_dist, NE_dist, NW_dist]\n",
        "  # return [N_dist, NE_dist, E_dist, SE_dist, S_dist, SW_dist, W_dist, NW_dist]\n",
        "\n",
        "\n",
        "\n",
        "radar_array = []\n",
        "button_array = []\n",
        "\n",
        "def play(x, y):\n",
        "  i = x\n",
        "  j = y\n",
        "  while True:\n",
        "    button = input()\n",
        "    os.system('clear')\n",
        "    if button == \"w\":\n",
        "      if field[i-1][j] == 1:\n",
        "        field[i][j] = 2\n",
        "        output(field, i, j)\n",
        "        field[i][j] = 0\n",
        "        continue\n",
        "      field[i-1][j] = 2\n",
        "      button_array.append([1,0,0,0])\n",
        "      os.system('clear')\n",
        "      output(field, i-1, j)\n",
        "      field[i-1][j] = 0\n",
        "      i -= 1\n",
        "      radar_array.append(radar(i, j))\n",
        "    elif button == \"a\":\n",
        "      if field[i][j-1] == 1:\n",
        "        field[i][j] = 2\n",
        "        output(field, i, j)\n",
        "        field[i][j] = 0\n",
        "        continue\n",
        "      field[i][j-1] = 2\n",
        "      button_array.append([0,1,0,0])\n",
        "      os.system('clear')\n",
        "      output(field, i, j-1)\n",
        "      field[i][j-1] = 0\n",
        "      j -= 1\n",
        "      radar_array.append(radar(i, j))\n",
        "    elif button == \"s\":\n",
        "      if field[i+1][j] == 1:\n",
        "        field[i][j] = 2\n",
        "        output(field, i, j)\n",
        "        field[i][j] = 0\n",
        "        continue\n",
        "      field[i+1][j] = 2\n",
        "      button_array.append([0,0,1,0])\n",
        "      os.system('clear')\n",
        "      output(field, i+1, j)\n",
        "      field[i+1][j] = 0\n",
        "      i += 1\n",
        "      radar_array.append(radar(i, j))\n",
        "    elif button == \"d\":\n",
        "      if field[i][j+1] == 1:\n",
        "        field[i][j] = 2\n",
        "        output(field, i, j)\n",
        "        field[i][j] = 0\n",
        "        continue\n",
        "      field[i][j+1] = 2\n",
        "      button_array.append([0,0,0,1])\n",
        "      os.system('clear')\n",
        "      output(field, i, j+1)\n",
        "      field[i][j+1] = 0\n",
        "      j += 1\n",
        "      radar_array.append(radar(i, j))\n",
        "    elif button == \"q\":\n",
        "      break\n",
        "    else:\n",
        "      output(field, i, j)\n",
        "\n",
        "\n",
        "def random_start():\n",
        "  flag = 1\n",
        "  while flag:\n",
        "    x = random.randint(15, 15)\n",
        "    y = random.randint(15, 15)\n",
        "    if x and y != 1:\n",
        "      a = radar(x,y)\n",
        "      if 0 not in a:\n",
        "        print(f\"Radar array {a}\")\n",
        "        field[x][y] = 2\n",
        "        flag = 0\n",
        "  return x, y\n",
        "\n",
        "\n",
        "def start_point(x, y):\n",
        "  field[x][y] = 2\n",
        "  output(field, x, y)\n",
        "  print(\"Move 2 around the tree and press \\\"q\\\"\")\n",
        "  print(f\"Start point ({x}, {y})\")\n",
        "  print(\"Enter \\\"q\\\" to a new start\")\n",
        "  field[x][y] = 0\n",
        "  play(x, y)\n",
        "  os.system('clear')\n",
        "\n",
        "def main():\n",
        "  x, y = random_start()\n",
        "  start_point(x, y)\n",
        "\n",
        "main()\n",
        "\n",
        "# with open('radar_array_train.txt', 'wb') as out:\n",
        "#   pickle.dump(radar_array, out)\n",
        "# with open('button_array_train.txt', 'wb') as out:\n",
        "#   pickle.dump(button_array, out)\n",
        "\n",
        "\n",
        "with open('radar_array_test.txt', 'wb') as out:\n",
        "  pickle.dump(radar_array, out)\n",
        "with open('button_array_test.txt', 'wb') as out:\n",
        "  pickle.dump(button_array, out)\n",
        "\n",
        "\n",
        "print(radar_array)\n",
        "print(button_array)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "with open('radar_array_train.txt', 'rb') as radar:\n",
        "  X_train = pickle.load(radar)\n",
        "\n",
        "with open('button_array_train.txt', 'rb') as button:\n",
        "  y_train = pickle.load(button)\n",
        "\n",
        "\n",
        "\n",
        "X_train = np.array(X_train)\n",
        "y_train = np.array(y_train)\n",
        "\n",
        "\n",
        "clf = StructuredDataClassifier(max_trials=16)   # для подбора гиперпараметров\n",
        "clf.fit(X_train, y_train, epochs=10, verbose=0)     # для запоминания датасета\n",
        "\n",
        "with open('radar_array_test.txt', 'rb') as radar:\n",
        "  X_test = pickle.load(radar)\n",
        "\n",
        "with open('button_array_test.txt', 'rb') as button:\n",
        "  y_test = pickle.load(button)\n",
        "\n",
        "\n",
        "\n",
        "X_test = np.array(X_test)\n",
        "y_test = np.array(y_test)\n",
        "\n",
        "\n",
        "loss, accuracy = clf.evaluate(X_test, y_test)\n",
        "print(loss, accuracy)\n",
        "\n",
        "\n",
        "# print(clf.predict(X_test[:30]))\n",
        "# print(y_test[:30])\n",
        "\n",
        "model = clf.export_model()\n",
        "model.summary()\n",
        "model.save(\"model.keras\")"
      ],
      "metadata": {
        "id": "128mBJmpbJyQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def output(matrix, x, y):\n",
        "  for i in range(len(matrix)):\n",
        "    for j in range(len(matrix[i])):\n",
        "      if i == x and j == y:\n",
        "        print(Fore.GREEN + str(int(matrix[i][j])) + Style.RESET_ALL, end=' ')\n",
        "      else:\n",
        "        print(str(int(matrix[i][j])), end=' ')\n",
        "    print()\n",
        "\n",
        "def obstacle(matrix, x, y, len):\n",
        "  i = y\n",
        "  while i < len + y:\n",
        "    matrix[x][i] = 1\n",
        "    i += 1\n",
        "  return matrix\n",
        "\n",
        "def map():\n",
        "  field = np.zeros((16, 16))\n",
        "  field = np.pad(field, pad_width=1, mode='constant', constant_values=1)\n",
        "  # obstacle(field,8,4,10)\n",
        "  # obstacle(field,9,4,10)\n",
        "  return field\n",
        "\n",
        "field = map()\n",
        "\n",
        "def N(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i -= 1\n",
        "  return distance\n",
        "\n",
        "def NE(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i -= 1\n",
        "    j += 1\n",
        "  return distance\n",
        "\n",
        "def E(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    j += 1\n",
        "  return distance\n",
        "\n",
        "def SE(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i += 1\n",
        "    j += 1\n",
        "  return distance\n",
        "\n",
        "def S(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i += 1\n",
        "  return distance\n",
        "\n",
        "def SW(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i += 1\n",
        "    j -= 1\n",
        "  return distance\n",
        "\n",
        "def W(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    j -= 1\n",
        "  return distance\n",
        "\n",
        "def NW(x,y):\n",
        "  distance = 0\n",
        "  i = x\n",
        "  j = y\n",
        "  while field[i][j] != 1:\n",
        "    distance += 1\n",
        "    i -= 1\n",
        "    j -= 1\n",
        "  return distance\n",
        "\n",
        "def radar(x, y):\n",
        "  N_dist = N(x,y)\n",
        "  NE_dist = NE(x,y)\n",
        "  # E_dist = E(x,y)\n",
        "  # SE_dist = SE(x,y)\n",
        "  # S_dist = S(x,y)\n",
        "  # SW_dist = SW(x,y)\n",
        "  # W_dist = W(x,y)\n",
        "  NW_dist = NW(x,y)\n",
        "  return [N_dist, NE_dist, NW_dist]\n",
        "  # return [N_dist, NE_dist, E_dist, SE_dist, S_dist, SW_dist, W_dist, NW_dist]\n",
        "\n",
        "\n",
        "model = load_model('model.keras')\n",
        "\n",
        "\n",
        "def move(x,y):\n",
        "  i = x\n",
        "  j = y\n",
        "  input = radar(i, j)\n",
        "  test = np.array(input)\n",
        "  prediction = np.array(model.predict(test))\n",
        "  print(prediction)\n",
        "  button = np.argmax(prediction)\n",
        "  os.system('clear')\n",
        "  print(f\"Prediction: {button}\")\n",
        "  if button == 0:\n",
        "    field[i-1][j] = 2\n",
        "    output(field,i-1,j)\n",
        "    field[i-1][j] = 0\n",
        "    i -= 1\n",
        "    time.sleep(1)\n",
        "  if button == 1:\n",
        "    field[i][j-1] = 2\n",
        "    output(field,i,j-1)\n",
        "    field[i][j-1] = 0\n",
        "    j -= 1\n",
        "    time.sleep(1)\n",
        "  if button == 2:\n",
        "    field[i+1][j] = 2\n",
        "    output(field,i+1,j)\n",
        "    field[i+1][j] = 0\n",
        "    i += 1\n",
        "    time.sleep(1)\n",
        "  if button == 3:\n",
        "    field[i][j+1] = 2\n",
        "    output(field,i,j+1)\n",
        "    field[i][j+1] = 0\n",
        "    j += 1\n",
        "    time.sleep(1)\n",
        "  return i, j\n",
        "\n",
        "def main():\n",
        "  x, y = move(16, 16)\n",
        "  for i in range(20):\n",
        "    x, y = move(x, y)\n",
        "\n",
        "main()\n",
        ""
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nnPKUuwfdPiJ",
        "outputId": "caa712a4-ea50-449c-907a-b907e07bc1b4"
      },
      "execution_count": 60,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:Skipping variable loading for optimizer 'Adam', because it has 29 variables whereas the saved optimizer has 1 variables. \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 165ms/step\n",
            "[[0.42596272 0.2572463  0.12855092 0.18824014]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.41938746 0.25983074 0.13447738 0.18630444]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.41709659 0.26206088 0.13925742 0.1815852 ]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 23ms/step\n",
            "[[0.41207072 0.2620013  0.14571196 0.18021601]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 21ms/step\n",
            "[[0.40547666 0.26170897 0.15240863 0.18040572]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 25ms/step\n",
            "[[0.39722282 0.2612617  0.15784198 0.18367343]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 32ms/step\n",
            "[[0.3835572  0.26678813 0.15549314 0.19416149]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 21ms/step\n",
            "[[0.3573455  0.2769572  0.15789825 0.2077992 ]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.3303031  0.2887243  0.16655956 0.214413  ]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.30683964 0.29528806 0.17259336 0.22527896]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.29366097 0.2992852  0.17243874 0.2346151 ]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 24ms/step\n",
            "[[0.2832932  0.28496516 0.18684645 0.24489513]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.27237594 0.27699965 0.20884183 0.24178255]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 21ms/step\n",
            "[[0.2677602  0.2711437  0.23061453 0.23048164]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.27581963 0.27151728 0.22856423 0.22409888]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.27636534 0.27363163 0.22064973 0.22935337]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 29ms/step\n",
            "[[0.281926   0.27572614 0.21007043 0.23227745]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 23ms/step\n",
            "[[0.2812131  0.28061825 0.20428047 0.2338881 ]]\n",
            "Prediction: 0\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 19ms/step\n",
            "[[0.2831027  0.28507558 0.1974986  0.23432307]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.2831027  0.28507558 0.1974986  0.23432307]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1/1 [==============================] - 0s 20ms/step\n",
            "[[0.2831027  0.28507558 0.1974986  0.23432307]]\n",
            "Prediction: 1\n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 \u001b[32m2\u001b[0m 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 \n",
            "1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 \n"
          ]
        }
      ]
    }
  ]
}