pythonCode.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "analysis.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/NodiraTillayeva/Hakathon-Woof/blob/main/hello.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PuPTm09xJMWx"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "\n",
        "dataset = pd.read_csv(\"dogs.csv\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x=dataset.drop(columns=[\"Result\"])"
      ],
      "metadata": {
        "id": "a9FSjUZqeRWc"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "y=dataset[\"Result\"]"
      ],
      "metadata": {
        "id": "h75NWOCuj_7u"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.2)\n"
      ],
      "metadata": {
        "id": "0yEj3A1nl4Oe"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "\n",
        "model = tf.keras.models.Sequential()"
      ],
      "metadata": {
        "id": "8n66Y-16B61Q"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.add(tf.keras.layers.Dense(256, input_shape=x_train.shape[1:], activation = 'sigmoid'))\n",
        "model.add(tf.keras.layers.Dense(256, activation='sigmoid'))\n",
        "model.add(tf.keras.layers.Dense(1, activation='sigmoid'))"
      ],
      "metadata": {
        "id": "3d2aSxy2DR8O"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])"
      ],
      "metadata": {
        "id": "6CLhGvDYDS05"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(x_train, y_train, epochs=1000)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Fik8zjVSDYO3",
        "outputId": "54e57241-7277-494b-da26-439ae4fdcfd6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/1000\n",
            "7/7 [==============================] - 1s 6ms/step - loss: 0.4284 - accuracy: 0.8492\n",
            "Epoch 2/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.3463 - accuracy: 0.8693\n",
            "Epoch 3/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.2027 - accuracy: 0.8894\n",
            "Epoch 4/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1730 - accuracy: 0.9146\n",
            "Epoch 5/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1221 - accuracy: 0.9698\n",
            "Epoch 6/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1620 - accuracy: 0.9196\n",
            "Epoch 7/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1434 - accuracy: 0.9598\n",
            "Epoch 8/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1451 - accuracy: 0.9246\n",
            "Epoch 9/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1455 - accuracy: 0.9598\n",
            "Epoch 10/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.2028 - accuracy: 0.9045\n",
            "Epoch 11/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1823 - accuracy: 0.9045\n",
            "Epoch 12/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1560 - accuracy: 0.9347\n",
            "Epoch 13/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1447 - accuracy: 0.9548\n",
            "Epoch 14/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1391 - accuracy: 0.9447\n",
            "Epoch 15/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1359 - accuracy: 0.9397\n",
            "Epoch 16/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1455 - accuracy: 0.9447\n",
            "Epoch 17/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1603 - accuracy: 0.9196\n",
            "Epoch 18/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1581 - accuracy: 0.9296\n",
            "Epoch 19/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1612 - accuracy: 0.8945\n",
            "Epoch 20/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1620 - accuracy: 0.9347\n",
            "Epoch 21/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1430 - accuracy: 0.9296\n",
            "Epoch 22/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1422 - accuracy: 0.9347\n",
            "Epoch 23/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1544 - accuracy: 0.9347\n",
            "Epoch 24/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1632 - accuracy: 0.9296\n",
            "Epoch 25/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1512 - accuracy: 0.9296\n",
            "Epoch 26/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1737 - accuracy: 0.9095\n",
            "Epoch 27/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1799 - accuracy: 0.8945\n",
            "Epoch 28/1000\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 0.1945 - accuracy: 0.9045\n",
            "Epoch 29/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1536 - accuracy: 0.9447\n",
            "Epoch 30/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1378 - accuracy: 0.9347\n",
            "Epoch 31/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1255 - accuracy: 0.9598\n",
            "Epoch 32/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1520 - accuracy: 0.9347\n",
            "Epoch 33/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.3353 - accuracy: 0.8945\n",
            "Epoch 34/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1879 - accuracy: 0.9095\n",
            "Epoch 35/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1808 - accuracy: 0.9246\n",
            "Epoch 36/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1584 - accuracy: 0.9347\n",
            "Epoch 37/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1732 - accuracy: 0.8995\n",
            "Epoch 38/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.1768 - accuracy: 0.8794\n",
            "Epoch 39/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.2121 - accuracy: 0.8894\n",
            "Epoch 40/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1930 - accuracy: 0.9095\n",
            "Epoch 41/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1743 - accuracy: 0.9196\n",
            "Epoch 42/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1901 - accuracy: 0.9196\n",
            "Epoch 43/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1674 - accuracy: 0.9196\n",
            "Epoch 44/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1302 - accuracy: 0.9497\n",
            "Epoch 45/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1343 - accuracy: 0.9347\n",
            "Epoch 46/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1331 - accuracy: 0.9497\n",
            "Epoch 47/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1371 - accuracy: 0.9548\n",
            "Epoch 48/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1446 - accuracy: 0.9497\n",
            "Epoch 49/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1527 - accuracy: 0.9146\n",
            "Epoch 50/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.1586 - accuracy: 0.9246\n",
            "Epoch 51/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1785 - accuracy: 0.9045\n",
            "Epoch 52/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.1293 - accuracy: 0.9447\n",
            "Epoch 53/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1276 - accuracy: 0.9698\n",
            "Epoch 54/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1394 - accuracy: 0.9447\n",
            "Epoch 55/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1190 - accuracy: 0.9799\n",
            "Epoch 56/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1366 - accuracy: 0.9447\n",
            "Epoch 57/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1240 - accuracy: 0.9648\n",
            "Epoch 58/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1308 - accuracy: 0.9548\n",
            "Epoch 59/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1263 - accuracy: 0.9397\n",
            "Epoch 60/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1359 - accuracy: 0.9397\n",
            "Epoch 61/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1127 - accuracy: 0.9849\n",
            "Epoch 62/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1176 - accuracy: 0.9698\n",
            "Epoch 63/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1192 - accuracy: 0.9698\n",
            "Epoch 64/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1169 - accuracy: 0.9598\n",
            "Epoch 65/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1273 - accuracy: 0.9497\n",
            "Epoch 66/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1373 - accuracy: 0.9497\n",
            "Epoch 67/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1906 - accuracy: 0.9146\n",
            "Epoch 68/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.1865 - accuracy: 0.9045\n",
            "Epoch 69/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1333 - accuracy: 0.9347\n",
            "Epoch 70/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1269 - accuracy: 0.9296\n",
            "Epoch 71/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1219 - accuracy: 0.9648\n",
            "Epoch 72/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1416 - accuracy: 0.9397\n",
            "Epoch 73/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1722 - accuracy: 0.9246\n",
            "Epoch 74/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1487 - accuracy: 0.9296\n",
            "Epoch 75/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1243 - accuracy: 0.9548\n",
            "Epoch 76/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1089 - accuracy: 0.9799\n",
            "Epoch 77/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1128 - accuracy: 0.9698\n",
            "Epoch 78/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.1144 - accuracy: 0.9497\n",
            "Epoch 79/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1300 - accuracy: 0.9347\n",
            "Epoch 80/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1629 - accuracy: 0.9045\n",
            "Epoch 81/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1797 - accuracy: 0.9246\n",
            "Epoch 82/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1465 - accuracy: 0.9296\n",
            "Epoch 83/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.1359 - accuracy: 0.9347\n",
            "Epoch 84/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.2784 - accuracy: 0.8894\n",
            "Epoch 85/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1776 - accuracy: 0.9095\n",
            "Epoch 86/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1479 - accuracy: 0.9447\n",
            "Epoch 87/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1214 - accuracy: 0.9749\n",
            "Epoch 88/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1350 - accuracy: 0.9598\n",
            "Epoch 89/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1411 - accuracy: 0.9196\n",
            "Epoch 90/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1284 - accuracy: 0.9497\n",
            "Epoch 91/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1428 - accuracy: 0.9548\n",
            "Epoch 92/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1895 - accuracy: 0.8995\n",
            "Epoch 93/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1585 - accuracy: 0.9246\n",
            "Epoch 94/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1276 - accuracy: 0.9347\n",
            "Epoch 95/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1271 - accuracy: 0.9347\n",
            "Epoch 96/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1470 - accuracy: 0.9296\n",
            "Epoch 97/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1132 - accuracy: 0.9598\n",
            "Epoch 98/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1505 - accuracy: 0.9296\n",
            "Epoch 99/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1382 - accuracy: 0.9246\n",
            "Epoch 100/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1430 - accuracy: 0.9347\n",
            "Epoch 101/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1136 - accuracy: 0.9648\n",
            "Epoch 102/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1238 - accuracy: 0.9648\n",
            "Epoch 103/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1843 - accuracy: 0.8995\n",
            "Epoch 104/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1833 - accuracy: 0.9397\n",
            "Epoch 105/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1746 - accuracy: 0.9095\n",
            "Epoch 106/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1664 - accuracy: 0.9497\n",
            "Epoch 107/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1310 - accuracy: 0.9497\n",
            "Epoch 108/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1831 - accuracy: 0.8995\n",
            "Epoch 109/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1806 - accuracy: 0.9095\n",
            "Epoch 110/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1452 - accuracy: 0.9296\n",
            "Epoch 111/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1378 - accuracy: 0.9447\n",
            "Epoch 112/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1436 - accuracy: 0.9196\n",
            "Epoch 113/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1077 - accuracy: 0.9749\n",
            "Epoch 114/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1204 - accuracy: 0.9648\n",
            "Epoch 115/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1078 - accuracy: 0.9698\n",
            "Epoch 116/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1396 - accuracy: 0.9447\n",
            "Epoch 117/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1268 - accuracy: 0.9397\n",
            "Epoch 118/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1535 - accuracy: 0.9196\n",
            "Epoch 119/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.2166 - accuracy: 0.8844\n",
            "Epoch 120/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1581 - accuracy: 0.9196\n",
            "Epoch 121/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.2969 - accuracy: 0.8844\n",
            "Epoch 122/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.3412 - accuracy: 0.8844\n",
            "Epoch 123/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.3474 - accuracy: 0.8693\n",
            "Epoch 124/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.2788 - accuracy: 0.8744\n",
            "Epoch 125/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.2054 - accuracy: 0.9045\n",
            "Epoch 126/1000\n",
            "7/7 [==============================] - 0s 19ms/step - loss: 0.2787 - accuracy: 0.8643\n",
            "Epoch 127/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.2316 - accuracy: 0.8844\n",
            "Epoch 128/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1713 - accuracy: 0.9196\n",
            "Epoch 129/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1513 - accuracy: 0.9397\n",
            "Epoch 130/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1161 - accuracy: 0.9698\n",
            "Epoch 131/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1535 - accuracy: 0.9548\n",
            "Epoch 132/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1231 - accuracy: 0.9749\n",
            "Epoch 133/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1401 - accuracy: 0.9447\n",
            "Epoch 134/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1258 - accuracy: 0.9598\n",
            "Epoch 135/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1229 - accuracy: 0.9548\n",
            "Epoch 136/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1400 - accuracy: 0.9397\n",
            "Epoch 137/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1302 - accuracy: 0.9347\n",
            "Epoch 138/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1154 - accuracy: 0.9698\n",
            "Epoch 139/1000\n",
            "7/7 [==============================] - 0s 3ms/step - loss: 0.1444 - accuracy: 0.9397\n",
            "Epoch 140/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1570 - accuracy: 0.9095\n",
            "Epoch 141/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.2764 - accuracy: 0.8945\n",
            "Epoch 142/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.2092 - accuracy: 0.8593\n",
            "Epoch 143/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.2551 - accuracy: 0.8945\n",
            "Epoch 144/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.3510 - accuracy: 0.8643\n",
            "Epoch 145/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.2184 - accuracy: 0.8744\n",
            "Epoch 146/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.2473 - accuracy: 0.8844\n",
            "Epoch 147/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1574 - accuracy: 0.9296\n",
            "Epoch 148/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1635 - accuracy: 0.9045\n",
            "Epoch 149/1000\n",
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            "Epoch 150/1000\n",
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            "7/7 [==============================] - 0s 6ms/step - loss: 0.0762 - accuracy: 0.9698\n",
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            "7/7 [==============================] - 0s 6ms/step - loss: 0.0805 - accuracy: 0.9648\n",
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            "7/7 [==============================] - 0s 11ms/step - loss: 0.1233 - accuracy: 0.9397\n",
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            "7/7 [==============================] - 0s 7ms/step - loss: 0.1671 - accuracy: 0.9347\n",
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            "7/7 [==============================] - 0s 6ms/step - loss: 0.1101 - accuracy: 0.9497\n",
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            "7/7 [==============================] - 0s 6ms/step - loss: 0.0847 - accuracy: 0.9648\n",
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            "7/7 [==============================] - 0s 7ms/step - loss: 0.1561 - accuracy: 0.9246\n",
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            "7/7 [==============================] - 0s 8ms/step - loss: 0.1167 - accuracy: 0.9648\n",
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            "7/7 [==============================] - 0s 7ms/step - loss: 0.0843 - accuracy: 0.9648\n",
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            "7/7 [==============================] - 0s 7ms/step - loss: 0.0677 - accuracy: 0.9899\n",
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            "7/7 [==============================] - 0s 8ms/step - loss: 0.0648 - accuracy: 0.9899\n",
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            "7/7 [==============================] - 0s 11ms/step - loss: 0.0638 - accuracy: 0.9950\n",
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            "7/7 [==============================] - 0s 19ms/step - loss: 0.1135 - accuracy: 0.9347\n",
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            "Epoch 678/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0832 - accuracy: 0.9698\n",
            "Epoch 679/1000\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 0.0880 - accuracy: 0.9598\n",
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            "7/7 [==============================] - 0s 8ms/step - loss: 0.0698 - accuracy: 0.9849\n",
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            "7/7 [==============================] - 0s 9ms/step - loss: 0.0735 - accuracy: 0.9749\n",
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            "7/7 [==============================] - 0s 11ms/step - loss: 0.1944 - accuracy: 0.9095\n",
            "Epoch 688/1000\n",
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            "Epoch 689/1000\n",
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            "Epoch 690/1000\n",
            "7/7 [==============================] - 0s 15ms/step - loss: 0.0618 - accuracy: 1.0000\n",
            "Epoch 691/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0642 - accuracy: 0.9899\n",
            "Epoch 692/1000\n",
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            "Epoch 695/1000\n",
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            "Epoch 696/1000\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 0.2367 - accuracy: 0.8995\n",
            "Epoch 697/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1828 - accuracy: 0.9347\n",
            "Epoch 698/1000\n",
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            "Epoch 699/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.2461 - accuracy: 0.8844\n",
            "Epoch 700/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.3459 - accuracy: 0.8794\n",
            "Epoch 701/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.2030 - accuracy: 0.9146\n",
            "Epoch 702/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.3402 - accuracy: 0.8794\n",
            "Epoch 703/1000\n",
            "7/7 [==============================] - 0s 17ms/step - loss: 0.5315 - accuracy: 0.8442\n",
            "Epoch 704/1000\n",
            "7/7 [==============================] - 0s 24ms/step - loss: 0.4762 - accuracy: 0.8593\n",
            "Epoch 705/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.2766 - accuracy: 0.9095\n",
            "Epoch 706/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1753 - accuracy: 0.9246\n",
            "Epoch 707/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.0946 - accuracy: 0.9648\n",
            "Epoch 708/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1009 - accuracy: 0.9598\n",
            "Epoch 709/1000\n",
            "7/7 [==============================] - 0s 9ms/step - loss: 0.0945 - accuracy: 0.9749\n",
            "Epoch 710/1000\n",
            "7/7 [==============================] - 0s 16ms/step - loss: 0.0881 - accuracy: 0.9799\n",
            "Epoch 711/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1306 - accuracy: 0.9347\n",
            "Epoch 712/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.1504 - accuracy: 0.9347\n",
            "Epoch 713/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1064 - accuracy: 0.9548\n",
            "Epoch 714/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.0973 - accuracy: 0.9548\n",
            "Epoch 715/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0922 - accuracy: 0.9648\n",
            "Epoch 716/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0817 - accuracy: 0.9648\n",
            "Epoch 717/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1021 - accuracy: 0.9447\n",
            "Epoch 718/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0853 - accuracy: 0.9698\n",
            "Epoch 719/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0779 - accuracy: 0.9849\n",
            "Epoch 720/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1010 - accuracy: 0.9497\n",
            "Epoch 721/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1072 - accuracy: 0.9548\n",
            "Epoch 722/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1594 - accuracy: 0.9095\n",
            "Epoch 723/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1062 - accuracy: 0.9598\n",
            "Epoch 724/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1486 - accuracy: 0.9296\n",
            "Epoch 725/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1626 - accuracy: 0.9045\n",
            "Epoch 726/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.1805 - accuracy: 0.9095\n",
            "Epoch 727/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0943 - accuracy: 0.9698\n",
            "Epoch 728/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0804 - accuracy: 0.9849\n",
            "Epoch 729/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0850 - accuracy: 0.9799\n",
            "Epoch 730/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0873 - accuracy: 0.9598\n",
            "Epoch 731/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0855 - accuracy: 0.9698\n",
            "Epoch 732/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0779 - accuracy: 0.9849\n",
            "Epoch 733/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.0862 - accuracy: 0.9648\n",
            "Epoch 734/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0872 - accuracy: 0.9497\n",
            "Epoch 735/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0837 - accuracy: 0.9749\n",
            "Epoch 736/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1023 - accuracy: 0.9548\n",
            "Epoch 737/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0962 - accuracy: 0.9698\n",
            "Epoch 738/1000\n",
            "7/7 [==============================] - 0s 13ms/step - loss: 0.0720 - accuracy: 0.9899\n",
            "Epoch 739/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0915 - accuracy: 0.9648\n",
            "Epoch 740/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0754 - accuracy: 0.9749\n",
            "Epoch 741/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0670 - accuracy: 0.9899\n",
            "Epoch 742/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0823 - accuracy: 0.9648\n",
            "Epoch 743/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.0649 - accuracy: 0.9899\n",
            "Epoch 744/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.0837 - accuracy: 0.9548\n",
            "Epoch 745/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0990 - accuracy: 0.9698\n",
            "Epoch 746/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.0892 - accuracy: 0.9598\n",
            "Epoch 747/1000\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 0.0796 - accuracy: 0.9799\n",
            "Epoch 748/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0720 - accuracy: 0.9698\n",
            "Epoch 749/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.1372 - accuracy: 0.9347\n",
            "Epoch 750/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0807 - accuracy: 0.9648\n",
            "Epoch 751/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.0747 - accuracy: 0.9749\n",
            "Epoch 752/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0686 - accuracy: 0.9849\n",
            "Epoch 753/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0714 - accuracy: 0.9749\n",
            "Epoch 754/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0828 - accuracy: 0.9598\n",
            "Epoch 755/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0925 - accuracy: 0.9698\n",
            "Epoch 756/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1478 - accuracy: 0.9146\n",
            "Epoch 757/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1396 - accuracy: 0.9246\n",
            "Epoch 758/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1962 - accuracy: 0.9146\n",
            "Epoch 759/1000\n",
            "7/7 [==============================] - 0s 10ms/step - loss: 0.1351 - accuracy: 0.9246\n",
            "Epoch 760/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0727 - accuracy: 0.9799\n",
            "Epoch 761/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0784 - accuracy: 0.9698\n",
            "Epoch 762/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0719 - accuracy: 0.9899\n",
            "Epoch 763/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0752 - accuracy: 0.9648\n",
            "Epoch 764/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.0827 - accuracy: 0.9648\n",
            "Epoch 765/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0823 - accuracy: 0.9799\n",
            "Epoch 766/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.0637 - accuracy: 0.9899\n",
            "Epoch 767/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0950 - accuracy: 0.9749\n",
            "Epoch 768/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0686 - accuracy: 0.9950\n",
            "Epoch 769/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0688 - accuracy: 0.9950\n",
            "Epoch 770/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0653 - accuracy: 0.9899\n",
            "Epoch 771/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0651 - accuracy: 0.9899\n",
            "Epoch 772/1000\n",
            "7/7 [==============================] - 0s 14ms/step - loss: 0.0641 - accuracy: 0.9950\n",
            "Epoch 773/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0713 - accuracy: 0.9698\n",
            "Epoch 774/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0719 - accuracy: 0.9799\n",
            "Epoch 775/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.0618 - accuracy: 0.9950\n",
            "Epoch 776/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0599 - accuracy: 0.9950\n",
            "Epoch 777/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0843 - accuracy: 0.9548\n",
            "Epoch 778/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0945 - accuracy: 0.9648\n",
            "Epoch 779/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.0679 - accuracy: 0.9749\n",
            "Epoch 780/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.1364 - accuracy: 0.9246\n",
            "Epoch 781/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0865 - accuracy: 0.9447\n",
            "Epoch 782/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1726 - accuracy: 0.9246\n",
            "Epoch 783/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.2503 - accuracy: 0.8794\n",
            "Epoch 784/1000\n",
            "7/7 [==============================] - 0s 22ms/step - loss: 0.2198 - accuracy: 0.8844\n",
            "Epoch 785/1000\n",
            "7/7 [==============================] - 0s 9ms/step - loss: 0.0890 - accuracy: 0.9598\n",
            "Epoch 786/1000\n",
            "7/7 [==============================] - 0s 21ms/step - loss: 0.0687 - accuracy: 0.9899\n",
            "Epoch 787/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.1264 - accuracy: 0.9397\n",
            "Epoch 788/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.2148 - accuracy: 0.9246\n",
            "Epoch 789/1000\n",
            "7/7 [==============================] - 0s 12ms/step - loss: 0.3587 - accuracy: 0.8543\n",
            "Epoch 790/1000\n",
            "7/7 [==============================] - 0s 11ms/step - loss: 0.3448 - accuracy: 0.8442\n",
            "Epoch 791/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.4770 - accuracy: 0.8643\n",
            "Epoch 792/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.4921 - accuracy: 0.8090\n",
            "Epoch 793/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1743 - accuracy: 0.9246\n",
            "Epoch 794/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.2273 - accuracy: 0.9095\n",
            "Epoch 795/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1633 - accuracy: 0.9045\n",
            "Epoch 796/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1479 - accuracy: 0.9447\n",
            "Epoch 797/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1494 - accuracy: 0.9246\n",
            "Epoch 798/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1020 - accuracy: 0.9648\n",
            "Epoch 799/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0766 - accuracy: 0.9799\n",
            "Epoch 800/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0897 - accuracy: 0.9849\n",
            "Epoch 801/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0919 - accuracy: 0.9749\n",
            "Epoch 802/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0824 - accuracy: 0.9749\n",
            "Epoch 803/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0803 - accuracy: 0.9698\n",
            "Epoch 804/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1141 - accuracy: 0.9347\n",
            "Epoch 805/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1174 - accuracy: 0.9497\n",
            "Epoch 806/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1635 - accuracy: 0.9196\n",
            "Epoch 807/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0663 - accuracy: 0.9849\n",
            "Epoch 808/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0865 - accuracy: 0.9849\n",
            "Epoch 809/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1014 - accuracy: 0.9548\n",
            "Epoch 810/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0890 - accuracy: 0.9698\n",
            "Epoch 811/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0754 - accuracy: 0.9749\n",
            "Epoch 812/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0744 - accuracy: 0.9849\n",
            "Epoch 813/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0789 - accuracy: 0.9698\n",
            "Epoch 814/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0732 - accuracy: 0.9899\n",
            "Epoch 815/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0732 - accuracy: 0.9749\n",
            "Epoch 816/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0654 - accuracy: 0.9849\n",
            "Epoch 817/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0755 - accuracy: 0.9698\n",
            "Epoch 818/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1093 - accuracy: 0.9548\n",
            "Epoch 819/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1035 - accuracy: 0.9548\n",
            "Epoch 820/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1079 - accuracy: 0.9497\n",
            "Epoch 821/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0733 - accuracy: 0.9799\n",
            "Epoch 822/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0716 - accuracy: 0.9749\n",
            "Epoch 823/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0944 - accuracy: 0.9548\n",
            "Epoch 824/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0713 - accuracy: 0.9749\n",
            "Epoch 825/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0676 - accuracy: 0.9849\n",
            "Epoch 826/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0747 - accuracy: 0.9749\n",
            "Epoch 827/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0686 - accuracy: 0.9849\n",
            "Epoch 828/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0672 - accuracy: 0.9849\n",
            "Epoch 829/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0684 - accuracy: 0.9849\n",
            "Epoch 830/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1001 - accuracy: 0.9397\n",
            "Epoch 831/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0849 - accuracy: 0.9799\n",
            "Epoch 832/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0822 - accuracy: 0.9698\n",
            "Epoch 833/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0796 - accuracy: 0.9698\n",
            "Epoch 834/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0611 - accuracy: 0.9950\n",
            "Epoch 835/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0628 - accuracy: 0.9849\n",
            "Epoch 836/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0619 - accuracy: 0.9799\n",
            "Epoch 837/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0594 - accuracy: 0.9950\n",
            "Epoch 838/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0729 - accuracy: 0.9698\n",
            "Epoch 839/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1326 - accuracy: 0.9397\n",
            "Epoch 840/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0904 - accuracy: 0.9598\n",
            "Epoch 841/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0712 - accuracy: 0.9648\n",
            "Epoch 842/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1337 - accuracy: 0.9447\n",
            "Epoch 843/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0570 - accuracy: 0.9950\n",
            "Epoch 844/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0638 - accuracy: 0.9899\n",
            "Epoch 845/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0634 - accuracy: 0.9799\n",
            "Epoch 846/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0643 - accuracy: 0.9899\n",
            "Epoch 847/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0663 - accuracy: 0.9799\n",
            "Epoch 848/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0601 - accuracy: 0.9950\n",
            "Epoch 849/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0591 - accuracy: 0.9950\n",
            "Epoch 850/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0605 - accuracy: 0.9950\n",
            "Epoch 851/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1020 - accuracy: 0.9397\n",
            "Epoch 852/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0616 - accuracy: 0.9899\n",
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            "Epoch 871/1000\n",
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            "Epoch 873/1000\n",
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            "Epoch 874/1000\n",
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            "Epoch 875/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0602 - accuracy: 0.9899\n",
            "Epoch 876/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0585 - accuracy: 0.9950\n",
            "Epoch 877/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1052 - accuracy: 0.9397\n",
            "Epoch 878/1000\n",
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            "Epoch 879/1000\n",
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            "Epoch 880/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.3013 - accuracy: 0.8894\n",
            "Epoch 881/1000\n",
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            "Epoch 882/1000\n",
            "7/7 [==============================] - 0s 8ms/step - loss: 0.2929 - accuracy: 0.9095\n",
            "Epoch 883/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.2640 - accuracy: 0.8995\n",
            "Epoch 884/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.2954 - accuracy: 0.8744\n",
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            "Epoch 886/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1068 - accuracy: 0.9497\n",
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            "Epoch 888/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.4161 - accuracy: 0.8995\n",
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            "Epoch 890/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1461 - accuracy: 0.9447\n",
            "Epoch 891/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1268 - accuracy: 0.9497\n",
            "Epoch 892/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1221 - accuracy: 0.9347\n",
            "Epoch 893/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0723 - accuracy: 0.9698\n",
            "Epoch 894/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1317 - accuracy: 0.9347\n",
            "Epoch 895/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1848 - accuracy: 0.9196\n",
            "Epoch 896/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0783 - accuracy: 0.9648\n",
            "Epoch 897/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0727 - accuracy: 0.9799\n",
            "Epoch 898/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0844 - accuracy: 0.9648\n",
            "Epoch 899/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0921 - accuracy: 0.9598\n",
            "Epoch 900/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0751 - accuracy: 0.9749\n",
            "Epoch 901/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0632 - accuracy: 0.9899\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0766 - accuracy: 0.9698\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.1056 - accuracy: 0.9447\n",
            "Epoch 908/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0625 - accuracy: 0.9950\n",
            "Epoch 909/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0628 - accuracy: 0.9950\n",
            "Epoch 910/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0928 - accuracy: 0.9548\n",
            "Epoch 911/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0624 - accuracy: 0.9950\n",
            "Epoch 912/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0974 - accuracy: 0.9497\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0602 - accuracy: 0.9950\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0584 - accuracy: 0.9899\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0651 - accuracy: 0.9799\n",
            "Epoch 916/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0685 - accuracy: 0.9799\n",
            "Epoch 917/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0790 - accuracy: 0.9598\n",
            "Epoch 918/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1044 - accuracy: 0.9447\n",
            "Epoch 919/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0791 - accuracy: 0.9648\n",
            "Epoch 920/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1268 - accuracy: 0.9246\n",
            "Epoch 921/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0922 - accuracy: 0.9548\n",
            "Epoch 922/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1504 - accuracy: 0.9246\n",
            "Epoch 923/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1862 - accuracy: 0.9146\n",
            "Epoch 924/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.3041 - accuracy: 0.8794\n",
            "Epoch 925/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0984 - accuracy: 0.9598\n",
            "Epoch 926/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0757 - accuracy: 0.9749\n",
            "Epoch 927/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0712 - accuracy: 0.9899\n",
            "Epoch 928/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0637 - accuracy: 0.9899\n",
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            "7/7 [==============================] - 0s 6ms/step - loss: 0.0635 - accuracy: 0.9899\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0777 - accuracy: 0.9698\n",
            "Epoch 931/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0885 - accuracy: 0.9598\n",
            "Epoch 932/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0699 - accuracy: 0.9698\n",
            "Epoch 933/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0712 - accuracy: 0.9749\n",
            "Epoch 934/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0692 - accuracy: 0.9799\n",
            "Epoch 935/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0773 - accuracy: 0.9648\n",
            "Epoch 936/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1225 - accuracy: 0.9447\n",
            "Epoch 937/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.1024 - accuracy: 0.9548\n",
            "Epoch 938/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0848 - accuracy: 0.9548\n",
            "Epoch 939/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0777 - accuracy: 0.9648\n",
            "Epoch 940/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0743 - accuracy: 0.9698\n",
            "Epoch 941/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0942 - accuracy: 0.9548\n",
            "Epoch 942/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1281 - accuracy: 0.9296\n",
            "Epoch 943/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1094 - accuracy: 0.9548\n",
            "Epoch 944/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1891 - accuracy: 0.9095\n",
            "Epoch 945/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1471 - accuracy: 0.9296\n",
            "Epoch 946/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1192 - accuracy: 0.9296\n",
            "Epoch 947/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1406 - accuracy: 0.9196\n",
            "Epoch 948/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1355 - accuracy: 0.9296\n",
            "Epoch 949/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0812 - accuracy: 0.9749\n",
            "Epoch 950/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0684 - accuracy: 0.9799\n",
            "Epoch 951/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1240 - accuracy: 0.9447\n",
            "Epoch 952/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0879 - accuracy: 0.9648\n",
            "Epoch 953/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1024 - accuracy: 0.9548\n",
            "Epoch 954/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.1562 - accuracy: 0.9296\n",
            "Epoch 955/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0884 - accuracy: 0.9698\n",
            "Epoch 956/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0844 - accuracy: 0.9648\n",
            "Epoch 957/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0918 - accuracy: 0.9598\n",
            "Epoch 958/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1130 - accuracy: 0.9447\n",
            "Epoch 959/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1375 - accuracy: 0.9246\n",
            "Epoch 960/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1492 - accuracy: 0.9296\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0966 - accuracy: 0.9598\n",
            "Epoch 962/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1124 - accuracy: 0.9447\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.1002 - accuracy: 0.9548\n",
            "Epoch 964/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0624 - accuracy: 0.9899\n",
            "Epoch 965/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1050 - accuracy: 0.9447\n",
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            "7/7 [==============================] - 0s 5ms/step - loss: 0.0634 - accuracy: 0.9899\n",
            "Epoch 967/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0923 - accuracy: 0.9548\n",
            "Epoch 968/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0575 - accuracy: 0.9899\n",
            "Epoch 969/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1010 - accuracy: 0.9497\n",
            "Epoch 970/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0748 - accuracy: 0.9698\n",
            "Epoch 971/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0543 - accuracy: 1.0000\n",
            "Epoch 972/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0587 - accuracy: 0.9950\n",
            "Epoch 973/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0695 - accuracy: 0.9899\n",
            "Epoch 974/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0726 - accuracy: 0.9799\n",
            "Epoch 975/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0600 - accuracy: 0.9749\n",
            "Epoch 976/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0597 - accuracy: 0.9950\n",
            "Epoch 977/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0821 - accuracy: 0.9598\n",
            "Epoch 978/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0829 - accuracy: 0.9698\n",
            "Epoch 979/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0809 - accuracy: 0.9598\n",
            "Epoch 980/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0647 - accuracy: 0.9849\n",
            "Epoch 981/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0587 - accuracy: 0.9799\n",
            "Epoch 982/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0727 - accuracy: 0.9598\n",
            "Epoch 983/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0784 - accuracy: 0.9648\n",
            "Epoch 984/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0608 - accuracy: 0.9849\n",
            "Epoch 985/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0609 - accuracy: 0.9849\n",
            "Epoch 986/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0546 - accuracy: 1.0000\n",
            "Epoch 987/1000\n",
            "7/7 [==============================] - 0s 4ms/step - loss: 0.0589 - accuracy: 0.9950\n",
            "Epoch 988/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0581 - accuracy: 1.0000\n",
            "Epoch 989/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0794 - accuracy: 0.9598\n",
            "Epoch 990/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0800 - accuracy: 0.9598\n",
            "Epoch 991/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1020 - accuracy: 0.9397\n",
            "Epoch 992/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0595 - accuracy: 0.9799\n",
            "Epoch 993/1000\n",
            "7/7 [==============================] - 0s 7ms/step - loss: 0.0510 - accuracy: 1.0000\n",
            "Epoch 994/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0574 - accuracy: 0.9899\n",
            "Epoch 995/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0630 - accuracy: 0.9849\n",
            "Epoch 996/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0622 - accuracy: 0.9749\n",
            "Epoch 997/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.0932 - accuracy: 0.9497\n",
            "Epoch 998/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1498 - accuracy: 0.9347\n",
            "Epoch 999/1000\n",
            "7/7 [==============================] - 0s 6ms/step - loss: 0.0971 - accuracy: 0.9447\n",
            "Epoch 1000/1000\n",
            "7/7 [==============================] - 0s 5ms/step - loss: 0.1118 - accuracy: 0.9598\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f12b2e52cd0>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.evaluate(x_test, y_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0oVwVEt0FhEa",
        "outputId": "486f8a27-97ec-4bee-d44a-67f466156679"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2/2 [==============================] - 0s 9ms/step - loss: 2.6136 - accuracy: 0.7600\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[2.6135730743408203, 0.7599999904632568]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "check= pd.read_csv(\"check0.csv\")\n",
        "one=pd.read_csv(\"one.csv\")\n",
        "zero=pd.read_csv(\"zero.csv\")"
      ],
      "metadata": {
        "id": "5t96DV5GHI6t"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.evaluate(check, zero)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2TDs2TAYKzQL",
        "outputId": "5703c3dd-0809-4389-8422-e8acfdab39a3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 26ms/step - loss: 0.0967 - accuracy: 1.0000\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.09674768149852753, 1.0]"
            ]
          },
          "metadata": {},
          "execution_count": 38
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        ""
      ],
      "metadata": {
        "id": "lkbJIo_eFwmu"
      }
    }
  ]
}