DeepLearning/Keras/Examples/Wheat/wheat.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "X = np.loadtxt('wheat_train_PCA_X.txt')\n",
    "y = np.loadtxt('wheat_train_PCA_Y.txt')\n",
    "y[y!=1] = 0\n",
    "from keras.utils import to_categorical\n",
    "y = to_categorical(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "Xtrain, Xtest, ytrain, ytest = train_test_split(X, y, test_size=.1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/500\n",
      "360/360 [==============================] - 0s 295us/step - loss: 1925.7629 - accuracy: 0.5889\n",
      "Epoch 2/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6821 - accuracy: 0.5944\n",
      "Epoch 3/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6789 - accuracy: 0.5944\n",
      "Epoch 4/500\n",
      "360/360 [==============================] - 0s 129us/step - loss: 0.6772 - accuracy: 0.5944\n",
      "Epoch 5/500\n",
      "360/360 [==============================] - 0s 117us/step - loss: 0.6764 - accuracy: 0.5944\n",
      "Epoch 6/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6762 - accuracy: 0.5944\n",
      "Epoch 7/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 8/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 9/500\n",
      "360/360 [==============================] - 0s 97us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 10/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 11/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 12/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 13/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 14/500\n",
      "360/360 [==============================] - 0s 114us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 15/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 16/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 17/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 18/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 19/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 20/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 21/500\n",
      "360/360 [==============================] - 0s 121us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 22/500\n",
      "360/360 [==============================] - 0s 120us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 23/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 24/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 25/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 26/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 27/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 28/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 29/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 30/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 31/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 32/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 33/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 34/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 35/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 36/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 37/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 38/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 39/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 40/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 41/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 42/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 43/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 44/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 45/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 46/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 47/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 48/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 49/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 50/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 51/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 52/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 53/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 54/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 55/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 56/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 57/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6759 - accuracy: 0.5944\n",
      "Epoch 58/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 59/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 60/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 61/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 62/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 63/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 64/500\n",
      "360/360 [==============================] - 0s 128us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 65/500\n",
      "360/360 [==============================] - 0s 126us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 66/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 67/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 68/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 69/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 70/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 71/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 72/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 73/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 74/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 75/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 76/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 77/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 78/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 79/500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 80/500\n",
      "360/360 [==============================] - 0s 114us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 81/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 82/500\n",
      "360/360 [==============================] - 0s 114us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 83/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 84/500\n",
      "360/360 [==============================] - 0s 119us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 85/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 86/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 87/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 88/500\n",
      "360/360 [==============================] - 0s 114us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 89/500\n",
      "360/360 [==============================] - 0s 120us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 90/500\n",
      "360/360 [==============================] - 0s 114us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 91/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 92/500\n",
      "360/360 [==============================] - 0s 125us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 93/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 94/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 95/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 96/500\n",
      "360/360 [==============================] - 0s 116us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 97/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 98/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 99/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 100/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 101/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 102/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 103/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 104/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 105/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 106/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 107/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 108/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 109/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 110/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 111/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 112/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 113/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 114/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 115/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 116/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 117/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 118/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 119/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 120/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 121/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 122/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 123/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 124/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 125/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 126/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 127/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 128/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 129/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 130/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 131/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 132/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 133/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 134/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 135/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 136/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 137/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 138/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 139/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 140/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 141/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 142/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 143/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 144/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 145/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 146/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 147/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 148/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 149/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 150/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 151/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 152/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 153/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 154/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 155/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 156/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 157/500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 158/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 159/500\n",
      "360/360 [==============================] - 0s 93us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 160/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 161/500\n",
      "360/360 [==============================] - 0s 97us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 162/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 163/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 164/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 165/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 166/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 167/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 168/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 169/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 170/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 171/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 172/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 173/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 174/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 175/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 176/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 177/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 178/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 179/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 180/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 181/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 182/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 183/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 184/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 185/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 186/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 187/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 188/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 189/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 190/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 191/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 192/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 193/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 194/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 195/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 196/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 197/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 198/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 199/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 200/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 201/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 202/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 203/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 204/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 205/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 206/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 207/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 208/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 209/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 210/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 211/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 212/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 213/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 214/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 215/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 216/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 217/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 218/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 219/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 220/500\n",
      "360/360 [==============================] - 0s 97us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 221/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 222/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 223/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 224/500\n",
      "360/360 [==============================] - 0s 97us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 225/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 226/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 227/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 228/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 229/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 230/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 231/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 232/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 233/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 234/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 235/500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 236/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 237/500\n",
      "360/360 [==============================] - 0s 94us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 238/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 239/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 240/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 241/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 242/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 243/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 244/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 245/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 246/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 247/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 248/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 249/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 250/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 251/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 252/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 253/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 254/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 255/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 256/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 257/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 258/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 259/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 260/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 261/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 262/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 263/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6759 - accuracy: 0.5944\n",
      "Epoch 264/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 265/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 266/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 267/500\n",
      "360/360 [==============================] - 0s 97us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 268/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 269/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 270/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 271/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 272/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 273/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 274/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 275/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 276/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 277/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 278/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 279/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 280/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 281/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 282/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 283/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 284/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 285/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6759 - accuracy: 0.5944\n",
      "Epoch 286/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 287/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 288/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 289/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 290/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 291/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 292/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 293/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 294/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 295/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 296/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 297/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 298/500\n",
      "360/360 [==============================] - 0s 116us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 299/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 300/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 301/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 302/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 303/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 304/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 305/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 306/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 307/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 308/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 309/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 310/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 311/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 312/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 313/500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 314/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 315/500\n",
      "360/360 [==============================] - 0s 94us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 316/500\n",
      "360/360 [==============================] - 0s 95us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 317/500\n",
      "360/360 [==============================] - 0s 95us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 318/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 319/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 320/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 321/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 322/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 323/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 324/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 325/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 326/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 327/500\n",
      "360/360 [==============================] - 0s 124us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 328/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 329/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 330/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 331/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 332/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 333/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 334/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 335/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 336/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 337/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 338/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 339/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 340/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 341/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 342/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 343/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 344/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 345/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 346/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 347/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 348/500\n",
      "360/360 [==============================] - 0s 122us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 349/500\n",
      "360/360 [==============================] - 0s 161us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 350/500\n",
      "360/360 [==============================] - 0s 172us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 351/500\n",
      "360/360 [==============================] - 0s 199us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 352/500\n",
      "360/360 [==============================] - 0s 184us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 353/500\n",
      "360/360 [==============================] - 0s 149us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 354/500\n",
      "360/360 [==============================] - 0s 157us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 355/500\n",
      "360/360 [==============================] - 0s 157us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 356/500\n",
      "360/360 [==============================] - 0s 154us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 357/500\n",
      "360/360 [==============================] - 0s 142us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 358/500\n",
      "360/360 [==============================] - 0s 199us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 359/500\n",
      "360/360 [==============================] - 0s 242us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 360/500\n",
      "360/360 [==============================] - 0s 123us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 361/500\n",
      "360/360 [==============================] - 0s 124us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 362/500\n",
      "360/360 [==============================] - 0s 132us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 363/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 364/500\n",
      "360/360 [==============================] - 0s 119us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 365/500\n",
      "360/360 [==============================] - 0s 128us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 366/500\n",
      "360/360 [==============================] - 0s 125us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 367/500\n",
      "360/360 [==============================] - 0s 117us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 368/500\n",
      "360/360 [==============================] - 0s 114us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 369/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 370/500\n",
      "360/360 [==============================] - 0s 121us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 371/500\n",
      "360/360 [==============================] - 0s 136us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 372/500\n",
      "360/360 [==============================] - 0s 142us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 373/500\n",
      "360/360 [==============================] - 0s 139us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 374/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 375/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 376/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 377/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 378/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 379/500\n",
      "360/360 [==============================] - 0s 126us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 380/500\n",
      "360/360 [==============================] - 0s 119us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 381/500\n",
      "360/360 [==============================] - 0s 122us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 382/500\n",
      "360/360 [==============================] - 0s 150us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 383/500\n",
      "360/360 [==============================] - 0s 192us/step - loss: 0.6757 - accuracy: 0.59440s - loss: 0.6735 - accuracy: 0.60\n",
      "Epoch 384/500\n",
      "360/360 [==============================] - 0s 135us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 385/500\n",
      "360/360 [==============================] - 0s 120us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 386/500\n",
      "360/360 [==============================] - 0s 125us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 387/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 388/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 389/500\n",
      "360/360 [==============================] - 0s 117us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 390/500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "360/360 [==============================] - 0s 115us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 391/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 392/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 393/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 394/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 395/500\n",
      "360/360 [==============================] - 0s 117us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 396/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 397/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 398/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 399/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 400/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 401/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 402/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 403/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 404/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 405/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 406/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 407/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 408/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 409/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 410/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 411/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 412/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 413/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 414/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 415/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 416/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 417/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 418/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 419/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 420/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 421/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 422/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 423/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 424/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 425/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 426/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 427/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 428/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 429/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 430/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 431/500\n",
      "360/360 [==============================] - 0s 117us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 432/500\n",
      "360/360 [==============================] - 0s 170us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 433/500\n",
      "360/360 [==============================] - 0s 141us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 434/500\n",
      "360/360 [==============================] - 0s 112us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 435/500\n",
      "360/360 [==============================] - 0s 117us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 436/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 437/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6759 - accuracy: 0.5944\n",
      "Epoch 438/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 439/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 440/500\n",
      "360/360 [==============================] - 0s 109us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 441/500\n",
      "360/360 [==============================] - 0s 108us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 442/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 443/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 444/500\n",
      "360/360 [==============================] - 0s 111us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 445/500\n",
      "360/360 [==============================] - 0s 174us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 446/500\n",
      "360/360 [==============================] - 0s 133us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 447/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 448/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 449/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 450/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 451/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 452/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 453/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 454/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 455/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 456/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 457/500\n",
      "360/360 [==============================] - 0s 100us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 458/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 459/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 460/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 461/500\n",
      "360/360 [==============================] - 0s 97us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 462/500\n",
      "360/360 [==============================] - 0s 96us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 463/500\n",
      "360/360 [==============================] - 0s 98us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 464/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 465/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 466/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 467/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 468/500\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "360/360 [==============================] - 0s 103us/step - loss: 0.6755 - accuracy: 0.5944\n",
      "Epoch 469/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 470/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 471/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 472/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 473/500\n",
      "360/360 [==============================] - 0s 103us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 474/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 475/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 476/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 477/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 478/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 479/500\n",
      "360/360 [==============================] - 0s 102us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 480/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 481/500\n",
      "360/360 [==============================] - 0s 110us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 482/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 483/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 484/500\n",
      "360/360 [==============================] - 0s 101us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 485/500\n",
      "360/360 [==============================] - 0s 99us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 486/500\n",
      "360/360 [==============================] - 0s 107us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 487/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6758 - accuracy: 0.5944\n",
      "Epoch 488/500\n",
      "360/360 [==============================] - 0s 105us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 489/500\n",
      "360/360 [==============================] - 0s 106us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 490/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6757 - accuracy: 0.5944\n",
      "Epoch 491/500\n",
      "360/360 [==============================] - 0s 116us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 492/500\n",
      "360/360 [==============================] - 0s 143us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 493/500\n",
      "360/360 [==============================] - 0s 115us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 494/500\n",
      "360/360 [==============================] - 0s 104us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 495/500\n",
      "360/360 [==============================] - 0s 113us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 496/500\n",
      "360/360 [==============================] - 0s 134us/step - loss: 0.6759 - accuracy: 0.5944\n",
      "Epoch 497/500\n",
      "360/360 [==============================] - 0s 207us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 498/500\n",
      "360/360 [==============================] - 0s 127us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 499/500\n",
      "360/360 [==============================] - 0s 116us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "Epoch 500/500\n",
      "360/360 [==============================] - 0s 123us/step - loss: 0.6756 - accuracy: 0.5944\n",
      "误差： [ 0 -1  0 -1 -1 -1 -1  0  0  0 -1 -1 -1  0  0  0  0  0  0  0 -1  0  0  0\n",
      " -1  0  0  0  0 -1  0 -1 -1 -1  0  0 -1 -1  0 -1  0]\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Dense\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Dense(units=50, activation='relu', input_dim=24)) #输入层=24，隐层=50\n",
    "model.add(Dense(units=2, activation='softmax' ))  # ，输出2节点\n",
    "model.compile(loss='categorical_crossentropy', optimizer='sgd', metrics=['accuracy'])\n",
    "model.fit(Xtrain, ytrain, epochs=500, batch_size=5)\n",
    "#loss_and_metrics = model.evaluate(X, y, batch_size=10)\n",
    "classes = model.predict(Xtest, batch_size=5)\n",
    "predict=np.argmax(classes,axis=1)\n",
    "ytrue=np.argmax(ytest,axis=1)\n",
    "err=ytrue-predict\n",
    "print('误差：',err)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}