Poetry_Generation.ipynb

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  "metadata": {
    "colab": {
      "name": "Poetry Generation.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
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    "accelerator": "GPU"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/pranaya-mathur/Deep-Leaning/blob/master/Poetry_Generation.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "metadata": {
        "id": "yC0IXG43p7Z_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "outputId": "be279a88-4718-49b4-f013-f1d7cdc935e8"
      },
      "cell_type": "code",
      "source": [
        "!wget https://github.com/lazyprogrammer/machine_learning_examples/raw/master/hmm_class/robert_frost.txt"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-04-14 16:29:56--  https://github.com/lazyprogrammer/machine_learning_examples/raw/master/hmm_class/robert_frost.txt\n",
            "Resolving github.com (github.com)... 192.30.253.112, 192.30.253.113\n",
            "Connecting to github.com (github.com)|192.30.253.112|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://raw.githubusercontent.com/lazyprogrammer/machine_learning_examples/master/hmm_class/robert_frost.txt [following]\n",
            "--2019-04-14 16:29:56--  https://raw.githubusercontent.com/lazyprogrammer/machine_learning_examples/master/hmm_class/robert_frost.txt\n",
            "Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n",
            "Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|151.101.0.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 56286 (55K) [text/plain]\n",
            "Saving to: ‘robert_frost.txt’\n",
            "\n",
            "\rrobert_frost.txt      0%[                    ]       0  --.-KB/s               \rrobert_frost.txt    100%[===================>]  54.97K  --.-KB/s    in 0.01s   \n",
            "\n",
            "2019-04-14 16:29:57 (5.64 MB/s) - ‘robert_frost.txt’ saved [56286/56286]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "GTtG0ASAvLgl",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 272
        },
        "outputId": "e918951f-1000-4c43-a56a-6ae69ae35300"
      },
      "cell_type": "code",
      "source": [
        "!wget http://nlp.stanford.edu/data/glove.6B.zip"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2019-04-14 16:45:23--  http://nlp.stanford.edu/data/glove.6B.zip\n",
            "Resolving nlp.stanford.edu (nlp.stanford.edu)... 171.64.67.140\n",
            "Connecting to nlp.stanford.edu (nlp.stanford.edu)|171.64.67.140|:80... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://nlp.stanford.edu/data/glove.6B.zip [following]\n",
            "--2019-04-14 16:45:24--  https://nlp.stanford.edu/data/glove.6B.zip\n",
            "Connecting to nlp.stanford.edu (nlp.stanford.edu)|171.64.67.140|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 862182613 (822M) [application/zip]\n",
            "Saving to: ‘glove.6B.zip’\n",
            "\n",
            "glove.6B.zip        100%[===================>] 822.24M  6.37MB/s    in 91s     \n",
            "\n",
            "2019-04-14 16:46:56 (9.02 MB/s) - ‘glove.6B.zip’ saved [862182613/862182613]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "dmnu7ch7xSbD",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "import zipfile\n",
        "zip_ref = zipfile.ZipFile(\"glove.6B.zip\", 'r')\n",
        "zip_ref.extractall(\"glove vectors\")\n",
        "zip_ref.close()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "u-bTpfx1rvnu",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 68881
        },
        "outputId": "3f05d7d5-f8aa-4bac-b0c8-46a9464c1921"
      },
      "cell_type": "code",
      "source": [
        "import os\n",
        "import sys\n",
        "import string\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from keras.models import Model\n",
        "from keras.layers import Dense, Embedding, Input, LSTM\n",
        "from keras.preprocessing.text import Tokenizer\n",
        "from keras.preprocessing.sequence import pad_sequences\n",
        "from keras.optimizers import Adam, SGD\n",
        "\n",
        "# import keras.backend as K\n",
        "# if len(K.tensorflow_backend._get_available_gpus()) > 0:\n",
        "#   from keras.layers import CuDNNLSTM as LSTM\n",
        "#   from keras.layers import CuDNNGRU as GRU\n",
        "\n",
        "\n",
        "# some configuration\n",
        "MAX_SEQUENCE_LENGTH = 100\n",
        "MAX_VOCAB_SIZE = 3000\n",
        "EMBEDDING_DIM = 50\n",
        "VALIDATION_SPLIT = 0.2\n",
        "BATCH_SIZE = 128\n",
        "EPOCHS = 2000\n",
        "LATENT_DIM = 25\n",
        "\n",
        "# load in the data\n",
        "input_texts = []\n",
        "target_texts = []\n",
        "for line in open('robert_frost.txt'):\n",
        "  line = line.rstrip()\n",
        "  if not line:\n",
        "    continue\n",
        "\n",
        "  input_line = '<sos> ' + line\n",
        "  target_line = line + ' <eos>'\n",
        "\n",
        "  input_texts.append(input_line)\n",
        "  target_texts.append(target_line)\n",
        "\n",
        "\n",
        "all_lines = input_texts + target_texts\n",
        "\n",
        "# convert the sentences (strings) into integers\n",
        "tokenizer = Tokenizer(num_words=MAX_VOCAB_SIZE, filters='')\n",
        "tokenizer.fit_on_texts(all_lines)\n",
        "input_sequences = tokenizer.texts_to_sequences(input_texts)\n",
        "target_sequences = tokenizer.texts_to_sequences(target_texts)\n",
        "\n",
        "# find max seq length\n",
        "max_sequence_length_from_data = max(len(s) for s in input_sequences)\n",
        "print('Max sequence length:', max_sequence_length_from_data)\n",
        "\n",
        "\n",
        "# get word -> integer mapping\n",
        "word2idx = tokenizer.word_index\n",
        "print('Found %s unique tokens.' % len(word2idx))\n",
        "assert('<sos>' in word2idx)\n",
        "assert('<eos>' in word2idx)\n",
        "\n",
        "\n",
        "# pad sequences so that we get a N x T matrix\n",
        "max_sequence_length = min(max_sequence_length_from_data, MAX_SEQUENCE_LENGTH)\n",
        "input_sequences = pad_sequences(input_sequences, maxlen=max_sequence_length, padding='post')\n",
        "target_sequences = pad_sequences(target_sequences, maxlen=max_sequence_length, padding='post')\n",
        "print('Shape of data tensor:', input_sequences.shape)\n",
        "\n",
        "\n",
        "\n",
        "# load in pre-trained word vectors\n",
        "print('Loading word vectors...')\n",
        "word2vec = {}\n",
        "with open('glove vectors/glove.6B.50d.txt') as f:\n",
        "  # is just a space-separated text file in the format:\n",
        "  # word vec[0] vec[1] vec[2] ...\n",
        "  for line in f:\n",
        "    values = line.split()\n",
        "    word = values[0]\n",
        "    vec = np.asarray(values[1:], dtype='float32')\n",
        "    word2vec[word] = vec\n",
        "print('Found %s word vectors.' % len(word2vec))\n",
        "\n",
        "\n",
        "\n",
        "# prepare embedding matrix\n",
        "print('Filling pre-trained embeddings...')\n",
        "num_words = min(MAX_VOCAB_SIZE, len(word2idx) + 1)\n",
        "embedding_matrix = np.zeros((num_words, EMBEDDING_DIM))\n",
        "for word, i in word2idx.items():\n",
        "  if i < MAX_VOCAB_SIZE:\n",
        "    embedding_vector = word2vec.get(word)\n",
        "    if embedding_vector is not None:\n",
        "      # words not found in embedding index will be all zeros.\n",
        "      embedding_matrix[i] = embedding_vector\n",
        "\n",
        "\n",
        "\n",
        "# one-hot the targets (can't use sparse cross-entropy)\n",
        "one_hot_targets = np.zeros((len(input_sequences), max_sequence_length, num_words))\n",
        "for i, target_sequence in enumerate(target_sequences):\n",
        "  for t, word in enumerate(target_sequence):\n",
        "    if word > 0:\n",
        "      one_hot_targets[i, t, word] = 1\n",
        "\n",
        "\n",
        "\n",
        "# load pre-trained word embeddings into an Embedding layer\n",
        "embedding_layer = Embedding(\n",
        "  num_words,\n",
        "  EMBEDDING_DIM,\n",
        "  weights=[embedding_matrix],\n",
        "  # trainable=False\n",
        ")\n",
        "\n",
        "\n",
        "\n",
        "print('Building model...')\n",
        "\n",
        "# create an LSTM network with a single LSTM\n",
        "input_ = Input(shape=(max_sequence_length,))\n",
        "initial_h = Input(shape=(LATENT_DIM,))\n",
        "initial_c = Input(shape=(LATENT_DIM,))\n",
        "x = embedding_layer(input_)\n",
        "lstm = LSTM(LATENT_DIM, return_sequences=True, return_state=True)\n",
        "x, _, _ = lstm(x, initial_state=[initial_h, initial_c]) # don't need the states here\n",
        "dense = Dense(num_words, activation='softmax')\n",
        "output = dense(x)\n",
        "\n",
        "model = Model([input_, initial_h, initial_c], output)\n",
        "model.compile(\n",
        "  loss='categorical_crossentropy',\n",
        "  # optimizer='rmsprop',\n",
        "  optimizer=Adam(lr=0.01),\n",
        "  # optimizer=SGD(lr=0.01, momentum=0.9),\n",
        "  metrics=['accuracy']\n",
        ")\n",
        "\n",
        "print('Training model...')\n",
        "z = np.zeros((len(input_sequences), LATENT_DIM))\n",
        "r = model.fit(\n",
        "  [input_sequences, z, z],\n",
        "  one_hot_targets,\n",
        "  batch_size=BATCH_SIZE,\n",
        "  epochs=EPOCHS,\n",
        "  validation_split=VALIDATION_SPLIT\n",
        ")\n",
        "\n",
        "# plot some data\n",
        "plt.plot(r.history['loss'], label='loss')\n",
        "plt.plot(r.history['val_loss'], label='val_loss')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "# accuracies\n",
        "plt.plot(r.history['acc'], label='acc')\n",
        "plt.plot(r.history['val_acc'], label='val_acc')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "\n",
        "\n",
        "# make a sampling model\n",
        "input2 = Input(shape=(1,)) # we'll only input one word at a time\n",
        "x = embedding_layer(input2)\n",
        "x, h, c = lstm(x, initial_state=[initial_h, initial_c]) # now we need states to feed back in\n",
        "output2 = dense(x)\n",
        "sampling_model = Model([input2, initial_h, initial_c], [output2, h, c])\n",
        "\n",
        "\n",
        "# reverse word2idx dictionary to get back words\n",
        "# during prediction\n",
        "idx2word = {v:k for k, v in word2idx.items()}\n",
        "\n",
        "\n",
        "def sample_line():\n",
        "  # initial inputs\n",
        "  np_input = np.array([[ word2idx['<sos>'] ]])\n",
        "  h = np.zeros((1, LATENT_DIM))\n",
        "  c = np.zeros((1, LATENT_DIM))\n",
        "\n",
        "  # so we know when to quit\n",
        "  eos = word2idx['<eos>']\n",
        "\n",
        "  # store the output here\n",
        "  output_sentence = []\n",
        "\n",
        "  for _ in range(max_sequence_length):\n",
        "    o, h, c = sampling_model.predict([np_input, h, c])\n",
        "\n",
        "    # print(\"o.shape:\", o.shape, o[0,0,:10])\n",
        "    # idx = np.argmax(o[0,0])\n",
        "    probs = o[0,0]\n",
        "    if np.argmax(probs) == 0:\n",
        "      print(\"wtf\")\n",
        "    probs[0] = 0\n",
        "    probs /= probs.sum()\n",
        "    idx = np.random.choice(len(probs), p=probs)\n",
        "    if idx == eos:\n",
        "      break\n",
        "\n",
        "    # accuulate output\n",
        "    output_sentence.append(idx2word.get(idx, '<WTF %s>' % idx))\n",
        "\n",
        "    # make the next input into model\n",
        "    np_input[0,0] = idx\n",
        "\n",
        "  return ' '.join(output_sentence)\n",
        "\n",
        "# generate a 4 line poem\n",
        "while True:\n",
        "  for _ in range(4):\n",
        "    print(sample_line())\n",
        "\n",
        "  ans = input(\"---generate another? [Y/n]---\")\n",
        "  if ans and ans[0].lower().startswith('n'):\n",
        "    break\n"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Max sequence length: 12\n",
            "Found 3056 unique tokens.\n",
            "Shape of data tensor: (1436, 12)\n",
            "Loading word vectors...\n",
            "Found 400000 word vectors.\n",
            "Filling pre-trained embeddings...\n",
            "Building model...\n",
            "Training model...\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.cast instead.\n",
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/ops/math_grad.py:102: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Deprecated in favor of operator or tf.math.divide.\n",
            "Train on 1148 samples, validate on 288 samples\n",
            "Epoch 1/2000\n",
            "1148/1148 [==============================] - 2s 2ms/step - loss: 5.4064 - acc: 0.0653 - val_loss: 5.0948 - val_acc: 0.0836\n",
            "Epoch 2/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 4.6491 - acc: 0.0947 - val_loss: 4.7932 - val_acc: 0.0883\n",
            "Epoch 3/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 4.3483 - acc: 0.0866 - val_loss: 4.8545 - val_acc: 0.0833\n",
            "Epoch 4/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 4.2760 - acc: 0.0833 - val_loss: 4.8947 - val_acc: 0.0833\n",
            "Epoch 5/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 4.2207 - acc: 0.0833 - val_loss: 4.9278 - val_acc: 0.0833\n",
            "Epoch 6/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 4.1750 - acc: 0.0883 - val_loss: 4.9428 - val_acc: 0.0839\n",
            "Epoch 7/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 4.1303 - acc: 0.0846 - val_loss: 4.9249 - val_acc: 0.0845\n",
            "Epoch 8/2000\n",
            "1148/1148 [==============================] - 1s 690us/step - loss: 4.0853 - acc: 0.0877 - val_loss: 4.9220 - val_acc: 0.0888\n",
            "Epoch 9/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 4.0358 - acc: 0.0975 - val_loss: 4.9032 - val_acc: 0.0920\n",
            "Epoch 10/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 3.9837 - acc: 0.1002 - val_loss: 4.8872 - val_acc: 0.0929\n",
            "Epoch 11/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 3.9324 - acc: 0.1032 - val_loss: 4.8589 - val_acc: 0.0952\n",
            "Epoch 12/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 3.8836 - acc: 0.1048 - val_loss: 4.8486 - val_acc: 0.0940\n",
            "Epoch 13/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 3.8359 - acc: 0.1092 - val_loss: 4.8550 - val_acc: 0.0961\n",
            "Epoch 14/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 3.7939 - acc: 0.1135 - val_loss: 4.8664 - val_acc: 0.0952\n",
            "Epoch 15/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 3.7529 - acc: 0.1152 - val_loss: 4.8853 - val_acc: 0.0955\n",
            "Epoch 16/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 3.7156 - acc: 0.1169 - val_loss: 4.8946 - val_acc: 0.0961\n",
            "Epoch 17/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 3.6796 - acc: 0.1182 - val_loss: 4.9104 - val_acc: 0.0961\n",
            "Epoch 18/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 3.6466 - acc: 0.1199 - val_loss: 4.9291 - val_acc: 0.0964\n",
            "Epoch 19/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 3.6132 - acc: 0.1217 - val_loss: 4.9356 - val_acc: 0.0958\n",
            "Epoch 20/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 3.5814 - acc: 0.1225 - val_loss: 4.9512 - val_acc: 0.0946\n",
            "Epoch 21/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 3.5499 - acc: 0.1246 - val_loss: 4.9772 - val_acc: 0.0952\n",
            "Epoch 22/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 3.5206 - acc: 0.1254 - val_loss: 4.9869 - val_acc: 0.0935\n",
            "Epoch 23/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 3.4897 - acc: 0.1264 - val_loss: 5.0021 - val_acc: 0.0940\n",
            "Epoch 24/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 3.4580 - acc: 0.1291 - val_loss: 5.0002 - val_acc: 0.0949\n",
            "Epoch 25/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 3.4292 - acc: 0.1294 - val_loss: 5.0207 - val_acc: 0.0946\n",
            "Epoch 26/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 3.3993 - acc: 0.1310 - val_loss: 5.0340 - val_acc: 0.0943\n",
            "Epoch 27/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 3.3719 - acc: 0.1339 - val_loss: 5.0411 - val_acc: 0.0958\n",
            "Epoch 28/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 3.3454 - acc: 0.1365 - val_loss: 5.0521 - val_acc: 0.0958\n",
            "Epoch 29/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 3.3191 - acc: 0.1402 - val_loss: 5.0554 - val_acc: 0.0972\n",
            "Epoch 30/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 3.2944 - acc: 0.1392 - val_loss: 5.0687 - val_acc: 0.0981\n",
            "Epoch 31/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 3.2667 - acc: 0.1461 - val_loss: 5.0810 - val_acc: 0.0975\n",
            "Epoch 32/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 3.2422 - acc: 0.1468 - val_loss: 5.0928 - val_acc: 0.0995\n",
            "Epoch 33/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 3.2173 - acc: 0.1495 - val_loss: 5.0959 - val_acc: 0.0978\n",
            "Epoch 34/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 3.1941 - acc: 0.1512 - val_loss: 5.1018 - val_acc: 0.0987\n",
            "Epoch 35/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 3.1701 - acc: 0.1552 - val_loss: 5.1120 - val_acc: 0.0975\n",
            "Epoch 36/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 3.1479 - acc: 0.1539 - val_loss: 5.1242 - val_acc: 0.0981\n",
            "Epoch 37/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 3.1240 - acc: 0.1578 - val_loss: 5.1310 - val_acc: 0.0992\n",
            "Epoch 38/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 3.1011 - acc: 0.1599 - val_loss: 5.1413 - val_acc: 0.0978\n",
            "Epoch 39/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 3.0778 - acc: 0.1641 - val_loss: 5.1507 - val_acc: 0.0984\n",
            "Epoch 40/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 3.0578 - acc: 0.1630 - val_loss: 5.1609 - val_acc: 0.0966\n",
            "Epoch 41/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 3.0362 - acc: 0.1654 - val_loss: 5.1606 - val_acc: 0.0975\n",
            "Epoch 42/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 3.0147 - acc: 0.1702 - val_loss: 5.1783 - val_acc: 0.0990\n",
            "Epoch 43/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 2.9928 - acc: 0.1712 - val_loss: 5.1815 - val_acc: 0.0966\n",
            "Epoch 44/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 2.9712 - acc: 0.1749 - val_loss: 5.1910 - val_acc: 0.0981\n",
            "Epoch 45/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 2.9512 - acc: 0.1761 - val_loss: 5.1981 - val_acc: 0.0961\n",
            "Epoch 46/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 2.9310 - acc: 0.1782 - val_loss: 5.2068 - val_acc: 0.0961\n",
            "Epoch 47/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.9117 - acc: 0.1810 - val_loss: 5.2197 - val_acc: 0.0952\n",
            "Epoch 48/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 2.8924 - acc: 0.1829 - val_loss: 5.2203 - val_acc: 0.0981\n",
            "Epoch 49/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 2.8721 - acc: 0.1853 - val_loss: 5.2264 - val_acc: 0.0969\n",
            "Epoch 50/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 2.8546 - acc: 0.1878 - val_loss: 5.2488 - val_acc: 0.0955\n",
            "Epoch 51/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 2.8357 - acc: 0.1898 - val_loss: 5.2532 - val_acc: 0.0964\n",
            "Epoch 52/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 2.8181 - acc: 0.1924 - val_loss: 5.2638 - val_acc: 0.0958\n",
            "Epoch 53/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 2.8001 - acc: 0.1937 - val_loss: 5.2688 - val_acc: 0.0961\n",
            "Epoch 54/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 2.7826 - acc: 0.1957 - val_loss: 5.2825 - val_acc: 0.0958\n",
            "Epoch 55/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 2.7662 - acc: 0.1969 - val_loss: 5.2823 - val_acc: 0.0940\n",
            "Epoch 56/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 2.7478 - acc: 0.1991 - val_loss: 5.2936 - val_acc: 0.0966\n",
            "Epoch 57/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 2.7334 - acc: 0.2009 - val_loss: 5.3005 - val_acc: 0.0964\n",
            "Epoch 58/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 2.7175 - acc: 0.2020 - val_loss: 5.3053 - val_acc: 0.0943\n",
            "Epoch 59/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 2.7009 - acc: 0.2050 - val_loss: 5.3195 - val_acc: 0.0964\n",
            "Epoch 60/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 2.6847 - acc: 0.2070 - val_loss: 5.3226 - val_acc: 0.0935\n",
            "Epoch 61/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 2.6710 - acc: 0.2078 - val_loss: 5.3379 - val_acc: 0.0961\n",
            "Epoch 62/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.6587 - acc: 0.2091 - val_loss: 5.3450 - val_acc: 0.0946\n",
            "Epoch 63/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 2.6453 - acc: 0.2120 - val_loss: 5.3536 - val_acc: 0.0949\n",
            "Epoch 64/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 2.6288 - acc: 0.2118 - val_loss: 5.3638 - val_acc: 0.0923\n",
            "Epoch 65/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.6130 - acc: 0.2140 - val_loss: 5.3615 - val_acc: 0.0958\n",
            "Epoch 66/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 2.5969 - acc: 0.2165 - val_loss: 5.3718 - val_acc: 0.0932\n",
            "Epoch 67/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 2.5863 - acc: 0.2185 - val_loss: 5.3774 - val_acc: 0.0929\n",
            "Epoch 68/2000\n",
            "1148/1148 [==============================] - 1s 689us/step - loss: 2.5739 - acc: 0.2179 - val_loss: 5.3859 - val_acc: 0.0938\n",
            "Epoch 69/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 2.5572 - acc: 0.2224 - val_loss: 5.3942 - val_acc: 0.0940\n",
            "Epoch 70/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 2.5419 - acc: 0.2207 - val_loss: 5.4051 - val_acc: 0.0938\n",
            "Epoch 71/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 2.5272 - acc: 0.2255 - val_loss: 5.4134 - val_acc: 0.0932\n",
            "Epoch 72/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 2.5140 - acc: 0.2249 - val_loss: 5.4225 - val_acc: 0.0935\n",
            "Epoch 73/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 2.5020 - acc: 0.2269 - val_loss: 5.4256 - val_acc: 0.0935\n",
            "Epoch 74/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 2.4899 - acc: 0.2300 - val_loss: 5.4354 - val_acc: 0.0932\n",
            "Epoch 75/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 2.4752 - acc: 0.2306 - val_loss: 5.4483 - val_acc: 0.0949\n",
            "Epoch 76/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 2.4623 - acc: 0.2324 - val_loss: 5.4534 - val_acc: 0.0903\n",
            "Epoch 77/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 2.4488 - acc: 0.2342 - val_loss: 5.4628 - val_acc: 0.0911\n",
            "Epoch 78/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 2.4351 - acc: 0.2346 - val_loss: 5.4680 - val_acc: 0.0929\n",
            "Epoch 79/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 2.4229 - acc: 0.2380 - val_loss: 5.4725 - val_acc: 0.0914\n",
            "Epoch 80/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 2.4116 - acc: 0.2387 - val_loss: 5.4883 - val_acc: 0.0911\n",
            "Epoch 81/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.3998 - acc: 0.2426 - val_loss: 5.4923 - val_acc: 0.0906\n",
            "Epoch 82/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 2.3888 - acc: 0.2423 - val_loss: 5.4968 - val_acc: 0.0911\n",
            "Epoch 83/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.3788 - acc: 0.2410 - val_loss: 5.5136 - val_acc: 0.0900\n",
            "Epoch 84/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 2.3672 - acc: 0.2440 - val_loss: 5.5178 - val_acc: 0.0906\n",
            "Epoch 85/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.3561 - acc: 0.2465 - val_loss: 5.5255 - val_acc: 0.0920\n",
            "Epoch 86/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 2.3442 - acc: 0.2467 - val_loss: 5.5408 - val_acc: 0.0903\n",
            "Epoch 87/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 2.3328 - acc: 0.2505 - val_loss: 5.5411 - val_acc: 0.0929\n",
            "Epoch 88/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 2.3211 - acc: 0.2494 - val_loss: 5.5539 - val_acc: 0.0926\n",
            "Epoch 89/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 2.3099 - acc: 0.2515 - val_loss: 5.5536 - val_acc: 0.0909\n",
            "Epoch 90/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 2.3007 - acc: 0.2537 - val_loss: 5.5739 - val_acc: 0.0920\n",
            "Epoch 91/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 2.2899 - acc: 0.2536 - val_loss: 5.5809 - val_acc: 0.0914\n",
            "Epoch 92/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 2.2818 - acc: 0.2570 - val_loss: 5.5812 - val_acc: 0.0926\n",
            "Epoch 93/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 2.2705 - acc: 0.2554 - val_loss: 5.5891 - val_acc: 0.0903\n",
            "Epoch 94/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 2.2602 - acc: 0.2601 - val_loss: 5.6027 - val_acc: 0.0920\n",
            "Epoch 95/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 2.2515 - acc: 0.2596 - val_loss: 5.6064 - val_acc: 0.0923\n",
            "Epoch 96/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.2445 - acc: 0.2607 - val_loss: 5.6142 - val_acc: 0.0923\n",
            "Epoch 97/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 2.2359 - acc: 0.2607 - val_loss: 5.6076 - val_acc: 0.0900\n",
            "Epoch 98/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 2.2261 - acc: 0.2637 - val_loss: 5.6226 - val_acc: 0.0929\n",
            "Epoch 99/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 2.2149 - acc: 0.2643 - val_loss: 5.6279 - val_acc: 0.0897\n",
            "Epoch 100/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 2.2024 - acc: 0.2673 - val_loss: 5.6315 - val_acc: 0.0897\n",
            "Epoch 101/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 2.1908 - acc: 0.2689 - val_loss: 5.6450 - val_acc: 0.0909\n",
            "Epoch 102/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 2.1796 - acc: 0.2699 - val_loss: 5.6489 - val_acc: 0.0880\n",
            "Epoch 103/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 2.1696 - acc: 0.2709 - val_loss: 5.6682 - val_acc: 0.0897\n",
            "Epoch 104/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 2.1591 - acc: 0.2711 - val_loss: 5.6650 - val_acc: 0.0894\n",
            "Epoch 105/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 2.1485 - acc: 0.2748 - val_loss: 5.6761 - val_acc: 0.0880\n",
            "Epoch 106/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 2.1392 - acc: 0.2744 - val_loss: 5.6881 - val_acc: 0.0888\n",
            "Epoch 107/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 2.1299 - acc: 0.2759 - val_loss: 5.6988 - val_acc: 0.0877\n",
            "Epoch 108/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 2.1218 - acc: 0.2774 - val_loss: 5.7051 - val_acc: 0.0877\n",
            "Epoch 109/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 2.1126 - acc: 0.2777 - val_loss: 5.7126 - val_acc: 0.0862\n",
            "Epoch 110/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.1042 - acc: 0.2784 - val_loss: 5.7220 - val_acc: 0.0865\n",
            "Epoch 111/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 2.0983 - acc: 0.2804 - val_loss: 5.7285 - val_acc: 0.0871\n",
            "Epoch 112/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 2.0917 - acc: 0.2798 - val_loss: 5.7310 - val_acc: 0.0868\n",
            "Epoch 113/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 2.0875 - acc: 0.2830 - val_loss: 5.7448 - val_acc: 0.0880\n",
            "Epoch 114/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 2.0812 - acc: 0.2803 - val_loss: 5.7452 - val_acc: 0.0842\n",
            "Epoch 115/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 2.0769 - acc: 0.2829 - val_loss: 5.7522 - val_acc: 0.0859\n",
            "Epoch 116/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 2.0689 - acc: 0.2832 - val_loss: 5.7572 - val_acc: 0.0880\n",
            "Epoch 117/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 2.0566 - acc: 0.2877 - val_loss: 5.7568 - val_acc: 0.0865\n",
            "Epoch 118/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 2.0496 - acc: 0.2874 - val_loss: 5.7782 - val_acc: 0.0851\n",
            "Epoch 119/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 2.0386 - acc: 0.2889 - val_loss: 5.7764 - val_acc: 0.0851\n",
            "Epoch 120/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 2.0305 - acc: 0.2898 - val_loss: 5.7807 - val_acc: 0.0845\n",
            "Epoch 121/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 2.0236 - acc: 0.2893 - val_loss: 5.7924 - val_acc: 0.0854\n",
            "Epoch 122/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 2.0163 - acc: 0.2913 - val_loss: 5.8017 - val_acc: 0.0877\n",
            "Epoch 123/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 2.0103 - acc: 0.2922 - val_loss: 5.8084 - val_acc: 0.0865\n",
            "Epoch 124/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 2.0037 - acc: 0.2927 - val_loss: 5.8049 - val_acc: 0.0845\n",
            "Epoch 125/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.9971 - acc: 0.2944 - val_loss: 5.8196 - val_acc: 0.0839\n",
            "Epoch 126/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.9895 - acc: 0.2945 - val_loss: 5.8232 - val_acc: 0.0854\n",
            "Epoch 127/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.9829 - acc: 0.2964 - val_loss: 5.8402 - val_acc: 0.0862\n",
            "Epoch 128/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 1.9770 - acc: 0.2960 - val_loss: 5.8356 - val_acc: 0.0854\n",
            "Epoch 129/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.9689 - acc: 0.2976 - val_loss: 5.8534 - val_acc: 0.0842\n",
            "Epoch 130/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.9620 - acc: 0.2974 - val_loss: 5.8519 - val_acc: 0.0845\n",
            "Epoch 131/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.9567 - acc: 0.2982 - val_loss: 5.8619 - val_acc: 0.0839\n",
            "Epoch 132/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.9488 - acc: 0.3004 - val_loss: 5.8626 - val_acc: 0.0848\n",
            "Epoch 133/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.9412 - acc: 0.3026 - val_loss: 5.8911 - val_acc: 0.0839\n",
            "Epoch 134/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.9347 - acc: 0.2999 - val_loss: 5.8855 - val_acc: 0.0842\n",
            "Epoch 135/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.9303 - acc: 0.3017 - val_loss: 5.8913 - val_acc: 0.0842\n",
            "Epoch 136/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.9230 - acc: 0.3030 - val_loss: 5.9011 - val_acc: 0.0830\n",
            "Epoch 137/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 1.9170 - acc: 0.3052 - val_loss: 5.9032 - val_acc: 0.0836\n",
            "Epoch 138/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 1.9090 - acc: 0.3058 - val_loss: 5.9095 - val_acc: 0.0854\n",
            "Epoch 139/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.9018 - acc: 0.3067 - val_loss: 5.9057 - val_acc: 0.0816\n",
            "Epoch 140/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 1.8971 - acc: 0.3063 - val_loss: 5.9296 - val_acc: 0.0842\n",
            "Epoch 141/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.8910 - acc: 0.3070 - val_loss: 5.9246 - val_acc: 0.0830\n",
            "Epoch 142/2000\n",
            "1148/1148 [==============================] - 1s 652us/step - loss: 1.8856 - acc: 0.3093 - val_loss: 5.9387 - val_acc: 0.0810\n",
            "Epoch 143/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.8816 - acc: 0.3076 - val_loss: 5.9499 - val_acc: 0.0833\n",
            "Epoch 144/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.8756 - acc: 0.3106 - val_loss: 5.9542 - val_acc: 0.0810\n",
            "Epoch 145/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.8695 - acc: 0.3101 - val_loss: 5.9576 - val_acc: 0.0830\n",
            "Epoch 146/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.8647 - acc: 0.3118 - val_loss: 5.9653 - val_acc: 0.0810\n",
            "Epoch 147/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.8600 - acc: 0.3111 - val_loss: 5.9601 - val_acc: 0.0845\n",
            "Epoch 148/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.8536 - acc: 0.3161 - val_loss: 5.9703 - val_acc: 0.0830\n",
            "Epoch 149/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.8457 - acc: 0.3150 - val_loss: 5.9836 - val_acc: 0.0830\n",
            "Epoch 150/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.8381 - acc: 0.3158 - val_loss: 5.9834 - val_acc: 0.0802\n",
            "Epoch 151/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.8334 - acc: 0.3182 - val_loss: 5.9929 - val_acc: 0.0830\n",
            "Epoch 152/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.8275 - acc: 0.3192 - val_loss: 5.9924 - val_acc: 0.0830\n",
            "Epoch 153/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.8222 - acc: 0.3181 - val_loss: 6.0008 - val_acc: 0.0830\n",
            "Epoch 154/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.8195 - acc: 0.3197 - val_loss: 6.0150 - val_acc: 0.0828\n",
            "Epoch 155/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.8144 - acc: 0.3224 - val_loss: 6.0130 - val_acc: 0.0819\n",
            "Epoch 156/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.8115 - acc: 0.3209 - val_loss: 6.0250 - val_acc: 0.0816\n",
            "Epoch 157/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.8076 - acc: 0.3226 - val_loss: 6.0287 - val_acc: 0.0807\n",
            "Epoch 158/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.8009 - acc: 0.3219 - val_loss: 6.0344 - val_acc: 0.0816\n",
            "Epoch 159/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.7953 - acc: 0.3232 - val_loss: 6.0363 - val_acc: 0.0836\n",
            "Epoch 160/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.7871 - acc: 0.3260 - val_loss: 6.0459 - val_acc: 0.0819\n",
            "Epoch 161/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.7821 - acc: 0.3256 - val_loss: 6.0508 - val_acc: 0.0796\n",
            "Epoch 162/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.7740 - acc: 0.3259 - val_loss: 6.0505 - val_acc: 0.0830\n",
            "Epoch 163/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.7707 - acc: 0.3286 - val_loss: 6.0674 - val_acc: 0.0784\n",
            "Epoch 164/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.7694 - acc: 0.3270 - val_loss: 6.0674 - val_acc: 0.0816\n",
            "Epoch 165/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.7653 - acc: 0.3284 - val_loss: 6.0739 - val_acc: 0.0790\n",
            "Epoch 166/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.7597 - acc: 0.3277 - val_loss: 6.0810 - val_acc: 0.0775\n",
            "Epoch 167/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.7565 - acc: 0.3283 - val_loss: 6.0876 - val_acc: 0.0804\n",
            "Epoch 168/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.7518 - acc: 0.3277 - val_loss: 6.0903 - val_acc: 0.0778\n",
            "Epoch 169/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.7447 - acc: 0.3308 - val_loss: 6.0844 - val_acc: 0.0819\n",
            "Epoch 170/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.7383 - acc: 0.3319 - val_loss: 6.1063 - val_acc: 0.0787\n",
            "Epoch 171/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.7309 - acc: 0.3330 - val_loss: 6.1008 - val_acc: 0.0775\n",
            "Epoch 172/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.7259 - acc: 0.3341 - val_loss: 6.1265 - val_acc: 0.0796\n",
            "Epoch 173/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.7216 - acc: 0.3344 - val_loss: 6.1182 - val_acc: 0.0799\n",
            "Epoch 174/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.7144 - acc: 0.3362 - val_loss: 6.1329 - val_acc: 0.0778\n",
            "Epoch 175/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.7116 - acc: 0.3378 - val_loss: 6.1341 - val_acc: 0.0764\n",
            "Epoch 176/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.7072 - acc: 0.3367 - val_loss: 6.1447 - val_acc: 0.0767\n",
            "Epoch 177/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.7074 - acc: 0.3366 - val_loss: 6.1400 - val_acc: 0.0781\n",
            "Epoch 178/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.7020 - acc: 0.3360 - val_loss: 6.1533 - val_acc: 0.0781\n",
            "Epoch 179/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.6990 - acc: 0.3392 - val_loss: 6.1557 - val_acc: 0.0787\n",
            "Epoch 180/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.6920 - acc: 0.3412 - val_loss: 6.1639 - val_acc: 0.0758\n",
            "Epoch 181/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 1.6881 - acc: 0.3407 - val_loss: 6.1522 - val_acc: 0.0775\n",
            "Epoch 182/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.6847 - acc: 0.3423 - val_loss: 6.1747 - val_acc: 0.0767\n",
            "Epoch 183/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.6811 - acc: 0.3410 - val_loss: 6.1713 - val_acc: 0.0770\n",
            "Epoch 184/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 1.6764 - acc: 0.3402 - val_loss: 6.1875 - val_acc: 0.0784\n",
            "Epoch 185/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.6690 - acc: 0.3439 - val_loss: 6.1929 - val_acc: 0.0758\n",
            "Epoch 186/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.6658 - acc: 0.3462 - val_loss: 6.1910 - val_acc: 0.0778\n",
            "Epoch 187/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.6625 - acc: 0.3436 - val_loss: 6.1982 - val_acc: 0.0752\n",
            "Epoch 188/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.6584 - acc: 0.3449 - val_loss: 6.2012 - val_acc: 0.0764\n",
            "Epoch 189/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.6547 - acc: 0.3460 - val_loss: 6.2055 - val_acc: 0.0755\n",
            "Epoch 190/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.6511 - acc: 0.3478 - val_loss: 6.2013 - val_acc: 0.0752\n",
            "Epoch 191/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.6470 - acc: 0.3481 - val_loss: 6.2111 - val_acc: 0.0770\n",
            "Epoch 192/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.6421 - acc: 0.3471 - val_loss: 6.2183 - val_acc: 0.0749\n",
            "Epoch 193/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.6384 - acc: 0.3495 - val_loss: 6.2316 - val_acc: 0.0749\n",
            "Epoch 194/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.6337 - acc: 0.3493 - val_loss: 6.2359 - val_acc: 0.0752\n",
            "Epoch 195/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.6296 - acc: 0.3524 - val_loss: 6.2481 - val_acc: 0.0747\n",
            "Epoch 196/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.6217 - acc: 0.3516 - val_loss: 6.2460 - val_acc: 0.0741\n",
            "Epoch 197/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.6151 - acc: 0.3555 - val_loss: 6.2572 - val_acc: 0.0767\n",
            "Epoch 198/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.6132 - acc: 0.3547 - val_loss: 6.2641 - val_acc: 0.0761\n",
            "Epoch 199/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.6101 - acc: 0.3548 - val_loss: 6.2645 - val_acc: 0.0749\n",
            "Epoch 200/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.6050 - acc: 0.3553 - val_loss: 6.2779 - val_acc: 0.0752\n",
            "Epoch 201/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.6001 - acc: 0.3569 - val_loss: 6.2776 - val_acc: 0.0749\n",
            "Epoch 202/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 1.5957 - acc: 0.3568 - val_loss: 6.2858 - val_acc: 0.0761\n",
            "Epoch 203/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.5929 - acc: 0.3588 - val_loss: 6.2954 - val_acc: 0.0726\n",
            "Epoch 204/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.5895 - acc: 0.3603 - val_loss: 6.2951 - val_acc: 0.0726\n",
            "Epoch 205/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.5880 - acc: 0.3606 - val_loss: 6.2937 - val_acc: 0.0749\n",
            "Epoch 206/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.5942 - acc: 0.3580 - val_loss: 6.3089 - val_acc: 0.0741\n",
            "Epoch 207/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.5872 - acc: 0.3598 - val_loss: 6.3014 - val_acc: 0.0741\n",
            "Epoch 208/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.5827 - acc: 0.3613 - val_loss: 6.3094 - val_acc: 0.0741\n",
            "Epoch 209/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.5831 - acc: 0.3618 - val_loss: 6.3126 - val_acc: 0.0770\n",
            "Epoch 210/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.5800 - acc: 0.3602 - val_loss: 6.3180 - val_acc: 0.0723\n",
            "Epoch 211/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.5805 - acc: 0.3598 - val_loss: 6.3199 - val_acc: 0.0775\n",
            "Epoch 212/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.5821 - acc: 0.3605 - val_loss: 6.3175 - val_acc: 0.0758\n",
            "Epoch 213/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.5789 - acc: 0.3600 - val_loss: 6.3231 - val_acc: 0.0767\n",
            "Epoch 214/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.5706 - acc: 0.3625 - val_loss: 6.3412 - val_acc: 0.0735\n",
            "Epoch 215/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.5586 - acc: 0.3651 - val_loss: 6.3428 - val_acc: 0.0720\n",
            "Epoch 216/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.5540 - acc: 0.3673 - val_loss: 6.3367 - val_acc: 0.0747\n",
            "Epoch 217/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.5474 - acc: 0.3659 - val_loss: 6.3426 - val_acc: 0.0720\n",
            "Epoch 218/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.5447 - acc: 0.3671 - val_loss: 6.3606 - val_acc: 0.0744\n",
            "Epoch 219/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.5384 - acc: 0.3699 - val_loss: 6.3627 - val_acc: 0.0738\n",
            "Epoch 220/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 1.5339 - acc: 0.3706 - val_loss: 6.3639 - val_acc: 0.0749\n",
            "Epoch 221/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.5273 - acc: 0.3717 - val_loss: 6.3727 - val_acc: 0.0729\n",
            "Epoch 222/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.5270 - acc: 0.3720 - val_loss: 6.3728 - val_acc: 0.0773\n",
            "Epoch 223/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.5244 - acc: 0.3725 - val_loss: 6.3807 - val_acc: 0.0723\n",
            "Epoch 224/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.5189 - acc: 0.3704 - val_loss: 6.3890 - val_acc: 0.0758\n",
            "Epoch 225/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.5132 - acc: 0.3725 - val_loss: 6.3917 - val_acc: 0.0723\n",
            "Epoch 226/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.5113 - acc: 0.3722 - val_loss: 6.3934 - val_acc: 0.0758\n",
            "Epoch 227/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.5097 - acc: 0.3741 - val_loss: 6.4092 - val_acc: 0.0715\n",
            "Epoch 228/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.5066 - acc: 0.3757 - val_loss: 6.4118 - val_acc: 0.0738\n",
            "Epoch 229/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.5038 - acc: 0.3751 - val_loss: 6.3980 - val_acc: 0.0741\n",
            "Epoch 230/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.5020 - acc: 0.3759 - val_loss: 6.4138 - val_acc: 0.0732\n",
            "Epoch 231/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.4977 - acc: 0.3753 - val_loss: 6.4257 - val_acc: 0.0729\n",
            "Epoch 232/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.4976 - acc: 0.3777 - val_loss: 6.4227 - val_acc: 0.0738\n",
            "Epoch 233/2000\n",
            "1148/1148 [==============================] - 1s 696us/step - loss: 1.5009 - acc: 0.3762 - val_loss: 6.4179 - val_acc: 0.0738\n",
            "Epoch 234/2000\n",
            "1148/1148 [==============================] - 1s 690us/step - loss: 1.5030 - acc: 0.3731 - val_loss: 6.4305 - val_acc: 0.0741\n",
            "Epoch 235/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.5005 - acc: 0.3739 - val_loss: 6.4253 - val_acc: 0.0709\n",
            "Epoch 236/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.4920 - acc: 0.3791 - val_loss: 6.4349 - val_acc: 0.0738\n",
            "Epoch 237/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.4864 - acc: 0.3775 - val_loss: 6.4379 - val_acc: 0.0726\n",
            "Epoch 238/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.4797 - acc: 0.3794 - val_loss: 6.4380 - val_acc: 0.0715\n",
            "Epoch 239/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.4745 - acc: 0.3809 - val_loss: 6.4528 - val_acc: 0.0723\n",
            "Epoch 240/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.4743 - acc: 0.3815 - val_loss: 6.4569 - val_acc: 0.0732\n",
            "Epoch 241/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.4726 - acc: 0.3821 - val_loss: 6.4712 - val_acc: 0.0715\n",
            "Epoch 242/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.4705 - acc: 0.3807 - val_loss: 6.4554 - val_acc: 0.0749\n",
            "Epoch 243/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.4650 - acc: 0.3843 - val_loss: 6.4773 - val_acc: 0.0718\n",
            "Epoch 244/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.4572 - acc: 0.3856 - val_loss: 6.4732 - val_acc: 0.0723\n",
            "Epoch 245/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.4507 - acc: 0.3863 - val_loss: 6.4823 - val_acc: 0.0712\n",
            "Epoch 246/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.4464 - acc: 0.3874 - val_loss: 6.4932 - val_acc: 0.0709\n",
            "Epoch 247/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 1.4415 - acc: 0.3888 - val_loss: 6.4847 - val_acc: 0.0709\n",
            "Epoch 248/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 1.4425 - acc: 0.3877 - val_loss: 6.5189 - val_acc: 0.0697\n",
            "Epoch 249/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.4418 - acc: 0.3889 - val_loss: 6.5023 - val_acc: 0.0729\n",
            "Epoch 250/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.4389 - acc: 0.3892 - val_loss: 6.5095 - val_acc: 0.0738\n",
            "Epoch 251/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.4338 - acc: 0.3897 - val_loss: 6.5099 - val_acc: 0.0718\n",
            "Epoch 252/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.4294 - acc: 0.3900 - val_loss: 6.5126 - val_acc: 0.0738\n",
            "Epoch 253/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.4286 - acc: 0.3887 - val_loss: 6.5101 - val_acc: 0.0738\n",
            "Epoch 254/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.4240 - acc: 0.3947 - val_loss: 6.5354 - val_acc: 0.0729\n",
            "Epoch 255/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.4238 - acc: 0.3920 - val_loss: 6.5327 - val_acc: 0.0720\n",
            "Epoch 256/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.4229 - acc: 0.3912 - val_loss: 6.5324 - val_acc: 0.0712\n",
            "Epoch 257/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.4218 - acc: 0.3916 - val_loss: 6.5468 - val_acc: 0.0720\n",
            "Epoch 258/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 1.4189 - acc: 0.3922 - val_loss: 6.5436 - val_acc: 0.0723\n",
            "Epoch 259/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.4133 - acc: 0.3942 - val_loss: 6.5414 - val_acc: 0.0726\n",
            "Epoch 260/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.4091 - acc: 0.3949 - val_loss: 6.5506 - val_acc: 0.0718\n",
            "Epoch 261/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.4058 - acc: 0.3942 - val_loss: 6.5544 - val_acc: 0.0715\n",
            "Epoch 262/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.4055 - acc: 0.3961 - val_loss: 6.5703 - val_acc: 0.0692\n",
            "Epoch 263/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.4040 - acc: 0.3945 - val_loss: 6.5519 - val_acc: 0.0715\n",
            "Epoch 264/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.4001 - acc: 0.3958 - val_loss: 6.5668 - val_acc: 0.0715\n",
            "Epoch 265/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.3965 - acc: 0.3985 - val_loss: 6.5788 - val_acc: 0.0720\n",
            "Epoch 266/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.3914 - acc: 0.3991 - val_loss: 6.5735 - val_acc: 0.0703\n",
            "Epoch 267/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 1.3858 - acc: 0.3987 - val_loss: 6.5874 - val_acc: 0.0720\n",
            "Epoch 268/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.3816 - acc: 0.4016 - val_loss: 6.5847 - val_acc: 0.0712\n",
            "Epoch 269/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.3792 - acc: 0.4018 - val_loss: 6.5972 - val_acc: 0.0697\n",
            "Epoch 270/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.3799 - acc: 0.4019 - val_loss: 6.6037 - val_acc: 0.0709\n",
            "Epoch 271/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.3784 - acc: 0.4021 - val_loss: 6.6122 - val_acc: 0.0689\n",
            "Epoch 272/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.3785 - acc: 0.4000 - val_loss: 6.6092 - val_acc: 0.0697\n",
            "Epoch 273/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.3792 - acc: 0.3998 - val_loss: 6.6109 - val_acc: 0.0723\n",
            "Epoch 274/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.3780 - acc: 0.4021 - val_loss: 6.6248 - val_acc: 0.0697\n",
            "Epoch 275/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.3751 - acc: 0.4022 - val_loss: 6.6203 - val_acc: 0.0706\n",
            "Epoch 276/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.3712 - acc: 0.4012 - val_loss: 6.6197 - val_acc: 0.0706\n",
            "Epoch 277/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.3663 - acc: 0.4034 - val_loss: 6.6376 - val_acc: 0.0697\n",
            "Epoch 278/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.3641 - acc: 0.4054 - val_loss: 6.6315 - val_acc: 0.0700\n",
            "Epoch 279/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.3619 - acc: 0.4061 - val_loss: 6.6483 - val_acc: 0.0680\n",
            "Epoch 280/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.3595 - acc: 0.4045 - val_loss: 6.6564 - val_acc: 0.0686\n",
            "Epoch 281/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.3588 - acc: 0.4039 - val_loss: 6.6403 - val_acc: 0.0712\n",
            "Epoch 282/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.3556 - acc: 0.4058 - val_loss: 6.6563 - val_acc: 0.0697\n",
            "Epoch 283/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.3548 - acc: 0.4070 - val_loss: 6.6595 - val_acc: 0.0697\n",
            "Epoch 284/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.3528 - acc: 0.4074 - val_loss: 6.6570 - val_acc: 0.0697\n",
            "Epoch 285/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.3492 - acc: 0.4085 - val_loss: 6.6691 - val_acc: 0.0706\n",
            "Epoch 286/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.3484 - acc: 0.4077 - val_loss: 6.6603 - val_acc: 0.0703\n",
            "Epoch 287/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.3412 - acc: 0.4093 - val_loss: 6.6724 - val_acc: 0.0686\n",
            "Epoch 288/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.3401 - acc: 0.4101 - val_loss: 6.6752 - val_acc: 0.0700\n",
            "Epoch 289/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.3378 - acc: 0.4119 - val_loss: 6.6905 - val_acc: 0.0712\n",
            "Epoch 290/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.3356 - acc: 0.4116 - val_loss: 6.6907 - val_acc: 0.0709\n",
            "Epoch 291/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.3315 - acc: 0.4106 - val_loss: 6.6877 - val_acc: 0.0712\n",
            "Epoch 292/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.3323 - acc: 0.4103 - val_loss: 6.7004 - val_acc: 0.0686\n",
            "Epoch 293/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.3290 - acc: 0.4104 - val_loss: 6.6937 - val_acc: 0.0703\n",
            "Epoch 294/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.3274 - acc: 0.4114 - val_loss: 6.7033 - val_acc: 0.0709\n",
            "Epoch 295/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.3285 - acc: 0.4125 - val_loss: 6.6972 - val_acc: 0.0718\n",
            "Epoch 296/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.3309 - acc: 0.4115 - val_loss: 6.7061 - val_acc: 0.0689\n",
            "Epoch 297/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.3294 - acc: 0.4133 - val_loss: 6.7069 - val_acc: 0.0689\n",
            "Epoch 298/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.3281 - acc: 0.4102 - val_loss: 6.7052 - val_acc: 0.0700\n",
            "Epoch 299/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.3209 - acc: 0.4135 - val_loss: 6.7064 - val_acc: 0.0703\n",
            "Epoch 300/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.3183 - acc: 0.4139 - val_loss: 6.7171 - val_acc: 0.0689\n",
            "Epoch 301/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.3146 - acc: 0.4152 - val_loss: 6.7192 - val_acc: 0.0703\n",
            "Epoch 302/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.3113 - acc: 0.4153 - val_loss: 6.7263 - val_acc: 0.0700\n",
            "Epoch 303/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.3078 - acc: 0.4175 - val_loss: 6.7191 - val_acc: 0.0692\n",
            "Epoch 304/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.3044 - acc: 0.4180 - val_loss: 6.7381 - val_acc: 0.0671\n",
            "Epoch 305/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.3014 - acc: 0.4180 - val_loss: 6.7369 - val_acc: 0.0700\n",
            "Epoch 306/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.3014 - acc: 0.4178 - val_loss: 6.7473 - val_acc: 0.0689\n",
            "Epoch 307/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 1.2992 - acc: 0.4188 - val_loss: 6.7381 - val_acc: 0.0706\n",
            "Epoch 308/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.2948 - acc: 0.4207 - val_loss: 6.7553 - val_acc: 0.0694\n",
            "Epoch 309/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 1.2915 - acc: 0.4196 - val_loss: 6.7469 - val_acc: 0.0689\n",
            "Epoch 310/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.2903 - acc: 0.4201 - val_loss: 6.7532 - val_acc: 0.0692\n",
            "Epoch 311/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.2899 - acc: 0.4219 - val_loss: 6.7646 - val_acc: 0.0689\n",
            "Epoch 312/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.2871 - acc: 0.4236 - val_loss: 6.7711 - val_acc: 0.0666\n",
            "Epoch 313/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.2848 - acc: 0.4230 - val_loss: 6.7756 - val_acc: 0.0694\n",
            "Epoch 314/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.2811 - acc: 0.4231 - val_loss: 6.7816 - val_acc: 0.0671\n",
            "Epoch 315/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2792 - acc: 0.4233 - val_loss: 6.7787 - val_acc: 0.0677\n",
            "Epoch 316/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2775 - acc: 0.4254 - val_loss: 6.7865 - val_acc: 0.0671\n",
            "Epoch 317/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.2769 - acc: 0.4228 - val_loss: 6.8042 - val_acc: 0.0686\n",
            "Epoch 318/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.2732 - acc: 0.4236 - val_loss: 6.7912 - val_acc: 0.0680\n",
            "Epoch 319/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.2714 - acc: 0.4248 - val_loss: 6.7888 - val_acc: 0.0674\n",
            "Epoch 320/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.2714 - acc: 0.4259 - val_loss: 6.7985 - val_acc: 0.0680\n",
            "Epoch 321/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.2673 - acc: 0.4264 - val_loss: 6.8031 - val_acc: 0.0668\n",
            "Epoch 322/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.2638 - acc: 0.4270 - val_loss: 6.8067 - val_acc: 0.0674\n",
            "Epoch 323/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.2622 - acc: 0.4286 - val_loss: 6.8139 - val_acc: 0.0674\n",
            "Epoch 324/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.2645 - acc: 0.4263 - val_loss: 6.8083 - val_acc: 0.0674\n",
            "Epoch 325/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.2666 - acc: 0.4250 - val_loss: 6.8125 - val_acc: 0.0677\n",
            "Epoch 326/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.2667 - acc: 0.4273 - val_loss: 6.8229 - val_acc: 0.0694\n",
            "Epoch 327/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2626 - acc: 0.4269 - val_loss: 6.8255 - val_acc: 0.0694\n",
            "Epoch 328/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2569 - acc: 0.4288 - val_loss: 6.8290 - val_acc: 0.0686\n",
            "Epoch 329/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2557 - acc: 0.4276 - val_loss: 6.8484 - val_acc: 0.0677\n",
            "Epoch 330/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.2552 - acc: 0.4265 - val_loss: 6.8421 - val_acc: 0.0671\n",
            "Epoch 331/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 1.2555 - acc: 0.4275 - val_loss: 6.8497 - val_acc: 0.0683\n",
            "Epoch 332/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.2548 - acc: 0.4281 - val_loss: 6.8408 - val_acc: 0.0712\n",
            "Epoch 333/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.2501 - acc: 0.4288 - val_loss: 6.8603 - val_acc: 0.0683\n",
            "Epoch 334/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.2499 - acc: 0.4310 - val_loss: 6.8555 - val_acc: 0.0686\n",
            "Epoch 335/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.2496 - acc: 0.4296 - val_loss: 6.8746 - val_acc: 0.0657\n",
            "Epoch 336/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.2497 - acc: 0.4308 - val_loss: 6.8771 - val_acc: 0.0718\n",
            "Epoch 337/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.2461 - acc: 0.4296 - val_loss: 6.8741 - val_acc: 0.0683\n",
            "Epoch 338/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2448 - acc: 0.4306 - val_loss: 6.8615 - val_acc: 0.0700\n",
            "Epoch 339/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.2432 - acc: 0.4318 - val_loss: 6.8744 - val_acc: 0.0692\n",
            "Epoch 340/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.2362 - acc: 0.4333 - val_loss: 6.8843 - val_acc: 0.0697\n",
            "Epoch 341/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.2342 - acc: 0.4338 - val_loss: 6.8867 - val_acc: 0.0692\n",
            "Epoch 342/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.2326 - acc: 0.4323 - val_loss: 6.8914 - val_acc: 0.0692\n",
            "Epoch 343/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2329 - acc: 0.4350 - val_loss: 6.9004 - val_acc: 0.0689\n",
            "Epoch 344/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.2304 - acc: 0.4335 - val_loss: 6.9055 - val_acc: 0.0689\n",
            "Epoch 345/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.2347 - acc: 0.4313 - val_loss: 6.9036 - val_acc: 0.0680\n",
            "Epoch 346/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.2393 - acc: 0.4312 - val_loss: 6.9025 - val_acc: 0.0677\n",
            "Epoch 347/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.2404 - acc: 0.4310 - val_loss: 6.9085 - val_acc: 0.0694\n",
            "Epoch 348/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.2397 - acc: 0.4308 - val_loss: 6.9106 - val_acc: 0.0686\n",
            "Epoch 349/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.2372 - acc: 0.4285 - val_loss: 6.9150 - val_acc: 0.0694\n",
            "Epoch 350/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.2319 - acc: 0.4347 - val_loss: 6.9192 - val_acc: 0.0709\n",
            "Epoch 351/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.2288 - acc: 0.4336 - val_loss: 6.9092 - val_acc: 0.0680\n",
            "Epoch 352/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.2228 - acc: 0.4367 - val_loss: 6.9263 - val_acc: 0.0680\n",
            "Epoch 353/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.2169 - acc: 0.4372 - val_loss: 6.9150 - val_acc: 0.0677\n",
            "Epoch 354/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.2162 - acc: 0.4365 - val_loss: 6.9323 - val_acc: 0.0700\n",
            "Epoch 355/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.2144 - acc: 0.4381 - val_loss: 6.9377 - val_acc: 0.0683\n",
            "Epoch 356/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.2115 - acc: 0.4384 - val_loss: 6.9373 - val_acc: 0.0689\n",
            "Epoch 357/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.2101 - acc: 0.4383 - val_loss: 6.9508 - val_acc: 0.0677\n",
            "Epoch 358/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.2089 - acc: 0.4394 - val_loss: 6.9324 - val_acc: 0.0680\n",
            "Epoch 359/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.2057 - acc: 0.4398 - val_loss: 6.9503 - val_acc: 0.0674\n",
            "Epoch 360/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.2049 - acc: 0.4382 - val_loss: 6.9485 - val_acc: 0.0683\n",
            "Epoch 361/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.2042 - acc: 0.4391 - val_loss: 6.9573 - val_acc: 0.0680\n",
            "Epoch 362/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.2021 - acc: 0.4402 - val_loss: 6.9444 - val_acc: 0.0694\n",
            "Epoch 363/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.2026 - acc: 0.4411 - val_loss: 6.9616 - val_acc: 0.0671\n",
            "Epoch 364/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.2006 - acc: 0.4396 - val_loss: 6.9700 - val_acc: 0.0671\n",
            "Epoch 365/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.1992 - acc: 0.4399 - val_loss: 6.9715 - val_acc: 0.0689\n",
            "Epoch 366/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.1989 - acc: 0.4404 - val_loss: 6.9624 - val_acc: 0.0692\n",
            "Epoch 367/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.2003 - acc: 0.4400 - val_loss: 6.9790 - val_acc: 0.0680\n",
            "Epoch 368/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.2028 - acc: 0.4371 - val_loss: 6.9778 - val_acc: 0.0657\n",
            "Epoch 369/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.2006 - acc: 0.4379 - val_loss: 6.9695 - val_acc: 0.0686\n",
            "Epoch 370/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.2000 - acc: 0.4389 - val_loss: 6.9770 - val_acc: 0.0680\n",
            "Epoch 371/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.1966 - acc: 0.4379 - val_loss: 6.9916 - val_acc: 0.0674\n",
            "Epoch 372/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.1950 - acc: 0.4403 - val_loss: 6.9889 - val_acc: 0.0703\n",
            "Epoch 373/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.1943 - acc: 0.4405 - val_loss: 6.9904 - val_acc: 0.0697\n",
            "Epoch 374/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.1925 - acc: 0.4416 - val_loss: 6.9926 - val_acc: 0.0668\n",
            "Epoch 375/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.1893 - acc: 0.4419 - val_loss: 6.9885 - val_acc: 0.0694\n",
            "Epoch 376/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.1909 - acc: 0.4427 - val_loss: 6.9896 - val_acc: 0.0683\n",
            "Epoch 377/2000\n",
            "1148/1148 [==============================] - 1s 646us/step - loss: 1.1925 - acc: 0.4379 - val_loss: 6.9827 - val_acc: 0.0686\n",
            "Epoch 378/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 1.1938 - acc: 0.4395 - val_loss: 6.9980 - val_acc: 0.0677\n",
            "Epoch 379/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 1.1980 - acc: 0.4381 - val_loss: 7.0088 - val_acc: 0.0677\n",
            "Epoch 380/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.1907 - acc: 0.4410 - val_loss: 7.0207 - val_acc: 0.0657\n",
            "Epoch 381/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.1859 - acc: 0.4428 - val_loss: 7.0133 - val_acc: 0.0671\n",
            "Epoch 382/2000\n",
            "1148/1148 [==============================] - 1s 645us/step - loss: 1.1836 - acc: 0.4424 - val_loss: 7.0002 - val_acc: 0.0680\n",
            "Epoch 383/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 1.1802 - acc: 0.4423 - val_loss: 7.0292 - val_acc: 0.0660\n",
            "Epoch 384/2000\n",
            "1148/1148 [==============================] - 1s 649us/step - loss: 1.1758 - acc: 0.4447 - val_loss: 7.0272 - val_acc: 0.0680\n",
            "Epoch 385/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 1.1727 - acc: 0.4463 - val_loss: 7.0400 - val_acc: 0.0680\n",
            "Epoch 386/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 1.1705 - acc: 0.4453 - val_loss: 7.0342 - val_acc: 0.0692\n",
            "Epoch 387/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.1691 - acc: 0.4469 - val_loss: 7.0371 - val_acc: 0.0686\n",
            "Epoch 388/2000\n",
            "1148/1148 [==============================] - 1s 652us/step - loss: 1.1693 - acc: 0.4469 - val_loss: 7.0535 - val_acc: 0.0683\n",
            "Epoch 389/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 1.1723 - acc: 0.4466 - val_loss: 7.0521 - val_acc: 0.0663\n",
            "Epoch 390/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.1703 - acc: 0.4460 - val_loss: 7.0588 - val_acc: 0.0666\n",
            "Epoch 391/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.1693 - acc: 0.4460 - val_loss: 7.0459 - val_acc: 0.0683\n",
            "Epoch 392/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.1660 - acc: 0.4479 - val_loss: 7.0727 - val_acc: 0.0645\n",
            "Epoch 393/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.1638 - acc: 0.4487 - val_loss: 7.0572 - val_acc: 0.0680\n",
            "Epoch 394/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.1617 - acc: 0.4467 - val_loss: 7.0369 - val_acc: 0.0677\n",
            "Epoch 395/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.1634 - acc: 0.4470 - val_loss: 7.0607 - val_acc: 0.0651\n",
            "Epoch 396/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.1607 - acc: 0.4489 - val_loss: 7.0754 - val_acc: 0.0654\n",
            "Epoch 397/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.1589 - acc: 0.4500 - val_loss: 7.0519 - val_acc: 0.0660\n",
            "Epoch 398/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1578 - acc: 0.4483 - val_loss: 7.0755 - val_acc: 0.0660\n",
            "Epoch 399/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.1580 - acc: 0.4484 - val_loss: 7.0681 - val_acc: 0.0671\n",
            "Epoch 400/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.1594 - acc: 0.4468 - val_loss: 7.0621 - val_acc: 0.0648\n",
            "Epoch 401/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.1618 - acc: 0.4469 - val_loss: 7.0683 - val_acc: 0.0686\n",
            "Epoch 402/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.1626 - acc: 0.4464 - val_loss: 7.0762 - val_acc: 0.0660\n",
            "Epoch 403/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1646 - acc: 0.4454 - val_loss: 7.0747 - val_acc: 0.0692\n",
            "Epoch 404/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.1581 - acc: 0.4474 - val_loss: 7.0746 - val_acc: 0.0674\n",
            "Epoch 405/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.1494 - acc: 0.4509 - val_loss: 7.0804 - val_acc: 0.0674\n",
            "Epoch 406/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1498 - acc: 0.4505 - val_loss: 7.0800 - val_acc: 0.0694\n",
            "Epoch 407/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.1468 - acc: 0.4509 - val_loss: 7.0807 - val_acc: 0.0689\n",
            "Epoch 408/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.1442 - acc: 0.4524 - val_loss: 7.0957 - val_acc: 0.0651\n",
            "Epoch 409/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 1.1417 - acc: 0.4533 - val_loss: 7.0881 - val_acc: 0.0686\n",
            "Epoch 410/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.1405 - acc: 0.4538 - val_loss: 7.0907 - val_acc: 0.0694\n",
            "Epoch 411/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1383 - acc: 0.4522 - val_loss: 7.0918 - val_acc: 0.0692\n",
            "Epoch 412/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.1337 - acc: 0.4548 - val_loss: 7.1120 - val_acc: 0.0683\n",
            "Epoch 413/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.1360 - acc: 0.4532 - val_loss: 7.1142 - val_acc: 0.0674\n",
            "Epoch 414/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.1346 - acc: 0.4532 - val_loss: 7.1133 - val_acc: 0.0666\n",
            "Epoch 415/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.1327 - acc: 0.4554 - val_loss: 7.0910 - val_acc: 0.0686\n",
            "Epoch 416/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.1316 - acc: 0.4541 - val_loss: 7.1143 - val_acc: 0.0663\n",
            "Epoch 417/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1281 - acc: 0.4541 - val_loss: 7.1218 - val_acc: 0.0680\n",
            "Epoch 418/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.1267 - acc: 0.4560 - val_loss: 7.1150 - val_acc: 0.0674\n",
            "Epoch 419/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.1238 - acc: 0.4559 - val_loss: 7.1296 - val_acc: 0.0666\n",
            "Epoch 420/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.1245 - acc: 0.4588 - val_loss: 7.1283 - val_acc: 0.0645\n",
            "Epoch 421/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.1250 - acc: 0.4564 - val_loss: 7.1312 - val_acc: 0.0654\n",
            "Epoch 422/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.1247 - acc: 0.4565 - val_loss: 7.1348 - val_acc: 0.0663\n",
            "Epoch 423/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 1.1214 - acc: 0.4592 - val_loss: 7.1462 - val_acc: 0.0648\n",
            "Epoch 424/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 1.1209 - acc: 0.4564 - val_loss: 7.1244 - val_acc: 0.0660\n",
            "Epoch 425/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.1225 - acc: 0.4565 - val_loss: 7.1456 - val_acc: 0.0671\n",
            "Epoch 426/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 1.1217 - acc: 0.4548 - val_loss: 7.1427 - val_acc: 0.0674\n",
            "Epoch 427/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.1182 - acc: 0.4589 - val_loss: 7.1563 - val_acc: 0.0666\n",
            "Epoch 428/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.1175 - acc: 0.4568 - val_loss: 7.1491 - val_acc: 0.0654\n",
            "Epoch 429/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.1161 - acc: 0.4587 - val_loss: 7.1455 - val_acc: 0.0663\n",
            "Epoch 430/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.1168 - acc: 0.4575 - val_loss: 7.1579 - val_acc: 0.0668\n",
            "Epoch 431/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.1172 - acc: 0.4564 - val_loss: 7.1658 - val_acc: 0.0648\n",
            "Epoch 432/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.1211 - acc: 0.4551 - val_loss: 7.1650 - val_acc: 0.0660\n",
            "Epoch 433/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.1249 - acc: 0.4544 - val_loss: 7.1749 - val_acc: 0.0637\n",
            "Epoch 434/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 1.1322 - acc: 0.4529 - val_loss: 7.1645 - val_acc: 0.0686\n",
            "Epoch 435/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.1289 - acc: 0.4552 - val_loss: 7.1708 - val_acc: 0.0651\n",
            "Epoch 436/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1264 - acc: 0.4543 - val_loss: 7.1803 - val_acc: 0.0651\n",
            "Epoch 437/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.1197 - acc: 0.4569 - val_loss: 7.1746 - val_acc: 0.0645\n",
            "Epoch 438/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.1152 - acc: 0.4582 - val_loss: 7.1776 - val_acc: 0.0668\n",
            "Epoch 439/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 1.1137 - acc: 0.4572 - val_loss: 7.1762 - val_acc: 0.0666\n",
            "Epoch 440/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.1109 - acc: 0.4580 - val_loss: 7.1898 - val_acc: 0.0645\n",
            "Epoch 441/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.1082 - acc: 0.4584 - val_loss: 7.1871 - val_acc: 0.0663\n",
            "Epoch 442/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.1065 - acc: 0.4601 - val_loss: 7.2054 - val_acc: 0.0639\n",
            "Epoch 443/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.1026 - acc: 0.4595 - val_loss: 7.1879 - val_acc: 0.0666\n",
            "Epoch 444/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.1014 - acc: 0.4617 - val_loss: 7.1874 - val_acc: 0.0680\n",
            "Epoch 445/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.0983 - acc: 0.4614 - val_loss: 7.2074 - val_acc: 0.0645\n",
            "Epoch 446/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.1002 - acc: 0.4631 - val_loss: 7.2014 - val_acc: 0.0642\n",
            "Epoch 447/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.1010 - acc: 0.4628 - val_loss: 7.2065 - val_acc: 0.0634\n",
            "Epoch 448/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.0999 - acc: 0.4617 - val_loss: 7.2179 - val_acc: 0.0648\n",
            "Epoch 449/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0997 - acc: 0.4591 - val_loss: 7.2192 - val_acc: 0.0657\n",
            "Epoch 450/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.0975 - acc: 0.4632 - val_loss: 7.2164 - val_acc: 0.0651\n",
            "Epoch 451/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 1.0944 - acc: 0.4631 - val_loss: 7.2230 - val_acc: 0.0637\n",
            "Epoch 452/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0948 - acc: 0.4625 - val_loss: 7.2143 - val_acc: 0.0660\n",
            "Epoch 453/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.1005 - acc: 0.4601 - val_loss: 7.2121 - val_acc: 0.0625\n",
            "Epoch 454/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.1035 - acc: 0.4576 - val_loss: 7.1905 - val_acc: 0.0668\n",
            "Epoch 455/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.1013 - acc: 0.4601 - val_loss: 7.2303 - val_acc: 0.0637\n",
            "Epoch 456/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.0953 - acc: 0.4627 - val_loss: 7.2157 - val_acc: 0.0645\n",
            "Epoch 457/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0936 - acc: 0.4636 - val_loss: 7.2252 - val_acc: 0.0622\n",
            "Epoch 458/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0986 - acc: 0.4611 - val_loss: 7.2170 - val_acc: 0.0668\n",
            "Epoch 459/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.1016 - acc: 0.4591 - val_loss: 7.2279 - val_acc: 0.0671\n",
            "Epoch 460/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.0968 - acc: 0.4599 - val_loss: 7.2109 - val_acc: 0.0651\n",
            "Epoch 461/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0962 - acc: 0.4587 - val_loss: 7.2333 - val_acc: 0.0645\n",
            "Epoch 462/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0960 - acc: 0.4612 - val_loss: 7.2322 - val_acc: 0.0657\n",
            "Epoch 463/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.0924 - acc: 0.4629 - val_loss: 7.2348 - val_acc: 0.0651\n",
            "Epoch 464/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.0910 - acc: 0.4633 - val_loss: 7.2436 - val_acc: 0.0657\n",
            "Epoch 465/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.0926 - acc: 0.4599 - val_loss: 7.2523 - val_acc: 0.0642\n",
            "Epoch 466/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0887 - acc: 0.4625 - val_loss: 7.2307 - val_acc: 0.0660\n",
            "Epoch 467/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.1106 - acc: 0.4543 - val_loss: 7.2370 - val_acc: 0.0689\n",
            "Epoch 468/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.1153 - acc: 0.4530 - val_loss: 7.2437 - val_acc: 0.0654\n",
            "Epoch 469/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.1088 - acc: 0.4546 - val_loss: 7.2355 - val_acc: 0.0651\n",
            "Epoch 470/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.1031 - acc: 0.4579 - val_loss: 7.2401 - val_acc: 0.0671\n",
            "Epoch 471/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.0994 - acc: 0.4598 - val_loss: 7.2591 - val_acc: 0.0683\n",
            "Epoch 472/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 1.0920 - acc: 0.4588 - val_loss: 7.2501 - val_acc: 0.0671\n",
            "Epoch 473/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.0865 - acc: 0.4633 - val_loss: 7.2565 - val_acc: 0.0657\n",
            "Epoch 474/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.0806 - acc: 0.4649 - val_loss: 7.2664 - val_acc: 0.0666\n",
            "Epoch 475/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0764 - acc: 0.4678 - val_loss: 7.2561 - val_acc: 0.0651\n",
            "Epoch 476/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.0731 - acc: 0.4673 - val_loss: 7.2700 - val_acc: 0.0663\n",
            "Epoch 477/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 1.0727 - acc: 0.4674 - val_loss: 7.2626 - val_acc: 0.0668\n",
            "Epoch 478/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0706 - acc: 0.4652 - val_loss: 7.2894 - val_acc: 0.0654\n",
            "Epoch 479/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 1.0686 - acc: 0.4688 - val_loss: 7.2752 - val_acc: 0.0648\n",
            "Epoch 480/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0686 - acc: 0.4688 - val_loss: 7.2815 - val_acc: 0.0660\n",
            "Epoch 481/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0698 - acc: 0.4667 - val_loss: 7.2715 - val_acc: 0.0654\n",
            "Epoch 482/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0722 - acc: 0.4666 - val_loss: 7.2901 - val_acc: 0.0648\n",
            "Epoch 483/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.0778 - acc: 0.4641 - val_loss: 7.2922 - val_acc: 0.0654\n",
            "Epoch 484/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0785 - acc: 0.4629 - val_loss: 7.2717 - val_acc: 0.0651\n",
            "Epoch 485/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.0765 - acc: 0.4661 - val_loss: 7.2962 - val_acc: 0.0651\n",
            "Epoch 486/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0708 - acc: 0.4653 - val_loss: 7.3040 - val_acc: 0.0637\n",
            "Epoch 487/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.0674 - acc: 0.4666 - val_loss: 7.2934 - val_acc: 0.0660\n",
            "Epoch 488/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0658 - acc: 0.4699 - val_loss: 7.3063 - val_acc: 0.0628\n",
            "Epoch 489/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0652 - acc: 0.4680 - val_loss: 7.2940 - val_acc: 0.0660\n",
            "Epoch 490/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.0617 - acc: 0.4661 - val_loss: 7.3019 - val_acc: 0.0663\n",
            "Epoch 491/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0607 - acc: 0.4653 - val_loss: 7.3115 - val_acc: 0.0654\n",
            "Epoch 492/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 1.0568 - acc: 0.4717 - val_loss: 7.3245 - val_acc: 0.0648\n",
            "Epoch 493/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.0557 - acc: 0.4699 - val_loss: 7.3192 - val_acc: 0.0654\n",
            "Epoch 494/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0536 - acc: 0.4723 - val_loss: 7.3303 - val_acc: 0.0668\n",
            "Epoch 495/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 1.0496 - acc: 0.4744 - val_loss: 7.3200 - val_acc: 0.0657\n",
            "Epoch 496/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.0503 - acc: 0.4710 - val_loss: 7.3377 - val_acc: 0.0674\n",
            "Epoch 497/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 1.0487 - acc: 0.4742 - val_loss: 7.3177 - val_acc: 0.0668\n",
            "Epoch 498/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.0518 - acc: 0.4714 - val_loss: 7.3275 - val_acc: 0.0651\n",
            "Epoch 499/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0529 - acc: 0.4709 - val_loss: 7.3350 - val_acc: 0.0666\n",
            "Epoch 500/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.0541 - acc: 0.4711 - val_loss: 7.3497 - val_acc: 0.0639\n",
            "Epoch 501/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.0537 - acc: 0.4707 - val_loss: 7.3318 - val_acc: 0.0660\n",
            "Epoch 502/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0512 - acc: 0.4720 - val_loss: 7.3421 - val_acc: 0.0642\n",
            "Epoch 503/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0498 - acc: 0.4720 - val_loss: 7.3438 - val_acc: 0.0637\n",
            "Epoch 504/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.0467 - acc: 0.4721 - val_loss: 7.3553 - val_acc: 0.0642\n",
            "Epoch 505/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 1.0482 - acc: 0.4729 - val_loss: 7.3433 - val_acc: 0.0645\n",
            "Epoch 506/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.0480 - acc: 0.4737 - val_loss: 7.3377 - val_acc: 0.0654\n",
            "Epoch 507/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.0527 - acc: 0.4710 - val_loss: 7.3492 - val_acc: 0.0657\n",
            "Epoch 508/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.0563 - acc: 0.4697 - val_loss: 7.3410 - val_acc: 0.0674\n",
            "Epoch 509/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0590 - acc: 0.4671 - val_loss: 7.3529 - val_acc: 0.0634\n",
            "Epoch 510/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 1.0623 - acc: 0.4668 - val_loss: 7.3324 - val_acc: 0.0671\n",
            "Epoch 511/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.0561 - acc: 0.4699 - val_loss: 7.3564 - val_acc: 0.0651\n",
            "Epoch 512/2000\n",
            "1148/1148 [==============================] - 1s 702us/step - loss: 1.0488 - acc: 0.4712 - val_loss: 7.3473 - val_acc: 0.0657\n",
            "Epoch 513/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.0452 - acc: 0.4726 - val_loss: 7.3755 - val_acc: 0.0651\n",
            "Epoch 514/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.0446 - acc: 0.4738 - val_loss: 7.3495 - val_acc: 0.0657\n",
            "Epoch 515/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0399 - acc: 0.4734 - val_loss: 7.3574 - val_acc: 0.0654\n",
            "Epoch 516/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.0384 - acc: 0.4735 - val_loss: 7.3638 - val_acc: 0.0663\n",
            "Epoch 517/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0404 - acc: 0.4738 - val_loss: 7.3566 - val_acc: 0.0648\n",
            "Epoch 518/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0427 - acc: 0.4736 - val_loss: 7.3521 - val_acc: 0.0651\n",
            "Epoch 519/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.0446 - acc: 0.4734 - val_loss: 7.3642 - val_acc: 0.0637\n",
            "Epoch 520/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.0411 - acc: 0.4722 - val_loss: 7.3720 - val_acc: 0.0677\n",
            "Epoch 521/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 1.0367 - acc: 0.4743 - val_loss: 7.3634 - val_acc: 0.0677\n",
            "Epoch 522/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0361 - acc: 0.4755 - val_loss: 7.3759 - val_acc: 0.0642\n",
            "Epoch 523/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.0334 - acc: 0.4734 - val_loss: 7.3741 - val_acc: 0.0654\n",
            "Epoch 524/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0306 - acc: 0.4780 - val_loss: 7.3812 - val_acc: 0.0663\n",
            "Epoch 525/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.0322 - acc: 0.4772 - val_loss: 7.3833 - val_acc: 0.0654\n",
            "Epoch 526/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.0291 - acc: 0.4760 - val_loss: 7.3688 - val_acc: 0.0648\n",
            "Epoch 527/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 1.0271 - acc: 0.4770 - val_loss: 7.3908 - val_acc: 0.0628\n",
            "Epoch 528/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 1.0292 - acc: 0.4771 - val_loss: 7.3803 - val_acc: 0.0645\n",
            "Epoch 529/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.0276 - acc: 0.4763 - val_loss: 7.3827 - val_acc: 0.0663\n",
            "Epoch 530/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0273 - acc: 0.4765 - val_loss: 7.3808 - val_acc: 0.0645\n",
            "Epoch 531/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.0280 - acc: 0.4782 - val_loss: 7.3972 - val_acc: 0.0651\n",
            "Epoch 532/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0268 - acc: 0.4779 - val_loss: 7.3849 - val_acc: 0.0686\n",
            "Epoch 533/2000\n",
            "1148/1148 [==============================] - 1s 652us/step - loss: 1.0246 - acc: 0.4769 - val_loss: 7.4009 - val_acc: 0.0657\n",
            "Epoch 534/2000\n",
            "1148/1148 [==============================] - 1s 652us/step - loss: 1.0274 - acc: 0.4761 - val_loss: 7.3803 - val_acc: 0.0625\n",
            "Epoch 535/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 1.0267 - acc: 0.4785 - val_loss: 7.4010 - val_acc: 0.0660\n",
            "Epoch 536/2000\n",
            "1148/1148 [==============================] - 1s 646us/step - loss: 1.0246 - acc: 0.4799 - val_loss: 7.3841 - val_acc: 0.0657\n",
            "Epoch 537/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 1.0270 - acc: 0.4771 - val_loss: 7.3805 - val_acc: 0.0663\n",
            "Epoch 538/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 1.0264 - acc: 0.4776 - val_loss: 7.3993 - val_acc: 0.0642\n",
            "Epoch 539/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0321 - acc: 0.4748 - val_loss: 7.3957 - val_acc: 0.0668\n",
            "Epoch 540/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.0350 - acc: 0.4736 - val_loss: 7.4027 - val_acc: 0.0668\n",
            "Epoch 541/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.0489 - acc: 0.4689 - val_loss: 7.3861 - val_acc: 0.0651\n",
            "Epoch 542/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.0626 - acc: 0.4651 - val_loss: 7.3907 - val_acc: 0.0639\n",
            "Epoch 543/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.0646 - acc: 0.4631 - val_loss: 7.4112 - val_acc: 0.0660\n",
            "Epoch 544/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 1.0584 - acc: 0.4646 - val_loss: 7.4000 - val_acc: 0.0654\n",
            "Epoch 545/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 1.0504 - acc: 0.4690 - val_loss: 7.3939 - val_acc: 0.0660\n",
            "Epoch 546/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0457 - acc: 0.4705 - val_loss: 7.4118 - val_acc: 0.0671\n",
            "Epoch 547/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.0403 - acc: 0.4694 - val_loss: 7.4048 - val_acc: 0.0671\n",
            "Epoch 548/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0321 - acc: 0.4744 - val_loss: 7.4090 - val_acc: 0.0651\n",
            "Epoch 549/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0301 - acc: 0.4745 - val_loss: 7.4070 - val_acc: 0.0625\n",
            "Epoch 550/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 1.0252 - acc: 0.4762 - val_loss: 7.4121 - val_acc: 0.0663\n",
            "Epoch 551/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 1.0259 - acc: 0.4747 - val_loss: 7.4149 - val_acc: 0.0648\n",
            "Epoch 552/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 1.0276 - acc: 0.4758 - val_loss: 7.4241 - val_acc: 0.0634\n",
            "Epoch 553/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 1.0281 - acc: 0.4750 - val_loss: 7.4312 - val_acc: 0.0657\n",
            "Epoch 554/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 1.0279 - acc: 0.4758 - val_loss: 7.4263 - val_acc: 0.0648\n",
            "Epoch 555/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 1.0286 - acc: 0.4742 - val_loss: 7.4137 - val_acc: 0.0660\n",
            "Epoch 556/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0206 - acc: 0.4774 - val_loss: 7.4054 - val_acc: 0.0680\n",
            "Epoch 557/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0168 - acc: 0.4761 - val_loss: 7.4188 - val_acc: 0.0663\n",
            "Epoch 558/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 1.0162 - acc: 0.4793 - val_loss: 7.4360 - val_acc: 0.0671\n",
            "Epoch 559/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0132 - acc: 0.4801 - val_loss: 7.4017 - val_acc: 0.0666\n",
            "Epoch 560/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.0102 - acc: 0.4796 - val_loss: 7.4411 - val_acc: 0.0651\n",
            "Epoch 561/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.0075 - acc: 0.4819 - val_loss: 7.4317 - val_acc: 0.0648\n",
            "Epoch 562/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 1.0055 - acc: 0.4809 - val_loss: 7.4307 - val_acc: 0.0677\n",
            "Epoch 563/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 1.0040 - acc: 0.4811 - val_loss: 7.4325 - val_acc: 0.0668\n",
            "Epoch 564/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 1.0009 - acc: 0.4826 - val_loss: 7.4260 - val_acc: 0.0680\n",
            "Epoch 565/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 1.0009 - acc: 0.4836 - val_loss: 7.4424 - val_acc: 0.0651\n",
            "Epoch 566/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9995 - acc: 0.4835 - val_loss: 7.4357 - val_acc: 0.0651\n",
            "Epoch 567/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9973 - acc: 0.4840 - val_loss: 7.4405 - val_acc: 0.0651\n",
            "Epoch 568/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9978 - acc: 0.4839 - val_loss: 7.4468 - val_acc: 0.0654\n",
            "Epoch 569/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.9954 - acc: 0.4834 - val_loss: 7.4502 - val_acc: 0.0668\n",
            "Epoch 570/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9952 - acc: 0.4819 - val_loss: 7.4528 - val_acc: 0.0663\n",
            "Epoch 571/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9946 - acc: 0.4839 - val_loss: 7.4479 - val_acc: 0.0660\n",
            "Epoch 572/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9936 - acc: 0.4842 - val_loss: 7.4572 - val_acc: 0.0639\n",
            "Epoch 573/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9955 - acc: 0.4845 - val_loss: 7.4631 - val_acc: 0.0648\n",
            "Epoch 574/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9945 - acc: 0.4842 - val_loss: 7.4655 - val_acc: 0.0639\n",
            "Epoch 575/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 1.0014 - acc: 0.4831 - val_loss: 7.4511 - val_acc: 0.0657\n",
            "Epoch 576/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 1.0057 - acc: 0.4800 - val_loss: 7.4395 - val_acc: 0.0666\n",
            "Epoch 577/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 1.0167 - acc: 0.4767 - val_loss: 7.4529 - val_acc: 0.0666\n",
            "Epoch 578/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0111 - acc: 0.4789 - val_loss: 7.4628 - val_acc: 0.0634\n",
            "Epoch 579/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 1.0106 - acc: 0.4788 - val_loss: 7.4680 - val_acc: 0.0648\n",
            "Epoch 580/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 1.0090 - acc: 0.4792 - val_loss: 7.4527 - val_acc: 0.0651\n",
            "Epoch 581/2000\n",
            "1148/1148 [==============================] - 1s 651us/step - loss: 1.0104 - acc: 0.4787 - val_loss: 7.4495 - val_acc: 0.0657\n",
            "Epoch 582/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.0031 - acc: 0.4803 - val_loss: 7.4719 - val_acc: 0.0642\n",
            "Epoch 583/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 1.0005 - acc: 0.4808 - val_loss: 7.4636 - val_acc: 0.0648\n",
            "Epoch 584/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9959 - acc: 0.4819 - val_loss: 7.4599 - val_acc: 0.0657\n",
            "Epoch 585/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9941 - acc: 0.4831 - val_loss: 7.4709 - val_acc: 0.0671\n",
            "Epoch 586/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9940 - acc: 0.4843 - val_loss: 7.4619 - val_acc: 0.0671\n",
            "Epoch 587/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9966 - acc: 0.4836 - val_loss: 7.4722 - val_acc: 0.0639\n",
            "Epoch 588/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.9953 - acc: 0.4834 - val_loss: 7.4657 - val_acc: 0.0651\n",
            "Epoch 589/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9900 - acc: 0.4841 - val_loss: 7.4637 - val_acc: 0.0657\n",
            "Epoch 590/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9890 - acc: 0.4832 - val_loss: 7.4720 - val_acc: 0.0674\n",
            "Epoch 591/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.9849 - acc: 0.4852 - val_loss: 7.4745 - val_acc: 0.0660\n",
            "Epoch 592/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.9860 - acc: 0.4862 - val_loss: 7.5088 - val_acc: 0.0660\n",
            "Epoch 593/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9856 - acc: 0.4848 - val_loss: 7.4956 - val_acc: 0.0660\n",
            "Epoch 594/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9816 - acc: 0.4894 - val_loss: 7.4870 - val_acc: 0.0686\n",
            "Epoch 595/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.9823 - acc: 0.4862 - val_loss: 7.4820 - val_acc: 0.0660\n",
            "Epoch 596/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9824 - acc: 0.4867 - val_loss: 7.4915 - val_acc: 0.0651\n",
            "Epoch 597/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9835 - acc: 0.4858 - val_loss: 7.4982 - val_acc: 0.0663\n",
            "Epoch 598/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9987 - acc: 0.4821 - val_loss: 7.5133 - val_acc: 0.0663\n",
            "Epoch 599/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 1.0041 - acc: 0.4781 - val_loss: 7.4922 - val_acc: 0.0663\n",
            "Epoch 600/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.9982 - acc: 0.4816 - val_loss: 7.5083 - val_acc: 0.0648\n",
            "Epoch 601/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.9925 - acc: 0.4824 - val_loss: 7.5109 - val_acc: 0.0660\n",
            "Epoch 602/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.9875 - acc: 0.4850 - val_loss: 7.4941 - val_acc: 0.0660\n",
            "Epoch 603/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.9833 - acc: 0.4852 - val_loss: 7.5254 - val_acc: 0.0642\n",
            "Epoch 604/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9828 - acc: 0.4853 - val_loss: 7.4954 - val_acc: 0.0668\n",
            "Epoch 605/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.9841 - acc: 0.4853 - val_loss: 7.5047 - val_acc: 0.0657\n",
            "Epoch 606/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9846 - acc: 0.4853 - val_loss: 7.4876 - val_acc: 0.0657\n",
            "Epoch 607/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.9829 - acc: 0.4858 - val_loss: 7.5104 - val_acc: 0.0648\n",
            "Epoch 608/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9945 - acc: 0.4824 - val_loss: 7.5288 - val_acc: 0.0637\n",
            "Epoch 609/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9960 - acc: 0.4828 - val_loss: 7.4938 - val_acc: 0.0648\n",
            "Epoch 610/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9939 - acc: 0.4824 - val_loss: 7.5187 - val_acc: 0.0628\n",
            "Epoch 611/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9861 - acc: 0.4841 - val_loss: 7.5214 - val_acc: 0.0654\n",
            "Epoch 612/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9822 - acc: 0.4864 - val_loss: 7.5174 - val_acc: 0.0648\n",
            "Epoch 613/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.9761 - acc: 0.4885 - val_loss: 7.5189 - val_acc: 0.0628\n",
            "Epoch 614/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9740 - acc: 0.4890 - val_loss: 7.5218 - val_acc: 0.0637\n",
            "Epoch 615/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.9800 - acc: 0.4864 - val_loss: 7.5323 - val_acc: 0.0645\n",
            "Epoch 616/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9842 - acc: 0.4843 - val_loss: 7.5402 - val_acc: 0.0628\n",
            "Epoch 617/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.9852 - acc: 0.4844 - val_loss: 7.5331 - val_acc: 0.0642\n",
            "Epoch 618/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 0.9832 - acc: 0.4835 - val_loss: 7.5098 - val_acc: 0.0639\n",
            "Epoch 619/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9799 - acc: 0.4853 - val_loss: 7.5264 - val_acc: 0.0657\n",
            "Epoch 620/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9752 - acc: 0.4880 - val_loss: 7.5300 - val_acc: 0.0628\n",
            "Epoch 621/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9718 - acc: 0.4891 - val_loss: 7.5323 - val_acc: 0.0631\n",
            "Epoch 622/2000\n",
            "1148/1148 [==============================] - 1s 696us/step - loss: 0.9720 - acc: 0.4897 - val_loss: 7.5397 - val_acc: 0.0625\n",
            "Epoch 623/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9678 - acc: 0.4906 - val_loss: 7.5259 - val_acc: 0.0639\n",
            "Epoch 624/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9674 - acc: 0.4898 - val_loss: 7.5329 - val_acc: 0.0642\n",
            "Epoch 625/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9643 - acc: 0.4911 - val_loss: 7.5318 - val_acc: 0.0631\n",
            "Epoch 626/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9649 - acc: 0.4889 - val_loss: 7.5475 - val_acc: 0.0634\n",
            "Epoch 627/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.9646 - acc: 0.4913 - val_loss: 7.5426 - val_acc: 0.0642\n",
            "Epoch 628/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9613 - acc: 0.4910 - val_loss: 7.5383 - val_acc: 0.0628\n",
            "Epoch 629/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 0.9628 - acc: 0.4905 - val_loss: 7.5514 - val_acc: 0.0645\n",
            "Epoch 630/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9630 - acc: 0.4906 - val_loss: 7.5541 - val_acc: 0.0645\n",
            "Epoch 631/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.9601 - acc: 0.4911 - val_loss: 7.5506 - val_acc: 0.0639\n",
            "Epoch 632/2000\n",
            "1148/1148 [==============================] - 1s 689us/step - loss: 0.9603 - acc: 0.4923 - val_loss: 7.5609 - val_acc: 0.0631\n",
            "Epoch 633/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.9632 - acc: 0.4894 - val_loss: 7.5557 - val_acc: 0.0637\n",
            "Epoch 634/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9618 - acc: 0.4912 - val_loss: 7.5656 - val_acc: 0.0631\n",
            "Epoch 635/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.9605 - acc: 0.4919 - val_loss: 7.5586 - val_acc: 0.0642\n",
            "Epoch 636/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9597 - acc: 0.4922 - val_loss: 7.5727 - val_acc: 0.0637\n",
            "Epoch 637/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9570 - acc: 0.4927 - val_loss: 7.5666 - val_acc: 0.0654\n",
            "Epoch 638/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9598 - acc: 0.4914 - val_loss: 7.5585 - val_acc: 0.0657\n",
            "Epoch 639/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9587 - acc: 0.4893 - val_loss: 7.5589 - val_acc: 0.0642\n",
            "Epoch 640/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9611 - acc: 0.4897 - val_loss: 7.5646 - val_acc: 0.0639\n",
            "Epoch 641/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9735 - acc: 0.4891 - val_loss: 7.5430 - val_acc: 0.0663\n",
            "Epoch 642/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9725 - acc: 0.4878 - val_loss: 7.5940 - val_acc: 0.0651\n",
            "Epoch 643/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9746 - acc: 0.4872 - val_loss: 7.5911 - val_acc: 0.0622\n",
            "Epoch 644/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.9725 - acc: 0.4864 - val_loss: 7.5606 - val_acc: 0.0666\n",
            "Epoch 645/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.9675 - acc: 0.4861 - val_loss: 7.5636 - val_acc: 0.0645\n",
            "Epoch 646/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9644 - acc: 0.4874 - val_loss: 7.5695 - val_acc: 0.0616\n",
            "Epoch 647/2000\n",
            "1148/1148 [==============================] - 1s 690us/step - loss: 0.9590 - acc: 0.4907 - val_loss: 7.5702 - val_acc: 0.0637\n",
            "Epoch 648/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9567 - acc: 0.4902 - val_loss: 7.5756 - val_acc: 0.0660\n",
            "Epoch 649/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.9550 - acc: 0.4903 - val_loss: 7.5638 - val_acc: 0.0657\n",
            "Epoch 650/2000\n",
            "1148/1148 [==============================] - 1s 687us/step - loss: 0.9599 - acc: 0.4898 - val_loss: 7.5741 - val_acc: 0.0651\n",
            "Epoch 651/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9598 - acc: 0.4913 - val_loss: 7.5846 - val_acc: 0.0631\n",
            "Epoch 652/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9537 - acc: 0.4930 - val_loss: 7.5863 - val_acc: 0.0645\n",
            "Epoch 653/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9502 - acc: 0.4917 - val_loss: 7.5923 - val_acc: 0.0619\n",
            "Epoch 654/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9489 - acc: 0.4934 - val_loss: 7.5975 - val_acc: 0.0648\n",
            "Epoch 655/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9462 - acc: 0.4943 - val_loss: 7.5878 - val_acc: 0.0634\n",
            "Epoch 656/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9474 - acc: 0.4948 - val_loss: 7.5912 - val_acc: 0.0634\n",
            "Epoch 657/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9483 - acc: 0.4938 - val_loss: 7.5886 - val_acc: 0.0660\n",
            "Epoch 658/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9563 - acc: 0.4906 - val_loss: 7.6077 - val_acc: 0.0616\n",
            "Epoch 659/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9802 - acc: 0.4837 - val_loss: 7.5876 - val_acc: 0.0651\n",
            "Epoch 660/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9842 - acc: 0.4819 - val_loss: 7.5983 - val_acc: 0.0622\n",
            "Epoch 661/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9707 - acc: 0.4866 - val_loss: 7.6006 - val_acc: 0.0625\n",
            "Epoch 662/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9679 - acc: 0.4873 - val_loss: 7.5821 - val_acc: 0.0642\n",
            "Epoch 663/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9649 - acc: 0.4870 - val_loss: 7.6018 - val_acc: 0.0639\n",
            "Epoch 664/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.9622 - acc: 0.4885 - val_loss: 7.5921 - val_acc: 0.0651\n",
            "Epoch 665/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9676 - acc: 0.4848 - val_loss: 7.5892 - val_acc: 0.0637\n",
            "Epoch 666/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9725 - acc: 0.4866 - val_loss: 7.6085 - val_acc: 0.0657\n",
            "Epoch 667/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9720 - acc: 0.4840 - val_loss: 7.6133 - val_acc: 0.0628\n",
            "Epoch 668/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9752 - acc: 0.4851 - val_loss: 7.6194 - val_acc: 0.0608\n",
            "Epoch 669/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9786 - acc: 0.4858 - val_loss: 7.5928 - val_acc: 0.0660\n",
            "Epoch 670/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9740 - acc: 0.4834 - val_loss: 7.6017 - val_acc: 0.0654\n",
            "Epoch 671/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9648 - acc: 0.4882 - val_loss: 7.5940 - val_acc: 0.0666\n",
            "Epoch 672/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9580 - acc: 0.4903 - val_loss: 7.6135 - val_acc: 0.0622\n",
            "Epoch 673/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9522 - acc: 0.4922 - val_loss: 7.6179 - val_acc: 0.0634\n",
            "Epoch 674/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.9489 - acc: 0.4930 - val_loss: 7.6065 - val_acc: 0.0639\n",
            "Epoch 675/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9426 - acc: 0.4962 - val_loss: 7.6261 - val_acc: 0.0625\n",
            "Epoch 676/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9410 - acc: 0.4933 - val_loss: 7.6211 - val_acc: 0.0622\n",
            "Epoch 677/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9399 - acc: 0.4960 - val_loss: 7.6259 - val_acc: 0.0634\n",
            "Epoch 678/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9390 - acc: 0.4961 - val_loss: 7.6418 - val_acc: 0.0616\n",
            "Epoch 679/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.9366 - acc: 0.4974 - val_loss: 7.6240 - val_acc: 0.0639\n",
            "Epoch 680/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9343 - acc: 0.4967 - val_loss: 7.6354 - val_acc: 0.0608\n",
            "Epoch 681/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9339 - acc: 0.4954 - val_loss: 7.6349 - val_acc: 0.0613\n",
            "Epoch 682/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9341 - acc: 0.4968 - val_loss: 7.6370 - val_acc: 0.0602\n",
            "Epoch 683/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9336 - acc: 0.4953 - val_loss: 7.6511 - val_acc: 0.0637\n",
            "Epoch 684/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9329 - acc: 0.4974 - val_loss: 7.6424 - val_acc: 0.0637\n",
            "Epoch 685/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.9337 - acc: 0.4968 - val_loss: 7.6335 - val_acc: 0.0631\n",
            "Epoch 686/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9296 - acc: 0.4999 - val_loss: 7.6385 - val_acc: 0.0611\n",
            "Epoch 687/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9288 - acc: 0.4986 - val_loss: 7.6391 - val_acc: 0.0611\n",
            "Epoch 688/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9302 - acc: 0.4991 - val_loss: 7.6413 - val_acc: 0.0613\n",
            "Epoch 689/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.9326 - acc: 0.4937 - val_loss: 7.6621 - val_acc: 0.0616\n",
            "Epoch 690/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.9377 - acc: 0.4940 - val_loss: 7.6614 - val_acc: 0.0619\n",
            "Epoch 691/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9396 - acc: 0.4964 - val_loss: 7.6554 - val_acc: 0.0619\n",
            "Epoch 692/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9348 - acc: 0.4957 - val_loss: 7.6423 - val_acc: 0.0625\n",
            "Epoch 693/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9312 - acc: 0.4961 - val_loss: 7.6500 - val_acc: 0.0639\n",
            "Epoch 694/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9308 - acc: 0.4948 - val_loss: 7.6519 - val_acc: 0.0648\n",
            "Epoch 695/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9293 - acc: 0.4969 - val_loss: 7.6400 - val_acc: 0.0634\n",
            "Epoch 696/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9299 - acc: 0.4971 - val_loss: 7.6559 - val_acc: 0.0625\n",
            "Epoch 697/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.9307 - acc: 0.4977 - val_loss: 7.6362 - val_acc: 0.0622\n",
            "Epoch 698/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.9392 - acc: 0.4938 - val_loss: 7.6638 - val_acc: 0.0625\n",
            "Epoch 699/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9484 - acc: 0.4905 - val_loss: 7.6527 - val_acc: 0.0631\n",
            "Epoch 700/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.9456 - acc: 0.4922 - val_loss: 7.6400 - val_acc: 0.0639\n",
            "Epoch 701/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9411 - acc: 0.4939 - val_loss: 7.6517 - val_acc: 0.0645\n",
            "Epoch 702/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9344 - acc: 0.4962 - val_loss: 7.6533 - val_acc: 0.0639\n",
            "Epoch 703/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.9337 - acc: 0.4950 - val_loss: 7.6572 - val_acc: 0.0637\n",
            "Epoch 704/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9334 - acc: 0.4956 - val_loss: 7.6830 - val_acc: 0.0608\n",
            "Epoch 705/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9314 - acc: 0.4962 - val_loss: 7.6751 - val_acc: 0.0631\n",
            "Epoch 706/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9301 - acc: 0.4966 - val_loss: 7.6815 - val_acc: 0.0616\n",
            "Epoch 707/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9270 - acc: 0.4970 - val_loss: 7.6675 - val_acc: 0.0616\n",
            "Epoch 708/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9257 - acc: 0.4975 - val_loss: 7.6764 - val_acc: 0.0616\n",
            "Epoch 709/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9226 - acc: 0.4984 - val_loss: 7.6768 - val_acc: 0.0625\n",
            "Epoch 710/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9198 - acc: 0.5002 - val_loss: 7.6823 - val_acc: 0.0622\n",
            "Epoch 711/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.9189 - acc: 0.4989 - val_loss: 7.6828 - val_acc: 0.0634\n",
            "Epoch 712/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.9169 - acc: 0.5026 - val_loss: 7.6792 - val_acc: 0.0637\n",
            "Epoch 713/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9214 - acc: 0.4997 - val_loss: 7.6891 - val_acc: 0.0631\n",
            "Epoch 714/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9279 - acc: 0.4967 - val_loss: 7.6745 - val_acc: 0.0651\n",
            "Epoch 715/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.9444 - acc: 0.4911 - val_loss: 7.6795 - val_acc: 0.0587\n",
            "Epoch 716/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9510 - acc: 0.4881 - val_loss: 7.6903 - val_acc: 0.0611\n",
            "Epoch 717/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.9514 - acc: 0.4895 - val_loss: 7.7127 - val_acc: 0.0639\n",
            "Epoch 718/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9441 - acc: 0.4905 - val_loss: 7.7059 - val_acc: 0.0628\n",
            "Epoch 719/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9427 - acc: 0.4889 - val_loss: 7.6755 - val_acc: 0.0645\n",
            "Epoch 720/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9458 - acc: 0.4906 - val_loss: 7.6969 - val_acc: 0.0631\n",
            "Epoch 721/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9506 - acc: 0.4877 - val_loss: 7.6851 - val_acc: 0.0654\n",
            "Epoch 722/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9431 - acc: 0.4909 - val_loss: 7.7248 - val_acc: 0.0616\n",
            "Epoch 723/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9395 - acc: 0.4909 - val_loss: 7.7094 - val_acc: 0.0622\n",
            "Epoch 724/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9323 - acc: 0.4956 - val_loss: 7.6946 - val_acc: 0.0642\n",
            "Epoch 725/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9289 - acc: 0.4952 - val_loss: 7.7031 - val_acc: 0.0608\n",
            "Epoch 726/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9354 - acc: 0.4946 - val_loss: 7.7024 - val_acc: 0.0634\n",
            "Epoch 727/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.9407 - acc: 0.4942 - val_loss: 7.7029 - val_acc: 0.0645\n",
            "Epoch 728/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9385 - acc: 0.4935 - val_loss: 7.7069 - val_acc: 0.0625\n",
            "Epoch 729/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9334 - acc: 0.4935 - val_loss: 7.7238 - val_acc: 0.0611\n",
            "Epoch 730/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9305 - acc: 0.4952 - val_loss: 7.7114 - val_acc: 0.0645\n",
            "Epoch 731/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9281 - acc: 0.4972 - val_loss: 7.7224 - val_acc: 0.0616\n",
            "Epoch 732/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9267 - acc: 0.4963 - val_loss: 7.7047 - val_acc: 0.0622\n",
            "Epoch 733/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9236 - acc: 0.4964 - val_loss: 7.7140 - val_acc: 0.0611\n",
            "Epoch 734/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.9203 - acc: 0.4982 - val_loss: 7.7160 - val_acc: 0.0634\n",
            "Epoch 735/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9159 - acc: 0.4996 - val_loss: 7.7206 - val_acc: 0.0622\n",
            "Epoch 736/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9132 - acc: 0.5004 - val_loss: 7.7260 - val_acc: 0.0631\n",
            "Epoch 737/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9175 - acc: 0.4999 - val_loss: 7.7217 - val_acc: 0.0628\n",
            "Epoch 738/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9181 - acc: 0.4988 - val_loss: 7.7323 - val_acc: 0.0619\n",
            "Epoch 739/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9143 - acc: 0.5007 - val_loss: 7.7308 - val_acc: 0.0616\n",
            "Epoch 740/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.9131 - acc: 0.5019 - val_loss: 7.7308 - val_acc: 0.0608\n",
            "Epoch 741/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9119 - acc: 0.5015 - val_loss: 7.7376 - val_acc: 0.0628\n",
            "Epoch 742/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9067 - acc: 0.5036 - val_loss: 7.7288 - val_acc: 0.0631\n",
            "Epoch 743/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9072 - acc: 0.5034 - val_loss: 7.7293 - val_acc: 0.0637\n",
            "Epoch 744/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9122 - acc: 0.5004 - val_loss: 7.7363 - val_acc: 0.0619\n",
            "Epoch 745/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9098 - acc: 0.5011 - val_loss: 7.7460 - val_acc: 0.0619\n",
            "Epoch 746/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9098 - acc: 0.5020 - val_loss: 7.7510 - val_acc: 0.0616\n",
            "Epoch 747/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9090 - acc: 0.5005 - val_loss: 7.7325 - val_acc: 0.0611\n",
            "Epoch 748/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9113 - acc: 0.5009 - val_loss: 7.7439 - val_acc: 0.0608\n",
            "Epoch 749/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9144 - acc: 0.4988 - val_loss: 7.7574 - val_acc: 0.0622\n",
            "Epoch 750/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9111 - acc: 0.5006 - val_loss: 7.7472 - val_acc: 0.0613\n",
            "Epoch 751/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.9098 - acc: 0.5004 - val_loss: 7.7498 - val_acc: 0.0616\n",
            "Epoch 752/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9281 - acc: 0.4942 - val_loss: 7.7479 - val_acc: 0.0613\n",
            "Epoch 753/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9346 - acc: 0.4925 - val_loss: 7.7427 - val_acc: 0.0634\n",
            "Epoch 754/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9289 - acc: 0.4952 - val_loss: 7.7659 - val_acc: 0.0613\n",
            "Epoch 755/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.9415 - acc: 0.4880 - val_loss: 7.7625 - val_acc: 0.0622\n",
            "Epoch 756/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9426 - acc: 0.4901 - val_loss: 7.7379 - val_acc: 0.0625\n",
            "Epoch 757/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.9411 - acc: 0.4889 - val_loss: 7.7548 - val_acc: 0.0605\n",
            "Epoch 758/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9352 - acc: 0.4919 - val_loss: 7.7627 - val_acc: 0.0625\n",
            "Epoch 759/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9254 - acc: 0.4951 - val_loss: 7.7678 - val_acc: 0.0631\n",
            "Epoch 760/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9190 - acc: 0.4978 - val_loss: 7.7526 - val_acc: 0.0622\n",
            "Epoch 761/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.9141 - acc: 0.5004 - val_loss: 7.7517 - val_acc: 0.0634\n",
            "Epoch 762/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9109 - acc: 0.5013 - val_loss: 7.7592 - val_acc: 0.0631\n",
            "Epoch 763/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.9056 - acc: 0.5024 - val_loss: 7.7613 - val_acc: 0.0625\n",
            "Epoch 764/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9039 - acc: 0.5018 - val_loss: 7.7658 - val_acc: 0.0622\n",
            "Epoch 765/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9010 - acc: 0.5039 - val_loss: 7.7762 - val_acc: 0.0622\n",
            "Epoch 766/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8978 - acc: 0.5046 - val_loss: 7.7770 - val_acc: 0.0637\n",
            "Epoch 767/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8965 - acc: 0.5049 - val_loss: 7.7836 - val_acc: 0.0628\n",
            "Epoch 768/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8948 - acc: 0.5066 - val_loss: 7.7667 - val_acc: 0.0622\n",
            "Epoch 769/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8937 - acc: 0.5065 - val_loss: 7.7836 - val_acc: 0.0608\n",
            "Epoch 770/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8931 - acc: 0.5067 - val_loss: 7.7869 - val_acc: 0.0605\n",
            "Epoch 771/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8940 - acc: 0.5041 - val_loss: 7.7966 - val_acc: 0.0619\n",
            "Epoch 772/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8946 - acc: 0.5051 - val_loss: 7.7736 - val_acc: 0.0637\n",
            "Epoch 773/2000\n",
            "1148/1148 [==============================] - 1s 766us/step - loss: 0.8924 - acc: 0.5041 - val_loss: 7.7841 - val_acc: 0.0608\n",
            "Epoch 774/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8920 - acc: 0.5054 - val_loss: 7.7797 - val_acc: 0.0622\n",
            "Epoch 775/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8919 - acc: 0.5062 - val_loss: 7.7949 - val_acc: 0.0637\n",
            "Epoch 776/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8927 - acc: 0.5060 - val_loss: 7.7818 - val_acc: 0.0628\n",
            "Epoch 777/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8933 - acc: 0.5059 - val_loss: 7.7898 - val_acc: 0.0628\n",
            "Epoch 778/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8926 - acc: 0.5054 - val_loss: 7.7944 - val_acc: 0.0631\n",
            "Epoch 779/2000\n",
            "1148/1148 [==============================] - 1s 646us/step - loss: 0.8925 - acc: 0.5062 - val_loss: 7.8020 - val_acc: 0.0619\n",
            "Epoch 780/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 0.8909 - acc: 0.5065 - val_loss: 7.7938 - val_acc: 0.0622\n",
            "Epoch 781/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.8914 - acc: 0.5059 - val_loss: 7.7969 - val_acc: 0.0619\n",
            "Epoch 782/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8912 - acc: 0.5042 - val_loss: 7.7941 - val_acc: 0.0622\n",
            "Epoch 783/2000\n",
            "1148/1148 [==============================] - 1s 651us/step - loss: 0.8903 - acc: 0.5070 - val_loss: 7.8045 - val_acc: 0.0613\n",
            "Epoch 784/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8905 - acc: 0.5049 - val_loss: 7.7998 - val_acc: 0.0619\n",
            "Epoch 785/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8918 - acc: 0.5036 - val_loss: 7.8141 - val_acc: 0.0611\n",
            "Epoch 786/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8909 - acc: 0.5053 - val_loss: 7.8235 - val_acc: 0.0613\n",
            "Epoch 787/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8917 - acc: 0.5045 - val_loss: 7.7962 - val_acc: 0.0634\n",
            "Epoch 788/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 0.8949 - acc: 0.5049 - val_loss: 7.8173 - val_acc: 0.0616\n",
            "Epoch 789/2000\n",
            "1148/1148 [==============================] - 1s 645us/step - loss: 0.9002 - acc: 0.5041 - val_loss: 7.8151 - val_acc: 0.0613\n",
            "Epoch 790/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9030 - acc: 0.5012 - val_loss: 7.8100 - val_acc: 0.0628\n",
            "Epoch 791/2000\n",
            "1148/1148 [==============================] - 1s 654us/step - loss: 0.9001 - acc: 0.5023 - val_loss: 7.7853 - val_acc: 0.0622\n",
            "Epoch 792/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9098 - acc: 0.4978 - val_loss: 7.8014 - val_acc: 0.0616\n",
            "Epoch 793/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9097 - acc: 0.4987 - val_loss: 7.8087 - val_acc: 0.0616\n",
            "Epoch 794/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9068 - acc: 0.4991 - val_loss: 7.8113 - val_acc: 0.0616\n",
            "Epoch 795/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9111 - acc: 0.4981 - val_loss: 7.7773 - val_acc: 0.0637\n",
            "Epoch 796/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9268 - acc: 0.4959 - val_loss: 7.8086 - val_acc: 0.0637\n",
            "Epoch 797/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9190 - acc: 0.4980 - val_loss: 7.7986 - val_acc: 0.0613\n",
            "Epoch 798/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9189 - acc: 0.4966 - val_loss: 7.8199 - val_acc: 0.0611\n",
            "Epoch 799/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9139 - acc: 0.5001 - val_loss: 7.8285 - val_acc: 0.0631\n",
            "Epoch 800/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.9071 - acc: 0.4996 - val_loss: 7.8025 - val_acc: 0.0613\n",
            "Epoch 801/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9040 - acc: 0.5017 - val_loss: 7.8014 - val_acc: 0.0654\n",
            "Epoch 802/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9012 - acc: 0.5030 - val_loss: 7.8142 - val_acc: 0.0639\n",
            "Epoch 803/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9009 - acc: 0.5042 - val_loss: 7.8139 - val_acc: 0.0622\n",
            "Epoch 804/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8969 - acc: 0.5047 - val_loss: 7.8261 - val_acc: 0.0639\n",
            "Epoch 805/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8987 - acc: 0.5041 - val_loss: 7.8248 - val_acc: 0.0616\n",
            "Epoch 806/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.9050 - acc: 0.5013 - val_loss: 7.8351 - val_acc: 0.0622\n",
            "Epoch 807/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.9092 - acc: 0.4996 - val_loss: 7.7990 - val_acc: 0.0625\n",
            "Epoch 808/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.9066 - acc: 0.4979 - val_loss: 7.8197 - val_acc: 0.0637\n",
            "Epoch 809/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.9090 - acc: 0.4985 - val_loss: 7.8263 - val_acc: 0.0628\n",
            "Epoch 810/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9083 - acc: 0.4993 - val_loss: 7.8028 - val_acc: 0.0628\n",
            "Epoch 811/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9072 - acc: 0.5017 - val_loss: 7.8083 - val_acc: 0.0628\n",
            "Epoch 812/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.9038 - acc: 0.4999 - val_loss: 7.8274 - val_acc: 0.0631\n",
            "Epoch 813/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.9003 - acc: 0.5012 - val_loss: 7.8237 - val_acc: 0.0642\n",
            "Epoch 814/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8964 - acc: 0.5033 - val_loss: 7.8250 - val_acc: 0.0639\n",
            "Epoch 815/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8971 - acc: 0.5048 - val_loss: 7.8313 - val_acc: 0.0611\n",
            "Epoch 816/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8926 - acc: 0.5034 - val_loss: 7.8388 - val_acc: 0.0631\n",
            "Epoch 817/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8931 - acc: 0.5033 - val_loss: 7.8336 - val_acc: 0.0611\n",
            "Epoch 818/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8922 - acc: 0.5033 - val_loss: 7.8281 - val_acc: 0.0631\n",
            "Epoch 819/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8901 - acc: 0.5052 - val_loss: 7.8369 - val_acc: 0.0628\n",
            "Epoch 820/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8920 - acc: 0.5039 - val_loss: 7.8223 - val_acc: 0.0605\n",
            "Epoch 821/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8897 - acc: 0.5052 - val_loss: 7.8244 - val_acc: 0.0631\n",
            "Epoch 822/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8931 - acc: 0.5049 - val_loss: 7.8614 - val_acc: 0.0596\n",
            "Epoch 823/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8925 - acc: 0.5040 - val_loss: 7.8567 - val_acc: 0.0628\n",
            "Epoch 824/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8895 - acc: 0.5050 - val_loss: 7.8404 - val_acc: 0.0616\n",
            "Epoch 825/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8897 - acc: 0.5043 - val_loss: 7.8422 - val_acc: 0.0608\n",
            "Epoch 826/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8882 - acc: 0.5050 - val_loss: 7.8526 - val_acc: 0.0634\n",
            "Epoch 827/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8856 - acc: 0.5048 - val_loss: 7.8343 - val_acc: 0.0625\n",
            "Epoch 828/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8858 - acc: 0.5046 - val_loss: 7.8460 - val_acc: 0.0625\n",
            "Epoch 829/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8844 - acc: 0.5061 - val_loss: 7.8489 - val_acc: 0.0625\n",
            "Epoch 830/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8877 - acc: 0.5057 - val_loss: 7.8414 - val_acc: 0.0628\n",
            "Epoch 831/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8830 - acc: 0.5041 - val_loss: 7.8418 - val_acc: 0.0619\n",
            "Epoch 832/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8809 - acc: 0.5076 - val_loss: 7.8515 - val_acc: 0.0628\n",
            "Epoch 833/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8789 - acc: 0.5069 - val_loss: 7.8584 - val_acc: 0.0634\n",
            "Epoch 834/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8778 - acc: 0.5083 - val_loss: 7.8391 - val_acc: 0.0625\n",
            "Epoch 835/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.8774 - acc: 0.5078 - val_loss: 7.8728 - val_acc: 0.0608\n",
            "Epoch 836/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8790 - acc: 0.5073 - val_loss: 7.8609 - val_acc: 0.0622\n",
            "Epoch 837/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8800 - acc: 0.5075 - val_loss: 7.8477 - val_acc: 0.0619\n",
            "Epoch 838/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8803 - acc: 0.5067 - val_loss: 7.8403 - val_acc: 0.0637\n",
            "Epoch 839/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8790 - acc: 0.5064 - val_loss: 7.8526 - val_acc: 0.0642\n",
            "Epoch 840/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8777 - acc: 0.5094 - val_loss: 7.8748 - val_acc: 0.0628\n",
            "Epoch 841/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8738 - acc: 0.5089 - val_loss: 7.8776 - val_acc: 0.0625\n",
            "Epoch 842/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8764 - acc: 0.5083 - val_loss: 7.8557 - val_acc: 0.0634\n",
            "Epoch 843/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8751 - acc: 0.5093 - val_loss: 7.8697 - val_acc: 0.0631\n",
            "Epoch 844/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8767 - acc: 0.5073 - val_loss: 7.8662 - val_acc: 0.0645\n",
            "Epoch 845/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8786 - acc: 0.5060 - val_loss: 7.8775 - val_acc: 0.0634\n",
            "Epoch 846/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8837 - acc: 0.5062 - val_loss: 7.8635 - val_acc: 0.0616\n",
            "Epoch 847/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8803 - acc: 0.5064 - val_loss: 7.8671 - val_acc: 0.0631\n",
            "Epoch 848/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8797 - acc: 0.5075 - val_loss: 7.8801 - val_acc: 0.0625\n",
            "Epoch 849/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8753 - acc: 0.5068 - val_loss: 7.8863 - val_acc: 0.0619\n",
            "Epoch 850/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8767 - acc: 0.5070 - val_loss: 7.8773 - val_acc: 0.0628\n",
            "Epoch 851/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8802 - acc: 0.5046 - val_loss: 7.8597 - val_acc: 0.0634\n",
            "Epoch 852/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8836 - acc: 0.5053 - val_loss: 7.8884 - val_acc: 0.0608\n",
            "Epoch 853/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8797 - acc: 0.5058 - val_loss: 7.8649 - val_acc: 0.0634\n",
            "Epoch 854/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8791 - acc: 0.5086 - val_loss: 7.8935 - val_acc: 0.0596\n",
            "Epoch 855/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8784 - acc: 0.5075 - val_loss: 7.8769 - val_acc: 0.0608\n",
            "Epoch 856/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8794 - acc: 0.5075 - val_loss: 7.8940 - val_acc: 0.0616\n",
            "Epoch 857/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8816 - acc: 0.5049 - val_loss: 7.8606 - val_acc: 0.0651\n",
            "Epoch 858/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8813 - acc: 0.5068 - val_loss: 7.8804 - val_acc: 0.0625\n",
            "Epoch 859/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8773 - acc: 0.5077 - val_loss: 7.8789 - val_acc: 0.0619\n",
            "Epoch 860/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8783 - acc: 0.5086 - val_loss: 7.8690 - val_acc: 0.0639\n",
            "Epoch 861/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8745 - acc: 0.5067 - val_loss: 7.8816 - val_acc: 0.0602\n",
            "Epoch 862/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8788 - acc: 0.5060 - val_loss: 7.8804 - val_acc: 0.0625\n",
            "Epoch 863/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8849 - acc: 0.5040 - val_loss: 7.9014 - val_acc: 0.0599\n",
            "Epoch 864/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8889 - acc: 0.5020 - val_loss: 7.9079 - val_acc: 0.0593\n",
            "Epoch 865/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8918 - acc: 0.5012 - val_loss: 7.9146 - val_acc: 0.0619\n",
            "Epoch 866/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.9250 - acc: 0.4928 - val_loss: 7.8930 - val_acc: 0.0573\n",
            "Epoch 867/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.9136 - acc: 0.4967 - val_loss: 7.9133 - val_acc: 0.0590\n",
            "Epoch 868/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.9098 - acc: 0.4973 - val_loss: 7.8945 - val_acc: 0.0593\n",
            "Epoch 869/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9044 - acc: 0.4961 - val_loss: 7.8793 - val_acc: 0.0613\n",
            "Epoch 870/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.9015 - acc: 0.4988 - val_loss: 7.9075 - val_acc: 0.0602\n",
            "Epoch 871/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8943 - acc: 0.5015 - val_loss: 7.9024 - val_acc: 0.0590\n",
            "Epoch 872/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8886 - acc: 0.5035 - val_loss: 7.8981 - val_acc: 0.0587\n",
            "Epoch 873/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8855 - acc: 0.5036 - val_loss: 7.9191 - val_acc: 0.0605\n",
            "Epoch 874/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8824 - acc: 0.5037 - val_loss: 7.9323 - val_acc: 0.0596\n",
            "Epoch 875/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8758 - acc: 0.5075 - val_loss: 7.9005 - val_acc: 0.0628\n",
            "Epoch 876/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8714 - acc: 0.5090 - val_loss: 7.9230 - val_acc: 0.0602\n",
            "Epoch 877/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8707 - acc: 0.5090 - val_loss: 7.9089 - val_acc: 0.0602\n",
            "Epoch 878/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8723 - acc: 0.5085 - val_loss: 7.8955 - val_acc: 0.0599\n",
            "Epoch 879/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8787 - acc: 0.5068 - val_loss: 7.9020 - val_acc: 0.0619\n",
            "Epoch 880/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8750 - acc: 0.5081 - val_loss: 7.9101 - val_acc: 0.0605\n",
            "Epoch 881/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8768 - acc: 0.5050 - val_loss: 7.9125 - val_acc: 0.0605\n",
            "Epoch 882/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8765 - acc: 0.5054 - val_loss: 7.8999 - val_acc: 0.0622\n",
            "Epoch 883/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8798 - acc: 0.5052 - val_loss: 7.9041 - val_acc: 0.0616\n",
            "Epoch 884/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8783 - acc: 0.5060 - val_loss: 7.9114 - val_acc: 0.0596\n",
            "Epoch 885/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8756 - acc: 0.5051 - val_loss: 7.9052 - val_acc: 0.0631\n",
            "Epoch 886/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8750 - acc: 0.5072 - val_loss: 7.9026 - val_acc: 0.0605\n",
            "Epoch 887/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8690 - acc: 0.5094 - val_loss: 7.9068 - val_acc: 0.0584\n",
            "Epoch 888/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8667 - acc: 0.5095 - val_loss: 7.8965 - val_acc: 0.0625\n",
            "Epoch 889/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8639 - acc: 0.5107 - val_loss: 7.9211 - val_acc: 0.0628\n",
            "Epoch 890/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8604 - acc: 0.5094 - val_loss: 7.9145 - val_acc: 0.0625\n",
            "Epoch 891/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8616 - acc: 0.5105 - val_loss: 7.9105 - val_acc: 0.0587\n",
            "Epoch 892/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8631 - acc: 0.5110 - val_loss: 7.9225 - val_acc: 0.0611\n",
            "Epoch 893/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8633 - acc: 0.5116 - val_loss: 7.9250 - val_acc: 0.0616\n",
            "Epoch 894/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8610 - acc: 0.5114 - val_loss: 7.9201 - val_acc: 0.0608\n",
            "Epoch 895/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8601 - acc: 0.5118 - val_loss: 7.9335 - val_acc: 0.0613\n",
            "Epoch 896/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8594 - acc: 0.5121 - val_loss: 7.9425 - val_acc: 0.0605\n",
            "Epoch 897/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8584 - acc: 0.5121 - val_loss: 7.9167 - val_acc: 0.0608\n",
            "Epoch 898/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8563 - acc: 0.5120 - val_loss: 7.9280 - val_acc: 0.0605\n",
            "Epoch 899/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8552 - acc: 0.5131 - val_loss: 7.9307 - val_acc: 0.0602\n",
            "Epoch 900/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8585 - acc: 0.5099 - val_loss: 7.9406 - val_acc: 0.0608\n",
            "Epoch 901/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8624 - acc: 0.5108 - val_loss: 7.9470 - val_acc: 0.0611\n",
            "Epoch 902/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8644 - acc: 0.5072 - val_loss: 7.9627 - val_acc: 0.0608\n",
            "Epoch 903/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8604 - acc: 0.5101 - val_loss: 7.9381 - val_acc: 0.0605\n",
            "Epoch 904/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8567 - acc: 0.5130 - val_loss: 7.9613 - val_acc: 0.0613\n",
            "Epoch 905/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8575 - acc: 0.5107 - val_loss: 7.9515 - val_acc: 0.0608\n",
            "Epoch 906/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8577 - acc: 0.5121 - val_loss: 7.9539 - val_acc: 0.0608\n",
            "Epoch 907/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8593 - acc: 0.5114 - val_loss: 7.9521 - val_acc: 0.0619\n",
            "Epoch 908/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.8596 - acc: 0.5127 - val_loss: 7.9551 - val_acc: 0.0616\n",
            "Epoch 909/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8611 - acc: 0.5110 - val_loss: 7.9426 - val_acc: 0.0622\n",
            "Epoch 910/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8609 - acc: 0.5093 - val_loss: 7.9672 - val_acc: 0.0602\n",
            "Epoch 911/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8590 - acc: 0.5075 - val_loss: 7.9515 - val_acc: 0.0631\n",
            "Epoch 912/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8609 - acc: 0.5119 - val_loss: 7.9625 - val_acc: 0.0616\n",
            "Epoch 913/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8606 - acc: 0.5102 - val_loss: 7.9530 - val_acc: 0.0602\n",
            "Epoch 914/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8599 - acc: 0.5117 - val_loss: 7.9667 - val_acc: 0.0605\n",
            "Epoch 915/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8625 - acc: 0.5085 - val_loss: 7.9761 - val_acc: 0.0613\n",
            "Epoch 916/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8623 - acc: 0.5082 - val_loss: 7.9705 - val_acc: 0.0605\n",
            "Epoch 917/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8582 - acc: 0.5095 - val_loss: 7.9511 - val_acc: 0.0596\n",
            "Epoch 918/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8572 - acc: 0.5100 - val_loss: 7.9715 - val_acc: 0.0611\n",
            "Epoch 919/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8569 - acc: 0.5115 - val_loss: 7.9483 - val_acc: 0.0608\n",
            "Epoch 920/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8618 - acc: 0.5110 - val_loss: 7.9484 - val_acc: 0.0619\n",
            "Epoch 921/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8605 - acc: 0.5110 - val_loss: 7.9493 - val_acc: 0.0605\n",
            "Epoch 922/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8567 - acc: 0.5107 - val_loss: 7.9559 - val_acc: 0.0619\n",
            "Epoch 923/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8548 - acc: 0.5110 - val_loss: 7.9774 - val_acc: 0.0593\n",
            "Epoch 924/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8560 - acc: 0.5113 - val_loss: 7.9702 - val_acc: 0.0602\n",
            "Epoch 925/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8594 - acc: 0.5111 - val_loss: 7.9633 - val_acc: 0.0573\n",
            "Epoch 926/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8701 - acc: 0.5060 - val_loss: 7.9618 - val_acc: 0.0596\n",
            "Epoch 927/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8756 - acc: 0.5047 - val_loss: 7.9598 - val_acc: 0.0587\n",
            "Epoch 928/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8774 - acc: 0.5027 - val_loss: 7.9649 - val_acc: 0.0587\n",
            "Epoch 929/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8746 - acc: 0.5052 - val_loss: 7.9557 - val_acc: 0.0590\n",
            "Epoch 930/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.8714 - acc: 0.5070 - val_loss: 7.9663 - val_acc: 0.0584\n",
            "Epoch 931/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8747 - acc: 0.5052 - val_loss: 7.9492 - val_acc: 0.0608\n",
            "Epoch 932/2000\n",
            "1148/1148 [==============================] - 1s 648us/step - loss: 0.8790 - acc: 0.5069 - val_loss: 7.9581 - val_acc: 0.0602\n",
            "Epoch 933/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.8783 - acc: 0.5050 - val_loss: 7.9770 - val_acc: 0.0602\n",
            "Epoch 934/2000\n",
            "1148/1148 [==============================] - 1s 647us/step - loss: 0.8920 - acc: 0.4975 - val_loss: 7.9524 - val_acc: 0.0613\n",
            "Epoch 935/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.8896 - acc: 0.5004 - val_loss: 7.9582 - val_acc: 0.0602\n",
            "Epoch 936/2000\n",
            "1148/1148 [==============================] - 1s 687us/step - loss: 0.8890 - acc: 0.5001 - val_loss: 7.9312 - val_acc: 0.0611\n",
            "Epoch 937/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8916 - acc: 0.4980 - val_loss: 7.9460 - val_acc: 0.0605\n",
            "Epoch 938/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8888 - acc: 0.5001 - val_loss: 7.9627 - val_acc: 0.0608\n",
            "Epoch 939/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.9615 - acc: 0.4840 - val_loss: 7.9195 - val_acc: 0.0634\n",
            "Epoch 940/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 1.0134 - acc: 0.4673 - val_loss: 7.9721 - val_acc: 0.0611\n",
            "Epoch 941/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9798 - acc: 0.4743 - val_loss: 7.9544 - val_acc: 0.0582\n",
            "Epoch 942/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.9581 - acc: 0.4780 - val_loss: 7.9795 - val_acc: 0.0553\n",
            "Epoch 943/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.9466 - acc: 0.4837 - val_loss: 7.9719 - val_acc: 0.0570\n",
            "Epoch 944/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.9486 - acc: 0.4801 - val_loss: 7.9618 - val_acc: 0.0587\n",
            "Epoch 945/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.9417 - acc: 0.4843 - val_loss: 7.9677 - val_acc: 0.0579\n",
            "Epoch 946/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9375 - acc: 0.4853 - val_loss: 7.9377 - val_acc: 0.0593\n",
            "Epoch 947/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9141 - acc: 0.4921 - val_loss: 7.9830 - val_acc: 0.0587\n",
            "Epoch 948/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.9065 - acc: 0.4959 - val_loss: 7.9473 - val_acc: 0.0587\n",
            "Epoch 949/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8924 - acc: 0.4984 - val_loss: 7.9689 - val_acc: 0.0558\n",
            "Epoch 950/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8790 - acc: 0.5039 - val_loss: 7.9683 - val_acc: 0.0579\n",
            "Epoch 951/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8703 - acc: 0.5059 - val_loss: 7.9642 - val_acc: 0.0599\n",
            "Epoch 952/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8633 - acc: 0.5082 - val_loss: 7.9689 - val_acc: 0.0596\n",
            "Epoch 953/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8604 - acc: 0.5113 - val_loss: 7.9705 - val_acc: 0.0587\n",
            "Epoch 954/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8558 - acc: 0.5104 - val_loss: 7.9667 - val_acc: 0.0634\n",
            "Epoch 955/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8518 - acc: 0.5109 - val_loss: 7.9684 - val_acc: 0.0608\n",
            "Epoch 956/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8503 - acc: 0.5122 - val_loss: 7.9767 - val_acc: 0.0596\n",
            "Epoch 957/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8492 - acc: 0.5123 - val_loss: 7.9765 - val_acc: 0.0613\n",
            "Epoch 958/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8464 - acc: 0.5128 - val_loss: 7.9805 - val_acc: 0.0608\n",
            "Epoch 959/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8462 - acc: 0.5115 - val_loss: 7.9792 - val_acc: 0.0613\n",
            "Epoch 960/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8457 - acc: 0.5138 - val_loss: 7.9787 - val_acc: 0.0611\n",
            "Epoch 961/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8456 - acc: 0.5115 - val_loss: 7.9829 - val_acc: 0.0602\n",
            "Epoch 962/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8458 - acc: 0.5139 - val_loss: 7.9952 - val_acc: 0.0608\n",
            "Epoch 963/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8437 - acc: 0.5123 - val_loss: 7.9885 - val_acc: 0.0613\n",
            "Epoch 964/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8418 - acc: 0.5158 - val_loss: 7.9990 - val_acc: 0.0616\n",
            "Epoch 965/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8446 - acc: 0.5132 - val_loss: 8.0039 - val_acc: 0.0599\n",
            "Epoch 966/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8412 - acc: 0.5155 - val_loss: 7.9982 - val_acc: 0.0613\n",
            "Epoch 967/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8381 - acc: 0.5157 - val_loss: 8.0065 - val_acc: 0.0579\n",
            "Epoch 968/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8374 - acc: 0.5152 - val_loss: 7.9994 - val_acc: 0.0587\n",
            "Epoch 969/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8388 - acc: 0.5155 - val_loss: 8.0150 - val_acc: 0.0611\n",
            "Epoch 970/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8387 - acc: 0.5144 - val_loss: 8.0152 - val_acc: 0.0599\n",
            "Epoch 971/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8409 - acc: 0.5146 - val_loss: 8.0055 - val_acc: 0.0590\n",
            "Epoch 972/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8373 - acc: 0.5154 - val_loss: 8.0035 - val_acc: 0.0584\n",
            "Epoch 973/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8383 - acc: 0.5149 - val_loss: 7.9993 - val_acc: 0.0619\n",
            "Epoch 974/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8391 - acc: 0.5150 - val_loss: 8.0079 - val_acc: 0.0596\n",
            "Epoch 975/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8381 - acc: 0.5158 - val_loss: 8.0108 - val_acc: 0.0593\n",
            "Epoch 976/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8408 - acc: 0.5150 - val_loss: 8.0133 - val_acc: 0.0613\n",
            "Epoch 977/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8393 - acc: 0.5152 - val_loss: 8.0029 - val_acc: 0.0576\n",
            "Epoch 978/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8382 - acc: 0.5157 - val_loss: 8.0091 - val_acc: 0.0582\n",
            "Epoch 979/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8355 - acc: 0.5158 - val_loss: 8.0193 - val_acc: 0.0608\n",
            "Epoch 980/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8350 - acc: 0.5152 - val_loss: 8.0224 - val_acc: 0.0605\n",
            "Epoch 981/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8356 - acc: 0.5152 - val_loss: 8.0251 - val_acc: 0.0605\n",
            "Epoch 982/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8355 - acc: 0.5144 - val_loss: 7.9957 - val_acc: 0.0596\n",
            "Epoch 983/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8344 - acc: 0.5140 - val_loss: 8.0214 - val_acc: 0.0596\n",
            "Epoch 984/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8372 - acc: 0.5135 - val_loss: 8.0228 - val_acc: 0.0619\n",
            "Epoch 985/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8367 - acc: 0.5135 - val_loss: 8.0417 - val_acc: 0.0593\n",
            "Epoch 986/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8370 - acc: 0.5155 - val_loss: 8.0345 - val_acc: 0.0587\n",
            "Epoch 987/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8413 - acc: 0.5132 - val_loss: 8.0346 - val_acc: 0.0584\n",
            "Epoch 988/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8419 - acc: 0.5125 - val_loss: 8.0305 - val_acc: 0.0619\n",
            "Epoch 989/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8430 - acc: 0.5126 - val_loss: 8.0027 - val_acc: 0.0611\n",
            "Epoch 990/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8399 - acc: 0.5142 - val_loss: 8.0218 - val_acc: 0.0619\n",
            "Epoch 991/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8368 - acc: 0.5144 - val_loss: 8.0269 - val_acc: 0.0596\n",
            "Epoch 992/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8382 - acc: 0.5144 - val_loss: 8.0184 - val_acc: 0.0599\n",
            "Epoch 993/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8403 - acc: 0.5126 - val_loss: 8.0392 - val_acc: 0.0590\n",
            "Epoch 994/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8380 - acc: 0.5138 - val_loss: 8.0454 - val_acc: 0.0611\n",
            "Epoch 995/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8376 - acc: 0.5135 - val_loss: 8.0292 - val_acc: 0.0587\n",
            "Epoch 996/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8361 - acc: 0.5155 - val_loss: 8.0340 - val_acc: 0.0576\n",
            "Epoch 997/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8341 - acc: 0.5147 - val_loss: 8.0435 - val_acc: 0.0605\n",
            "Epoch 998/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8340 - acc: 0.5146 - val_loss: 8.0309 - val_acc: 0.0602\n",
            "Epoch 999/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8344 - acc: 0.5132 - val_loss: 8.0450 - val_acc: 0.0602\n",
            "Epoch 1000/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8360 - acc: 0.5153 - val_loss: 8.0285 - val_acc: 0.0579\n",
            "Epoch 1001/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8344 - acc: 0.5146 - val_loss: 8.0489 - val_acc: 0.0599\n",
            "Epoch 1002/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.8350 - acc: 0.5136 - val_loss: 8.0496 - val_acc: 0.0576\n",
            "Epoch 1003/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8350 - acc: 0.5144 - val_loss: 8.0383 - val_acc: 0.0596\n",
            "Epoch 1004/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8323 - acc: 0.5144 - val_loss: 8.0327 - val_acc: 0.0593\n",
            "Epoch 1005/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8339 - acc: 0.5160 - val_loss: 8.0286 - val_acc: 0.0605\n",
            "Epoch 1006/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8366 - acc: 0.5127 - val_loss: 8.0385 - val_acc: 0.0616\n",
            "Epoch 1007/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8344 - acc: 0.5139 - val_loss: 8.0393 - val_acc: 0.0628\n",
            "Epoch 1008/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8326 - acc: 0.5160 - val_loss: 8.0382 - val_acc: 0.0605\n",
            "Epoch 1009/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8327 - acc: 0.5142 - val_loss: 8.0562 - val_acc: 0.0596\n",
            "Epoch 1010/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8302 - acc: 0.5142 - val_loss: 8.0351 - val_acc: 0.0613\n",
            "Epoch 1011/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8289 - acc: 0.5166 - val_loss: 8.0404 - val_acc: 0.0605\n",
            "Epoch 1012/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8270 - acc: 0.5179 - val_loss: 8.0354 - val_acc: 0.0602\n",
            "Epoch 1013/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8275 - acc: 0.5166 - val_loss: 8.0496 - val_acc: 0.0613\n",
            "Epoch 1014/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8303 - acc: 0.5174 - val_loss: 8.0414 - val_acc: 0.0599\n",
            "Epoch 1015/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8290 - acc: 0.5152 - val_loss: 8.0458 - val_acc: 0.0584\n",
            "Epoch 1016/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8269 - acc: 0.5173 - val_loss: 8.0519 - val_acc: 0.0602\n",
            "Epoch 1017/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8277 - acc: 0.5171 - val_loss: 8.0386 - val_acc: 0.0611\n",
            "Epoch 1018/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8248 - acc: 0.5163 - val_loss: 8.0562 - val_acc: 0.0587\n",
            "Epoch 1019/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8279 - acc: 0.5155 - val_loss: 8.0565 - val_acc: 0.0590\n",
            "Epoch 1020/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8282 - acc: 0.5165 - val_loss: 8.0485 - val_acc: 0.0596\n",
            "Epoch 1021/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8263 - acc: 0.5144 - val_loss: 8.0480 - val_acc: 0.0599\n",
            "Epoch 1022/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8237 - acc: 0.5173 - val_loss: 8.0583 - val_acc: 0.0605\n",
            "Epoch 1023/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8225 - acc: 0.5177 - val_loss: 8.0523 - val_acc: 0.0593\n",
            "Epoch 1024/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8209 - acc: 0.5178 - val_loss: 8.0649 - val_acc: 0.0590\n",
            "Epoch 1025/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.8212 - acc: 0.5177 - val_loss: 8.0616 - val_acc: 0.0613\n",
            "Epoch 1026/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8215 - acc: 0.5183 - val_loss: 8.0543 - val_acc: 0.0596\n",
            "Epoch 1027/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8226 - acc: 0.5187 - val_loss: 8.0618 - val_acc: 0.0579\n",
            "Epoch 1028/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8212 - acc: 0.5203 - val_loss: 8.0717 - val_acc: 0.0576\n",
            "Epoch 1029/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8209 - acc: 0.5181 - val_loss: 8.0553 - val_acc: 0.0579\n",
            "Epoch 1030/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8205 - acc: 0.5185 - val_loss: 8.0655 - val_acc: 0.0561\n",
            "Epoch 1031/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8242 - acc: 0.5181 - val_loss: 8.0657 - val_acc: 0.0599\n",
            "Epoch 1032/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8281 - acc: 0.5145 - val_loss: 8.0863 - val_acc: 0.0584\n",
            "Epoch 1033/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8430 - acc: 0.5120 - val_loss: 8.0674 - val_acc: 0.0608\n",
            "Epoch 1034/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8534 - acc: 0.5067 - val_loss: 8.0869 - val_acc: 0.0561\n",
            "Epoch 1035/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8628 - acc: 0.5056 - val_loss: 8.0583 - val_acc: 0.0582\n",
            "Epoch 1036/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8565 - acc: 0.5072 - val_loss: 8.0650 - val_acc: 0.0613\n",
            "Epoch 1037/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8498 - acc: 0.5083 - val_loss: 8.1029 - val_acc: 0.0558\n",
            "Epoch 1038/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8514 - acc: 0.5099 - val_loss: 8.0599 - val_acc: 0.0602\n",
            "Epoch 1039/2000\n",
            "1148/1148 [==============================] - 1s 702us/step - loss: 0.8476 - acc: 0.5115 - val_loss: 8.0629 - val_acc: 0.0631\n",
            "Epoch 1040/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8429 - acc: 0.5114 - val_loss: 8.0716 - val_acc: 0.0582\n",
            "Epoch 1041/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8367 - acc: 0.5126 - val_loss: 8.0703 - val_acc: 0.0567\n",
            "Epoch 1042/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.8319 - acc: 0.5155 - val_loss: 8.0787 - val_acc: 0.0576\n",
            "Epoch 1043/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8291 - acc: 0.5156 - val_loss: 8.0877 - val_acc: 0.0553\n",
            "Epoch 1044/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8268 - acc: 0.5168 - val_loss: 8.0720 - val_acc: 0.0556\n",
            "Epoch 1045/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8233 - acc: 0.5187 - val_loss: 8.0733 - val_acc: 0.0556\n",
            "Epoch 1046/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8215 - acc: 0.5177 - val_loss: 8.0781 - val_acc: 0.0561\n",
            "Epoch 1047/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8188 - acc: 0.5197 - val_loss: 8.0791 - val_acc: 0.0599\n",
            "Epoch 1048/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8189 - acc: 0.5187 - val_loss: 8.0685 - val_acc: 0.0576\n",
            "Epoch 1049/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8205 - acc: 0.5192 - val_loss: 8.0821 - val_acc: 0.0582\n",
            "Epoch 1050/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8220 - acc: 0.5166 - val_loss: 8.0666 - val_acc: 0.0579\n",
            "Epoch 1051/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8251 - acc: 0.5170 - val_loss: 8.0679 - val_acc: 0.0590\n",
            "Epoch 1052/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8263 - acc: 0.5176 - val_loss: 8.0814 - val_acc: 0.0599\n",
            "Epoch 1053/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8237 - acc: 0.5184 - val_loss: 8.0807 - val_acc: 0.0570\n",
            "Epoch 1054/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8255 - acc: 0.5160 - val_loss: 8.0845 - val_acc: 0.0579\n",
            "Epoch 1055/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8240 - acc: 0.5166 - val_loss: 8.0894 - val_acc: 0.0584\n",
            "Epoch 1056/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8206 - acc: 0.5173 - val_loss: 8.0870 - val_acc: 0.0584\n",
            "Epoch 1057/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8229 - acc: 0.5168 - val_loss: 8.0679 - val_acc: 0.0587\n",
            "Epoch 1058/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.8218 - acc: 0.5174 - val_loss: 8.0843 - val_acc: 0.0584\n",
            "Epoch 1059/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8216 - acc: 0.5178 - val_loss: 8.0938 - val_acc: 0.0573\n",
            "Epoch 1060/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8212 - acc: 0.5168 - val_loss: 8.0887 - val_acc: 0.0590\n",
            "Epoch 1061/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8206 - acc: 0.5155 - val_loss: 8.0689 - val_acc: 0.0587\n",
            "Epoch 1062/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8209 - acc: 0.5181 - val_loss: 8.1052 - val_acc: 0.0587\n",
            "Epoch 1063/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.8179 - acc: 0.5168 - val_loss: 8.0788 - val_acc: 0.0570\n",
            "Epoch 1064/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8149 - acc: 0.5195 - val_loss: 8.0892 - val_acc: 0.0579\n",
            "Epoch 1065/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8143 - acc: 0.5208 - val_loss: 8.0755 - val_acc: 0.0579\n",
            "Epoch 1066/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8188 - acc: 0.5186 - val_loss: 8.0979 - val_acc: 0.0570\n",
            "Epoch 1067/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8173 - acc: 0.5184 - val_loss: 8.0757 - val_acc: 0.0608\n",
            "Epoch 1068/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8164 - acc: 0.5189 - val_loss: 8.0936 - val_acc: 0.0593\n",
            "Epoch 1069/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8176 - acc: 0.5182 - val_loss: 8.0913 - val_acc: 0.0593\n",
            "Epoch 1070/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8166 - acc: 0.5195 - val_loss: 8.0788 - val_acc: 0.0593\n",
            "Epoch 1071/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8180 - acc: 0.5181 - val_loss: 8.0726 - val_acc: 0.0579\n",
            "Epoch 1072/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8175 - acc: 0.5192 - val_loss: 8.0970 - val_acc: 0.0576\n",
            "Epoch 1073/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8161 - acc: 0.5184 - val_loss: 8.0883 - val_acc: 0.0602\n",
            "Epoch 1074/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8142 - acc: 0.5192 - val_loss: 8.0896 - val_acc: 0.0573\n",
            "Epoch 1075/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8145 - acc: 0.5208 - val_loss: 8.1025 - val_acc: 0.0573\n",
            "Epoch 1076/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8185 - acc: 0.5186 - val_loss: 8.0856 - val_acc: 0.0587\n",
            "Epoch 1077/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8214 - acc: 0.5164 - val_loss: 8.0976 - val_acc: 0.0582\n",
            "Epoch 1078/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8175 - acc: 0.5189 - val_loss: 8.1028 - val_acc: 0.0573\n",
            "Epoch 1079/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8165 - acc: 0.5194 - val_loss: 8.1053 - val_acc: 0.0573\n",
            "Epoch 1080/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8218 - acc: 0.5179 - val_loss: 8.0958 - val_acc: 0.0576\n",
            "Epoch 1081/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 0.8183 - acc: 0.5172 - val_loss: 8.0994 - val_acc: 0.0584\n",
            "Epoch 1082/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8202 - acc: 0.5167 - val_loss: 8.1127 - val_acc: 0.0579\n",
            "Epoch 1083/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8230 - acc: 0.5164 - val_loss: 8.0885 - val_acc: 0.0593\n",
            "Epoch 1084/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.8274 - acc: 0.5145 - val_loss: 8.0932 - val_acc: 0.0570\n",
            "Epoch 1085/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 0.8273 - acc: 0.5152 - val_loss: 8.1081 - val_acc: 0.0593\n",
            "Epoch 1086/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8325 - acc: 0.5141 - val_loss: 8.1057 - val_acc: 0.0573\n",
            "Epoch 1087/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.8358 - acc: 0.5118 - val_loss: 8.1329 - val_acc: 0.0558\n",
            "Epoch 1088/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8312 - acc: 0.5146 - val_loss: 8.1176 - val_acc: 0.0564\n",
            "Epoch 1089/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.8294 - acc: 0.5155 - val_loss: 8.0895 - val_acc: 0.0567\n",
            "Epoch 1090/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8336 - acc: 0.5134 - val_loss: 8.1128 - val_acc: 0.0576\n",
            "Epoch 1091/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8275 - acc: 0.5153 - val_loss: 8.1073 - val_acc: 0.0556\n",
            "Epoch 1092/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8218 - acc: 0.5164 - val_loss: 8.1032 - val_acc: 0.0576\n",
            "Epoch 1093/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8226 - acc: 0.5163 - val_loss: 8.1003 - val_acc: 0.0573\n",
            "Epoch 1094/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8254 - acc: 0.5169 - val_loss: 8.1105 - val_acc: 0.0579\n",
            "Epoch 1095/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8227 - acc: 0.5170 - val_loss: 8.1004 - val_acc: 0.0567\n",
            "Epoch 1096/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8179 - acc: 0.5196 - val_loss: 8.1103 - val_acc: 0.0553\n",
            "Epoch 1097/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8181 - acc: 0.5193 - val_loss: 8.0956 - val_acc: 0.0587\n",
            "Epoch 1098/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8311 - acc: 0.5147 - val_loss: 8.0982 - val_acc: 0.0564\n",
            "Epoch 1099/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8457 - acc: 0.5094 - val_loss: 8.0928 - val_acc: 0.0590\n",
            "Epoch 1100/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8406 - acc: 0.5092 - val_loss: 8.0959 - val_acc: 0.0576\n",
            "Epoch 1101/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8331 - acc: 0.5126 - val_loss: 8.1120 - val_acc: 0.0570\n",
            "Epoch 1102/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8276 - acc: 0.5149 - val_loss: 8.1224 - val_acc: 0.0573\n",
            "Epoch 1103/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8262 - acc: 0.5158 - val_loss: 8.0960 - val_acc: 0.0579\n",
            "Epoch 1104/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8272 - acc: 0.5158 - val_loss: 8.1078 - val_acc: 0.0599\n",
            "Epoch 1105/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8273 - acc: 0.5152 - val_loss: 8.1222 - val_acc: 0.0561\n",
            "Epoch 1106/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8297 - acc: 0.5160 - val_loss: 8.1335 - val_acc: 0.0582\n",
            "Epoch 1107/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8265 - acc: 0.5160 - val_loss: 8.1145 - val_acc: 0.0584\n",
            "Epoch 1108/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8330 - acc: 0.5132 - val_loss: 8.1213 - val_acc: 0.0590\n",
            "Epoch 1109/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8305 - acc: 0.5144 - val_loss: 8.1265 - val_acc: 0.0587\n",
            "Epoch 1110/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8289 - acc: 0.5145 - val_loss: 8.1400 - val_acc: 0.0582\n",
            "Epoch 1111/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8279 - acc: 0.5142 - val_loss: 8.1215 - val_acc: 0.0587\n",
            "Epoch 1112/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8259 - acc: 0.5143 - val_loss: 8.1311 - val_acc: 0.0605\n",
            "Epoch 1113/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8278 - acc: 0.5163 - val_loss: 8.1202 - val_acc: 0.0613\n",
            "Epoch 1114/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8249 - acc: 0.5164 - val_loss: 8.1335 - val_acc: 0.0579\n",
            "Epoch 1115/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8224 - acc: 0.5166 - val_loss: 8.1232 - val_acc: 0.0599\n",
            "Epoch 1116/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8179 - acc: 0.5184 - val_loss: 8.1363 - val_acc: 0.0582\n",
            "Epoch 1117/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8195 - acc: 0.5174 - val_loss: 8.1357 - val_acc: 0.0584\n",
            "Epoch 1118/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8136 - acc: 0.5189 - val_loss: 8.1436 - val_acc: 0.0584\n",
            "Epoch 1119/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8107 - acc: 0.5200 - val_loss: 8.1568 - val_acc: 0.0590\n",
            "Epoch 1120/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8082 - acc: 0.5208 - val_loss: 8.1447 - val_acc: 0.0576\n",
            "Epoch 1121/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8050 - acc: 0.5218 - val_loss: 8.1594 - val_acc: 0.0567\n",
            "Epoch 1122/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8040 - acc: 0.5202 - val_loss: 8.1494 - val_acc: 0.0567\n",
            "Epoch 1123/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8034 - acc: 0.5227 - val_loss: 8.1429 - val_acc: 0.0587\n",
            "Epoch 1124/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8023 - acc: 0.5224 - val_loss: 8.1601 - val_acc: 0.0576\n",
            "Epoch 1125/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8016 - acc: 0.5221 - val_loss: 8.1561 - val_acc: 0.0579\n",
            "Epoch 1126/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8019 - acc: 0.5232 - val_loss: 8.1555 - val_acc: 0.0602\n",
            "Epoch 1127/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8051 - acc: 0.5225 - val_loss: 8.1583 - val_acc: 0.0602\n",
            "Epoch 1128/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8076 - acc: 0.5213 - val_loss: 8.1529 - val_acc: 0.0567\n",
            "Epoch 1129/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8133 - acc: 0.5187 - val_loss: 8.1657 - val_acc: 0.0582\n",
            "Epoch 1130/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8195 - acc: 0.5171 - val_loss: 8.1385 - val_acc: 0.0573\n",
            "Epoch 1131/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8260 - acc: 0.5142 - val_loss: 8.1417 - val_acc: 0.0576\n",
            "Epoch 1132/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8257 - acc: 0.5141 - val_loss: 8.1584 - val_acc: 0.0582\n",
            "Epoch 1133/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8297 - acc: 0.5127 - val_loss: 8.1400 - val_acc: 0.0587\n",
            "Epoch 1134/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8366 - acc: 0.5106 - val_loss: 8.1369 - val_acc: 0.0590\n",
            "Epoch 1135/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8309 - acc: 0.5130 - val_loss: 8.1407 - val_acc: 0.0611\n",
            "Epoch 1136/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8257 - acc: 0.5146 - val_loss: 8.1388 - val_acc: 0.0608\n",
            "Epoch 1137/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8228 - acc: 0.5152 - val_loss: 8.1718 - val_acc: 0.0579\n",
            "Epoch 1138/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8179 - acc: 0.5175 - val_loss: 8.1522 - val_acc: 0.0579\n",
            "Epoch 1139/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8120 - acc: 0.5191 - val_loss: 8.1572 - val_acc: 0.0590\n",
            "Epoch 1140/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8149 - acc: 0.5179 - val_loss: 8.1501 - val_acc: 0.0582\n",
            "Epoch 1141/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.8188 - acc: 0.5173 - val_loss: 8.1573 - val_acc: 0.0582\n",
            "Epoch 1142/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8155 - acc: 0.5188 - val_loss: 8.1462 - val_acc: 0.0573\n",
            "Epoch 1143/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8147 - acc: 0.5179 - val_loss: 8.1467 - val_acc: 0.0579\n",
            "Epoch 1144/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.8091 - acc: 0.5205 - val_loss: 8.1592 - val_acc: 0.0567\n",
            "Epoch 1145/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8091 - acc: 0.5206 - val_loss: 8.1614 - val_acc: 0.0550\n",
            "Epoch 1146/2000\n",
            "1148/1148 [==============================] - 1s 651us/step - loss: 0.8070 - acc: 0.5201 - val_loss: 8.1702 - val_acc: 0.0587\n",
            "Epoch 1147/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8023 - acc: 0.5226 - val_loss: 8.1771 - val_acc: 0.0567\n",
            "Epoch 1148/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8009 - acc: 0.5231 - val_loss: 8.1790 - val_acc: 0.0567\n",
            "Epoch 1149/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8049 - acc: 0.5226 - val_loss: 8.1847 - val_acc: 0.0576\n",
            "Epoch 1150/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8054 - acc: 0.5180 - val_loss: 8.1794 - val_acc: 0.0570\n",
            "Epoch 1151/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8059 - acc: 0.5207 - val_loss: 8.1501 - val_acc: 0.0556\n",
            "Epoch 1152/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8026 - acc: 0.5214 - val_loss: 8.1711 - val_acc: 0.0576\n",
            "Epoch 1153/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8045 - acc: 0.5211 - val_loss: 8.1864 - val_acc: 0.0550\n",
            "Epoch 1154/2000\n",
            "1148/1148 [==============================] - 1s 689us/step - loss: 0.8020 - acc: 0.5223 - val_loss: 8.1994 - val_acc: 0.0576\n",
            "Epoch 1155/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7989 - acc: 0.5226 - val_loss: 8.1806 - val_acc: 0.0573\n",
            "Epoch 1156/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7953 - acc: 0.5244 - val_loss: 8.1893 - val_acc: 0.0561\n",
            "Epoch 1157/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7928 - acc: 0.5250 - val_loss: 8.1856 - val_acc: 0.0570\n",
            "Epoch 1158/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7948 - acc: 0.5237 - val_loss: 8.1819 - val_acc: 0.0567\n",
            "Epoch 1159/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7975 - acc: 0.5222 - val_loss: 8.1888 - val_acc: 0.0558\n",
            "Epoch 1160/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8042 - acc: 0.5229 - val_loss: 8.1800 - val_acc: 0.0602\n",
            "Epoch 1161/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8064 - acc: 0.5218 - val_loss: 8.1968 - val_acc: 0.0582\n",
            "Epoch 1162/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8063 - acc: 0.5204 - val_loss: 8.1796 - val_acc: 0.0582\n",
            "Epoch 1163/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8101 - acc: 0.5195 - val_loss: 8.1857 - val_acc: 0.0576\n",
            "Epoch 1164/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8103 - acc: 0.5197 - val_loss: 8.1913 - val_acc: 0.0579\n",
            "Epoch 1165/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8140 - acc: 0.5160 - val_loss: 8.2131 - val_acc: 0.0576\n",
            "Epoch 1166/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8186 - acc: 0.5158 - val_loss: 8.1700 - val_acc: 0.0596\n",
            "Epoch 1167/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8154 - acc: 0.5173 - val_loss: 8.1775 - val_acc: 0.0558\n",
            "Epoch 1168/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8213 - acc: 0.5156 - val_loss: 8.1796 - val_acc: 0.0579\n",
            "Epoch 1169/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8260 - acc: 0.5150 - val_loss: 8.1663 - val_acc: 0.0556\n",
            "Epoch 1170/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8235 - acc: 0.5139 - val_loss: 8.1507 - val_acc: 0.0564\n",
            "Epoch 1171/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8186 - acc: 0.5165 - val_loss: 8.1776 - val_acc: 0.0602\n",
            "Epoch 1172/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8184 - acc: 0.5139 - val_loss: 8.1861 - val_acc: 0.0544\n",
            "Epoch 1173/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8141 - acc: 0.5177 - val_loss: 8.1635 - val_acc: 0.0582\n",
            "Epoch 1174/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8162 - acc: 0.5161 - val_loss: 8.1755 - val_acc: 0.0582\n",
            "Epoch 1175/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8197 - acc: 0.5159 - val_loss: 8.2040 - val_acc: 0.0547\n",
            "Epoch 1176/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8298 - acc: 0.5112 - val_loss: 8.1824 - val_acc: 0.0556\n",
            "Epoch 1177/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8492 - acc: 0.5038 - val_loss: 8.1656 - val_acc: 0.0576\n",
            "Epoch 1178/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8460 - acc: 0.5089 - val_loss: 8.1585 - val_acc: 0.0576\n",
            "Epoch 1179/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8558 - acc: 0.5030 - val_loss: 8.1831 - val_acc: 0.0553\n",
            "Epoch 1180/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8500 - acc: 0.5057 - val_loss: 8.1879 - val_acc: 0.0550\n",
            "Epoch 1181/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8454 - acc: 0.5049 - val_loss: 8.1802 - val_acc: 0.0570\n",
            "Epoch 1182/2000\n",
            "1148/1148 [==============================] - 1s 649us/step - loss: 0.8352 - acc: 0.5090 - val_loss: 8.1646 - val_acc: 0.0587\n",
            "Epoch 1183/2000\n",
            "1148/1148 [==============================] - 1s 654us/step - loss: 0.8384 - acc: 0.5070 - val_loss: 8.1970 - val_acc: 0.0573\n",
            "Epoch 1184/2000\n",
            "1148/1148 [==============================] - 1s 646us/step - loss: 0.8354 - acc: 0.5118 - val_loss: 8.2006 - val_acc: 0.0553\n",
            "Epoch 1185/2000\n",
            "1148/1148 [==============================] - 1s 645us/step - loss: 0.8294 - acc: 0.5146 - val_loss: 8.1844 - val_acc: 0.0596\n",
            "Epoch 1186/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8262 - acc: 0.5101 - val_loss: 8.1891 - val_acc: 0.0573\n",
            "Epoch 1187/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.8184 - acc: 0.5163 - val_loss: 8.1889 - val_acc: 0.0602\n",
            "Epoch 1188/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.8112 - acc: 0.5194 - val_loss: 8.1998 - val_acc: 0.0587\n",
            "Epoch 1189/2000\n",
            "1148/1148 [==============================] - 1s 643us/step - loss: 0.8072 - acc: 0.5213 - val_loss: 8.1954 - val_acc: 0.0579\n",
            "Epoch 1190/2000\n",
            "1148/1148 [==============================] - 1s 651us/step - loss: 0.8026 - acc: 0.5196 - val_loss: 8.1912 - val_acc: 0.0587\n",
            "Epoch 1191/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8003 - acc: 0.5222 - val_loss: 8.2076 - val_acc: 0.0576\n",
            "Epoch 1192/2000\n",
            "1148/1148 [==============================] - 1s 647us/step - loss: 0.7978 - acc: 0.5230 - val_loss: 8.1963 - val_acc: 0.0590\n",
            "Epoch 1193/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 0.7972 - acc: 0.5238 - val_loss: 8.2141 - val_acc: 0.0579\n",
            "Epoch 1194/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7971 - acc: 0.5237 - val_loss: 8.2168 - val_acc: 0.0584\n",
            "Epoch 1195/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7939 - acc: 0.5229 - val_loss: 8.2013 - val_acc: 0.0576\n",
            "Epoch 1196/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7943 - acc: 0.5232 - val_loss: 8.2076 - val_acc: 0.0556\n",
            "Epoch 1197/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7952 - acc: 0.5233 - val_loss: 8.2211 - val_acc: 0.0558\n",
            "Epoch 1198/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7941 - acc: 0.5219 - val_loss: 8.2054 - val_acc: 0.0561\n",
            "Epoch 1199/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7922 - acc: 0.5236 - val_loss: 8.2093 - val_acc: 0.0567\n",
            "Epoch 1200/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.7895 - acc: 0.5255 - val_loss: 8.2214 - val_acc: 0.0564\n",
            "Epoch 1201/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7884 - acc: 0.5253 - val_loss: 8.2094 - val_acc: 0.0558\n",
            "Epoch 1202/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7883 - acc: 0.5266 - val_loss: 8.2157 - val_acc: 0.0573\n",
            "Epoch 1203/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7891 - acc: 0.5256 - val_loss: 8.2181 - val_acc: 0.0570\n",
            "Epoch 1204/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.7908 - acc: 0.5245 - val_loss: 8.2112 - val_acc: 0.0584\n",
            "Epoch 1205/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7896 - acc: 0.5251 - val_loss: 8.2172 - val_acc: 0.0590\n",
            "Epoch 1206/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7901 - acc: 0.5245 - val_loss: 8.2155 - val_acc: 0.0556\n",
            "Epoch 1207/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7894 - acc: 0.5253 - val_loss: 8.2048 - val_acc: 0.0570\n",
            "Epoch 1208/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7942 - acc: 0.5205 - val_loss: 8.2056 - val_acc: 0.0573\n",
            "Epoch 1209/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7935 - acc: 0.5237 - val_loss: 8.2161 - val_acc: 0.0547\n",
            "Epoch 1210/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7961 - acc: 0.5230 - val_loss: 8.2176 - val_acc: 0.0570\n",
            "Epoch 1211/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7932 - acc: 0.5240 - val_loss: 8.2023 - val_acc: 0.0556\n",
            "Epoch 1212/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7910 - acc: 0.5230 - val_loss: 8.2187 - val_acc: 0.0556\n",
            "Epoch 1213/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7936 - acc: 0.5245 - val_loss: 8.2280 - val_acc: 0.0561\n",
            "Epoch 1214/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7943 - acc: 0.5229 - val_loss: 8.2111 - val_acc: 0.0561\n",
            "Epoch 1215/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7989 - acc: 0.5224 - val_loss: 8.2164 - val_acc: 0.0550\n",
            "Epoch 1216/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7964 - acc: 0.5221 - val_loss: 8.2259 - val_acc: 0.0556\n",
            "Epoch 1217/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7951 - acc: 0.5224 - val_loss: 8.2317 - val_acc: 0.0544\n",
            "Epoch 1218/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7912 - acc: 0.5239 - val_loss: 8.2232 - val_acc: 0.0558\n",
            "Epoch 1219/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.7878 - acc: 0.5230 - val_loss: 8.2186 - val_acc: 0.0550\n",
            "Epoch 1220/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7870 - acc: 0.5257 - val_loss: 8.2099 - val_acc: 0.0538\n",
            "Epoch 1221/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7852 - acc: 0.5263 - val_loss: 8.2254 - val_acc: 0.0535\n",
            "Epoch 1222/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7846 - acc: 0.5260 - val_loss: 8.2333 - val_acc: 0.0556\n",
            "Epoch 1223/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7855 - acc: 0.5254 - val_loss: 8.2106 - val_acc: 0.0550\n",
            "Epoch 1224/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7902 - acc: 0.5245 - val_loss: 8.2256 - val_acc: 0.0561\n",
            "Epoch 1225/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7923 - acc: 0.5226 - val_loss: 8.2390 - val_acc: 0.0547\n",
            "Epoch 1226/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7939 - acc: 0.5244 - val_loss: 8.2294 - val_acc: 0.0558\n",
            "Epoch 1227/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7940 - acc: 0.5226 - val_loss: 8.2402 - val_acc: 0.0556\n",
            "Epoch 1228/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7928 - acc: 0.5226 - val_loss: 8.2319 - val_acc: 0.0558\n",
            "Epoch 1229/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7929 - acc: 0.5235 - val_loss: 8.2274 - val_acc: 0.0558\n",
            "Epoch 1230/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7920 - acc: 0.5229 - val_loss: 8.2459 - val_acc: 0.0535\n",
            "Epoch 1231/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7897 - acc: 0.5238 - val_loss: 8.2276 - val_acc: 0.0550\n",
            "Epoch 1232/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7911 - acc: 0.5229 - val_loss: 8.2316 - val_acc: 0.0561\n",
            "Epoch 1233/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7925 - acc: 0.5229 - val_loss: 8.2276 - val_acc: 0.0561\n",
            "Epoch 1234/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7939 - acc: 0.5226 - val_loss: 8.2337 - val_acc: 0.0567\n",
            "Epoch 1235/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7915 - acc: 0.5230 - val_loss: 8.2524 - val_acc: 0.0558\n",
            "Epoch 1236/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7923 - acc: 0.5236 - val_loss: 8.2572 - val_acc: 0.0556\n",
            "Epoch 1237/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8072 - acc: 0.5193 - val_loss: 8.2405 - val_acc: 0.0573\n",
            "Epoch 1238/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8654 - acc: 0.5028 - val_loss: 8.2542 - val_acc: 0.0567\n",
            "Epoch 1239/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8658 - acc: 0.5018 - val_loss: 8.2791 - val_acc: 0.0547\n",
            "Epoch 1240/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8801 - acc: 0.4956 - val_loss: 8.2394 - val_acc: 0.0556\n",
            "Epoch 1241/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8777 - acc: 0.4951 - val_loss: 8.2452 - val_acc: 0.0570\n",
            "Epoch 1242/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8730 - acc: 0.4975 - val_loss: 8.2370 - val_acc: 0.0564\n",
            "Epoch 1243/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8756 - acc: 0.4985 - val_loss: 8.2424 - val_acc: 0.0558\n",
            "Epoch 1244/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8653 - acc: 0.5005 - val_loss: 8.2112 - val_acc: 0.0535\n",
            "Epoch 1245/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8568 - acc: 0.5018 - val_loss: 8.1999 - val_acc: 0.0564\n",
            "Epoch 1246/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8486 - acc: 0.5055 - val_loss: 8.1996 - val_acc: 0.0582\n",
            "Epoch 1247/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8408 - acc: 0.5071 - val_loss: 8.2008 - val_acc: 0.0587\n",
            "Epoch 1248/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8284 - acc: 0.5117 - val_loss: 8.2092 - val_acc: 0.0547\n",
            "Epoch 1249/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8221 - acc: 0.5133 - val_loss: 8.2105 - val_acc: 0.0579\n",
            "Epoch 1250/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8104 - acc: 0.5178 - val_loss: 8.2121 - val_acc: 0.0553\n",
            "Epoch 1251/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8040 - acc: 0.5209 - val_loss: 8.2038 - val_acc: 0.0582\n",
            "Epoch 1252/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8022 - acc: 0.5218 - val_loss: 8.2237 - val_acc: 0.0573\n",
            "Epoch 1253/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8035 - acc: 0.5215 - val_loss: 8.1982 - val_acc: 0.0564\n",
            "Epoch 1254/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8024 - acc: 0.5221 - val_loss: 8.2064 - val_acc: 0.0593\n",
            "Epoch 1255/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7994 - acc: 0.5204 - val_loss: 8.2034 - val_acc: 0.0573\n",
            "Epoch 1256/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7966 - acc: 0.5237 - val_loss: 8.2082 - val_acc: 0.0576\n",
            "Epoch 1257/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7920 - acc: 0.5237 - val_loss: 8.2197 - val_acc: 0.0567\n",
            "Epoch 1258/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7891 - acc: 0.5251 - val_loss: 8.2103 - val_acc: 0.0573\n",
            "Epoch 1259/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7874 - acc: 0.5251 - val_loss: 8.2230 - val_acc: 0.0576\n",
            "Epoch 1260/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7881 - acc: 0.5237 - val_loss: 8.2300 - val_acc: 0.0587\n",
            "Epoch 1261/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7862 - acc: 0.5257 - val_loss: 8.2295 - val_acc: 0.0579\n",
            "Epoch 1262/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7842 - acc: 0.5255 - val_loss: 8.2360 - val_acc: 0.0579\n",
            "Epoch 1263/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7847 - acc: 0.5268 - val_loss: 8.2348 - val_acc: 0.0567\n",
            "Epoch 1264/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7827 - acc: 0.5271 - val_loss: 8.2292 - val_acc: 0.0564\n",
            "Epoch 1265/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7818 - acc: 0.5248 - val_loss: 8.2242 - val_acc: 0.0567\n",
            "Epoch 1266/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7822 - acc: 0.5269 - val_loss: 8.2276 - val_acc: 0.0587\n",
            "Epoch 1267/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7814 - acc: 0.5264 - val_loss: 8.2274 - val_acc: 0.0570\n",
            "Epoch 1268/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7810 - acc: 0.5270 - val_loss: 8.2289 - val_acc: 0.0553\n",
            "Epoch 1269/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7800 - acc: 0.5275 - val_loss: 8.2279 - val_acc: 0.0561\n",
            "Epoch 1270/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7782 - acc: 0.5276 - val_loss: 8.2353 - val_acc: 0.0576\n",
            "Epoch 1271/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7777 - acc: 0.5269 - val_loss: 8.2304 - val_acc: 0.0553\n",
            "Epoch 1272/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7781 - acc: 0.5270 - val_loss: 8.2115 - val_acc: 0.0567\n",
            "Epoch 1273/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7768 - acc: 0.5282 - val_loss: 8.2330 - val_acc: 0.0564\n",
            "Epoch 1274/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7790 - acc: 0.5256 - val_loss: 8.2241 - val_acc: 0.0561\n",
            "Epoch 1275/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7789 - acc: 0.5255 - val_loss: 8.2475 - val_acc: 0.0550\n",
            "Epoch 1276/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7785 - acc: 0.5259 - val_loss: 8.2161 - val_acc: 0.0550\n",
            "Epoch 1277/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7782 - acc: 0.5281 - val_loss: 8.2399 - val_acc: 0.0570\n",
            "Epoch 1278/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7851 - acc: 0.5253 - val_loss: 8.2379 - val_acc: 0.0567\n",
            "Epoch 1279/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7828 - acc: 0.5256 - val_loss: 8.2369 - val_acc: 0.0553\n",
            "Epoch 1280/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7921 - acc: 0.5237 - val_loss: 8.2216 - val_acc: 0.0567\n",
            "Epoch 1281/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7994 - acc: 0.5210 - val_loss: 8.2077 - val_acc: 0.0573\n",
            "Epoch 1282/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8102 - acc: 0.5174 - val_loss: 8.2288 - val_acc: 0.0582\n",
            "Epoch 1283/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8170 - acc: 0.5146 - val_loss: 8.2243 - val_acc: 0.0556\n",
            "Epoch 1284/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8261 - acc: 0.5139 - val_loss: 8.2324 - val_acc: 0.0584\n",
            "Epoch 1285/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8384 - acc: 0.5091 - val_loss: 8.2244 - val_acc: 0.0582\n",
            "Epoch 1286/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8384 - acc: 0.5099 - val_loss: 8.2140 - val_acc: 0.0584\n",
            "Epoch 1287/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.8345 - acc: 0.5113 - val_loss: 8.2396 - val_acc: 0.0553\n",
            "Epoch 1288/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8221 - acc: 0.5149 - val_loss: 8.2123 - val_acc: 0.0605\n",
            "Epoch 1289/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8187 - acc: 0.5156 - val_loss: 8.2370 - val_acc: 0.0576\n",
            "Epoch 1290/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8109 - acc: 0.5171 - val_loss: 8.2144 - val_acc: 0.0608\n",
            "Epoch 1291/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8039 - acc: 0.5197 - val_loss: 8.2380 - val_acc: 0.0587\n",
            "Epoch 1292/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8017 - acc: 0.5172 - val_loss: 8.2376 - val_acc: 0.0587\n",
            "Epoch 1293/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8002 - acc: 0.5217 - val_loss: 8.2365 - val_acc: 0.0570\n",
            "Epoch 1294/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7985 - acc: 0.5220 - val_loss: 8.2228 - val_acc: 0.0579\n",
            "Epoch 1295/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7952 - acc: 0.5232 - val_loss: 8.2351 - val_acc: 0.0582\n",
            "Epoch 1296/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7941 - acc: 0.5245 - val_loss: 8.2341 - val_acc: 0.0570\n",
            "Epoch 1297/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7903 - acc: 0.5251 - val_loss: 8.2183 - val_acc: 0.0582\n",
            "Epoch 1298/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8628 - acc: 0.5036 - val_loss: 8.2224 - val_acc: 0.0579\n",
            "Epoch 1299/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8876 - acc: 0.4981 - val_loss: 8.2310 - val_acc: 0.0573\n",
            "Epoch 1300/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.8873 - acc: 0.4939 - val_loss: 8.2053 - val_acc: 0.0605\n",
            "Epoch 1301/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.8849 - acc: 0.4960 - val_loss: 8.2381 - val_acc: 0.0602\n",
            "Epoch 1302/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8537 - acc: 0.5038 - val_loss: 8.2509 - val_acc: 0.0573\n",
            "Epoch 1303/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8414 - acc: 0.5090 - val_loss: 8.2368 - val_acc: 0.0570\n",
            "Epoch 1304/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8243 - acc: 0.5137 - val_loss: 8.2355 - val_acc: 0.0579\n",
            "Epoch 1305/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8179 - acc: 0.5156 - val_loss: 8.2344 - val_acc: 0.0613\n",
            "Epoch 1306/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.8131 - acc: 0.5187 - val_loss: 8.2460 - val_acc: 0.0584\n",
            "Epoch 1307/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8113 - acc: 0.5187 - val_loss: 8.2403 - val_acc: 0.0584\n",
            "Epoch 1308/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8073 - acc: 0.5189 - val_loss: 8.2228 - val_acc: 0.0587\n",
            "Epoch 1309/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.8059 - acc: 0.5194 - val_loss: 8.2675 - val_acc: 0.0593\n",
            "Epoch 1310/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7998 - acc: 0.5213 - val_loss: 8.2599 - val_acc: 0.0596\n",
            "Epoch 1311/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7996 - acc: 0.5215 - val_loss: 8.2251 - val_acc: 0.0608\n",
            "Epoch 1312/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7965 - acc: 0.5211 - val_loss: 8.2464 - val_acc: 0.0584\n",
            "Epoch 1313/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7915 - acc: 0.5229 - val_loss: 8.2480 - val_acc: 0.0596\n",
            "Epoch 1314/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.7914 - acc: 0.5234 - val_loss: 8.2497 - val_acc: 0.0579\n",
            "Epoch 1315/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7892 - acc: 0.5246 - val_loss: 8.2540 - val_acc: 0.0573\n",
            "Epoch 1316/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7865 - acc: 0.5266 - val_loss: 8.2518 - val_acc: 0.0584\n",
            "Epoch 1317/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7814 - acc: 0.5266 - val_loss: 8.2684 - val_acc: 0.0584\n",
            "Epoch 1318/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7789 - acc: 0.5280 - val_loss: 8.2598 - val_acc: 0.0567\n",
            "Epoch 1319/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7790 - acc: 0.5266 - val_loss: 8.2652 - val_acc: 0.0570\n",
            "Epoch 1320/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7765 - acc: 0.5285 - val_loss: 8.2543 - val_acc: 0.0582\n",
            "Epoch 1321/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7755 - acc: 0.5284 - val_loss: 8.2628 - val_acc: 0.0573\n",
            "Epoch 1322/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7732 - acc: 0.5291 - val_loss: 8.2741 - val_acc: 0.0558\n",
            "Epoch 1323/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7739 - acc: 0.5281 - val_loss: 8.2681 - val_acc: 0.0570\n",
            "Epoch 1324/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7772 - acc: 0.5271 - val_loss: 8.2664 - val_acc: 0.0584\n",
            "Epoch 1325/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7775 - acc: 0.5279 - val_loss: 8.2687 - val_acc: 0.0564\n",
            "Epoch 1326/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7767 - acc: 0.5283 - val_loss: 8.2683 - val_acc: 0.0558\n",
            "Epoch 1327/2000\n",
            "1148/1148 [==============================] - 1s 650us/step - loss: 0.7804 - acc: 0.5258 - val_loss: 8.2655 - val_acc: 0.0570\n",
            "Epoch 1328/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7829 - acc: 0.5260 - val_loss: 8.2552 - val_acc: 0.0576\n",
            "Epoch 1329/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7803 - acc: 0.5261 - val_loss: 8.2547 - val_acc: 0.0567\n",
            "Epoch 1330/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 0.7786 - acc: 0.5274 - val_loss: 8.2756 - val_acc: 0.0587\n",
            "Epoch 1331/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7764 - acc: 0.5264 - val_loss: 8.2637 - val_acc: 0.0558\n",
            "Epoch 1332/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7749 - acc: 0.5294 - val_loss: 8.2709 - val_acc: 0.0556\n",
            "Epoch 1333/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7785 - acc: 0.5266 - val_loss: 8.2780 - val_acc: 0.0576\n",
            "Epoch 1334/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7782 - acc: 0.5282 - val_loss: 8.2687 - val_acc: 0.0599\n",
            "Epoch 1335/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7777 - acc: 0.5248 - val_loss: 8.2837 - val_acc: 0.0556\n",
            "Epoch 1336/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7778 - acc: 0.5285 - val_loss: 8.2636 - val_acc: 0.0579\n",
            "Epoch 1337/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7758 - acc: 0.5283 - val_loss: 8.2684 - val_acc: 0.0561\n",
            "Epoch 1338/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7746 - acc: 0.5274 - val_loss: 8.2756 - val_acc: 0.0570\n",
            "Epoch 1339/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7747 - acc: 0.5290 - val_loss: 8.2668 - val_acc: 0.0561\n",
            "Epoch 1340/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7738 - acc: 0.5297 - val_loss: 8.2748 - val_acc: 0.0570\n",
            "Epoch 1341/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7722 - acc: 0.5296 - val_loss: 8.2727 - val_acc: 0.0582\n",
            "Epoch 1342/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.7733 - acc: 0.5274 - val_loss: 8.2739 - val_acc: 0.0584\n",
            "Epoch 1343/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7713 - acc: 0.5295 - val_loss: 8.2785 - val_acc: 0.0567\n",
            "Epoch 1344/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7706 - acc: 0.5290 - val_loss: 8.2785 - val_acc: 0.0590\n",
            "Epoch 1345/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7679 - acc: 0.5304 - val_loss: 8.2652 - val_acc: 0.0567\n",
            "Epoch 1346/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7736 - acc: 0.5274 - val_loss: 8.2697 - val_acc: 0.0582\n",
            "Epoch 1347/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7723 - acc: 0.5287 - val_loss: 8.2863 - val_acc: 0.0587\n",
            "Epoch 1348/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7717 - acc: 0.5287 - val_loss: 8.2706 - val_acc: 0.0576\n",
            "Epoch 1349/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7739 - acc: 0.5282 - val_loss: 8.2746 - val_acc: 0.0567\n",
            "Epoch 1350/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7755 - acc: 0.5271 - val_loss: 8.2827 - val_acc: 0.0556\n",
            "Epoch 1351/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7726 - acc: 0.5288 - val_loss: 8.2870 - val_acc: 0.0553\n",
            "Epoch 1352/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7716 - acc: 0.5283 - val_loss: 8.2830 - val_acc: 0.0550\n",
            "Epoch 1353/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7715 - acc: 0.5302 - val_loss: 8.2862 - val_acc: 0.0576\n",
            "Epoch 1354/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7722 - acc: 0.5278 - val_loss: 8.2868 - val_acc: 0.0582\n",
            "Epoch 1355/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7711 - acc: 0.5263 - val_loss: 8.2841 - val_acc: 0.0564\n",
            "Epoch 1356/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7701 - acc: 0.5292 - val_loss: 8.2989 - val_acc: 0.0544\n",
            "Epoch 1357/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7693 - acc: 0.5293 - val_loss: 8.2911 - val_acc: 0.0558\n",
            "Epoch 1358/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7706 - acc: 0.5289 - val_loss: 8.2869 - val_acc: 0.0564\n",
            "Epoch 1359/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7706 - acc: 0.5290 - val_loss: 8.2970 - val_acc: 0.0547\n",
            "Epoch 1360/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7713 - acc: 0.5288 - val_loss: 8.2870 - val_acc: 0.0584\n",
            "Epoch 1361/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7685 - acc: 0.5290 - val_loss: 8.2877 - val_acc: 0.0570\n",
            "Epoch 1362/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7718 - acc: 0.5287 - val_loss: 8.3061 - val_acc: 0.0567\n",
            "Epoch 1363/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7713 - acc: 0.5290 - val_loss: 8.2945 - val_acc: 0.0561\n",
            "Epoch 1364/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7746 - acc: 0.5298 - val_loss: 8.3006 - val_acc: 0.0593\n",
            "Epoch 1365/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7756 - acc: 0.5279 - val_loss: 8.2967 - val_acc: 0.0573\n",
            "Epoch 1366/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7757 - acc: 0.5287 - val_loss: 8.2787 - val_acc: 0.0587\n",
            "Epoch 1367/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7798 - acc: 0.5262 - val_loss: 8.3053 - val_acc: 0.0582\n",
            "Epoch 1368/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7798 - acc: 0.5262 - val_loss: 8.3087 - val_acc: 0.0570\n",
            "Epoch 1369/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7955 - acc: 0.5224 - val_loss: 8.3012 - val_acc: 0.0576\n",
            "Epoch 1370/2000\n",
            "1148/1148 [==============================] - 1s 708us/step - loss: 0.7955 - acc: 0.5207 - val_loss: 8.2734 - val_acc: 0.0573\n",
            "Epoch 1371/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.8041 - acc: 0.5174 - val_loss: 8.2903 - val_acc: 0.0576\n",
            "Epoch 1372/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7977 - acc: 0.5204 - val_loss: 8.3032 - val_acc: 0.0556\n",
            "Epoch 1373/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7998 - acc: 0.5206 - val_loss: 8.2998 - val_acc: 0.0564\n",
            "Epoch 1374/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7992 - acc: 0.5214 - val_loss: 8.2924 - val_acc: 0.0558\n",
            "Epoch 1375/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7923 - acc: 0.5213 - val_loss: 8.2979 - val_acc: 0.0573\n",
            "Epoch 1376/2000\n",
            "1148/1148 [==============================] - 1s 695us/step - loss: 0.7924 - acc: 0.5226 - val_loss: 8.2830 - val_acc: 0.0582\n",
            "Epoch 1377/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 0.7916 - acc: 0.5237 - val_loss: 8.2871 - val_acc: 0.0556\n",
            "Epoch 1378/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7862 - acc: 0.5221 - val_loss: 8.3141 - val_acc: 0.0547\n",
            "Epoch 1379/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7870 - acc: 0.5250 - val_loss: 8.3138 - val_acc: 0.0541\n",
            "Epoch 1380/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.7844 - acc: 0.5237 - val_loss: 8.3176 - val_acc: 0.0561\n",
            "Epoch 1381/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7890 - acc: 0.5239 - val_loss: 8.2936 - val_acc: 0.0544\n",
            "Epoch 1382/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7921 - acc: 0.5219 - val_loss: 8.2941 - val_acc: 0.0550\n",
            "Epoch 1383/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7954 - acc: 0.5212 - val_loss: 8.2634 - val_acc: 0.0567\n",
            "Epoch 1384/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7924 - acc: 0.5233 - val_loss: 8.2769 - val_acc: 0.0579\n",
            "Epoch 1385/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7881 - acc: 0.5232 - val_loss: 8.2963 - val_acc: 0.0564\n",
            "Epoch 1386/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7836 - acc: 0.5242 - val_loss: 8.3052 - val_acc: 0.0567\n",
            "Epoch 1387/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7812 - acc: 0.5264 - val_loss: 8.2788 - val_acc: 0.0584\n",
            "Epoch 1388/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7843 - acc: 0.5260 - val_loss: 8.2785 - val_acc: 0.0556\n",
            "Epoch 1389/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7898 - acc: 0.5216 - val_loss: 8.3092 - val_acc: 0.0567\n",
            "Epoch 1390/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7852 - acc: 0.5256 - val_loss: 8.2859 - val_acc: 0.0576\n",
            "Epoch 1391/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7801 - acc: 0.5264 - val_loss: 8.3163 - val_acc: 0.0558\n",
            "Epoch 1392/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7787 - acc: 0.5271 - val_loss: 8.2952 - val_acc: 0.0556\n",
            "Epoch 1393/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7778 - acc: 0.5278 - val_loss: 8.3032 - val_acc: 0.0593\n",
            "Epoch 1394/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7745 - acc: 0.5285 - val_loss: 8.3113 - val_acc: 0.0553\n",
            "Epoch 1395/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7755 - acc: 0.5288 - val_loss: 8.3257 - val_acc: 0.0576\n",
            "Epoch 1396/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7769 - acc: 0.5264 - val_loss: 8.2968 - val_acc: 0.0567\n",
            "Epoch 1397/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7782 - acc: 0.5260 - val_loss: 8.3041 - val_acc: 0.0582\n",
            "Epoch 1398/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7810 - acc: 0.5256 - val_loss: 8.2975 - val_acc: 0.0553\n",
            "Epoch 1399/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7838 - acc: 0.5232 - val_loss: 8.3076 - val_acc: 0.0579\n",
            "Epoch 1400/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7854 - acc: 0.5242 - val_loss: 8.3062 - val_acc: 0.0553\n",
            "Epoch 1401/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7839 - acc: 0.5248 - val_loss: 8.3186 - val_acc: 0.0535\n",
            "Epoch 1402/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7893 - acc: 0.5216 - val_loss: 8.2967 - val_acc: 0.0564\n",
            "Epoch 1403/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7850 - acc: 0.5221 - val_loss: 8.2962 - val_acc: 0.0553\n",
            "Epoch 1404/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7794 - acc: 0.5270 - val_loss: 8.3011 - val_acc: 0.0573\n",
            "Epoch 1405/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7744 - acc: 0.5268 - val_loss: 8.3100 - val_acc: 0.0567\n",
            "Epoch 1406/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7711 - acc: 0.5284 - val_loss: 8.2965 - val_acc: 0.0567\n",
            "Epoch 1407/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7689 - acc: 0.5309 - val_loss: 8.2893 - val_acc: 0.0564\n",
            "Epoch 1408/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7647 - acc: 0.5310 - val_loss: 8.3267 - val_acc: 0.0544\n",
            "Epoch 1409/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7637 - acc: 0.5301 - val_loss: 8.3068 - val_acc: 0.0564\n",
            "Epoch 1410/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7626 - acc: 0.5309 - val_loss: 8.3054 - val_acc: 0.0550\n",
            "Epoch 1411/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7605 - acc: 0.5306 - val_loss: 8.2969 - val_acc: 0.0564\n",
            "Epoch 1412/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7603 - acc: 0.5327 - val_loss: 8.2950 - val_acc: 0.0556\n",
            "Epoch 1413/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7602 - acc: 0.5309 - val_loss: 8.3131 - val_acc: 0.0558\n",
            "Epoch 1414/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7585 - acc: 0.5337 - val_loss: 8.3075 - val_acc: 0.0564\n",
            "Epoch 1415/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7576 - acc: 0.5335 - val_loss: 8.3104 - val_acc: 0.0561\n",
            "Epoch 1416/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7571 - acc: 0.5333 - val_loss: 8.3237 - val_acc: 0.0558\n",
            "Epoch 1417/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7557 - acc: 0.5328 - val_loss: 8.3192 - val_acc: 0.0550\n",
            "Epoch 1418/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7534 - acc: 0.5325 - val_loss: 8.3293 - val_acc: 0.0561\n",
            "Epoch 1419/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7561 - acc: 0.5337 - val_loss: 8.3167 - val_acc: 0.0561\n",
            "Epoch 1420/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7570 - acc: 0.5321 - val_loss: 8.3124 - val_acc: 0.0547\n",
            "Epoch 1421/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7588 - acc: 0.5321 - val_loss: 8.3089 - val_acc: 0.0561\n",
            "Epoch 1422/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7606 - acc: 0.5315 - val_loss: 8.2980 - val_acc: 0.0564\n",
            "Epoch 1423/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7590 - acc: 0.5314 - val_loss: 8.3120 - val_acc: 0.0556\n",
            "Epoch 1424/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7579 - acc: 0.5327 - val_loss: 8.3117 - val_acc: 0.0556\n",
            "Epoch 1425/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7580 - acc: 0.5322 - val_loss: 8.2948 - val_acc: 0.0558\n",
            "Epoch 1426/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7574 - acc: 0.5310 - val_loss: 8.3238 - val_acc: 0.0570\n",
            "Epoch 1427/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7561 - acc: 0.5332 - val_loss: 8.3300 - val_acc: 0.0561\n",
            "Epoch 1428/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7546 - acc: 0.5333 - val_loss: 8.3218 - val_acc: 0.0564\n",
            "Epoch 1429/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7603 - acc: 0.5327 - val_loss: 8.3211 - val_acc: 0.0558\n",
            "Epoch 1430/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7603 - acc: 0.5320 - val_loss: 8.3067 - val_acc: 0.0573\n",
            "Epoch 1431/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7622 - acc: 0.5314 - val_loss: 8.3195 - val_acc: 0.0573\n",
            "Epoch 1432/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7654 - acc: 0.5287 - val_loss: 8.3302 - val_acc: 0.0561\n",
            "Epoch 1433/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7625 - acc: 0.5306 - val_loss: 8.3251 - val_acc: 0.0576\n",
            "Epoch 1434/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7646 - acc: 0.5306 - val_loss: 8.2961 - val_acc: 0.0561\n",
            "Epoch 1435/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7743 - acc: 0.5266 - val_loss: 8.3144 - val_acc: 0.0567\n",
            "Epoch 1436/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7792 - acc: 0.5253 - val_loss: 8.3019 - val_acc: 0.0584\n",
            "Epoch 1437/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7901 - acc: 0.5234 - val_loss: 8.2911 - val_acc: 0.0599\n",
            "Epoch 1438/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7849 - acc: 0.5229 - val_loss: 8.3011 - val_acc: 0.0590\n",
            "Epoch 1439/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7871 - acc: 0.5228 - val_loss: 8.3023 - val_acc: 0.0584\n",
            "Epoch 1440/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7868 - acc: 0.5244 - val_loss: 8.3263 - val_acc: 0.0553\n",
            "Epoch 1441/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7843 - acc: 0.5262 - val_loss: 8.3241 - val_acc: 0.0579\n",
            "Epoch 1442/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7769 - acc: 0.5268 - val_loss: 8.3131 - val_acc: 0.0579\n",
            "Epoch 1443/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7749 - acc: 0.5276 - val_loss: 8.3325 - val_acc: 0.0576\n",
            "Epoch 1444/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7727 - acc: 0.5281 - val_loss: 8.3207 - val_acc: 0.0576\n",
            "Epoch 1445/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7799 - acc: 0.5260 - val_loss: 8.2906 - val_acc: 0.0573\n",
            "Epoch 1446/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7934 - acc: 0.5236 - val_loss: 8.2979 - val_acc: 0.0576\n",
            "Epoch 1447/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8040 - acc: 0.5189 - val_loss: 8.3275 - val_acc: 0.0558\n",
            "Epoch 1448/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8043 - acc: 0.5183 - val_loss: 8.2839 - val_acc: 0.0567\n",
            "Epoch 1449/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.8048 - acc: 0.5172 - val_loss: 8.3113 - val_acc: 0.0573\n",
            "Epoch 1450/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.8042 - acc: 0.5177 - val_loss: 8.3011 - val_acc: 0.0573\n",
            "Epoch 1451/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.8106 - acc: 0.5184 - val_loss: 8.3088 - val_acc: 0.0573\n",
            "Epoch 1452/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8156 - acc: 0.5147 - val_loss: 8.3313 - val_acc: 0.0564\n",
            "Epoch 1453/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.8162 - acc: 0.5151 - val_loss: 8.3329 - val_acc: 0.0564\n",
            "Epoch 1454/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.8121 - acc: 0.5173 - val_loss: 8.3122 - val_acc: 0.0579\n",
            "Epoch 1455/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8153 - acc: 0.5160 - val_loss: 8.3224 - val_acc: 0.0567\n",
            "Epoch 1456/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.8179 - acc: 0.5141 - val_loss: 8.2980 - val_acc: 0.0576\n",
            "Epoch 1457/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.8103 - acc: 0.5174 - val_loss: 8.3137 - val_acc: 0.0579\n",
            "Epoch 1458/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.8027 - acc: 0.5171 - val_loss: 8.2930 - val_acc: 0.0587\n",
            "Epoch 1459/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7957 - acc: 0.5201 - val_loss: 8.3257 - val_acc: 0.0550\n",
            "Epoch 1460/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7902 - acc: 0.5234 - val_loss: 8.3035 - val_acc: 0.0561\n",
            "Epoch 1461/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7868 - acc: 0.5242 - val_loss: 8.3174 - val_acc: 0.0570\n",
            "Epoch 1462/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7806 - acc: 0.5256 - val_loss: 8.2949 - val_acc: 0.0590\n",
            "Epoch 1463/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7760 - acc: 0.5272 - val_loss: 8.3056 - val_acc: 0.0596\n",
            "Epoch 1464/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7706 - acc: 0.5280 - val_loss: 8.3390 - val_acc: 0.0556\n",
            "Epoch 1465/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7685 - acc: 0.5302 - val_loss: 8.3449 - val_acc: 0.0547\n",
            "Epoch 1466/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7655 - acc: 0.5292 - val_loss: 8.3320 - val_acc: 0.0547\n",
            "Epoch 1467/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7642 - acc: 0.5297 - val_loss: 8.3434 - val_acc: 0.0544\n",
            "Epoch 1468/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7629 - acc: 0.5321 - val_loss: 8.3342 - val_acc: 0.0538\n",
            "Epoch 1469/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7623 - acc: 0.5318 - val_loss: 8.3547 - val_acc: 0.0541\n",
            "Epoch 1470/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7619 - acc: 0.5327 - val_loss: 8.3499 - val_acc: 0.0556\n",
            "Epoch 1471/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7626 - acc: 0.5293 - val_loss: 8.3559 - val_acc: 0.0570\n",
            "Epoch 1472/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7632 - acc: 0.5314 - val_loss: 8.3316 - val_acc: 0.0567\n",
            "Epoch 1473/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7628 - acc: 0.5298 - val_loss: 8.3336 - val_acc: 0.0570\n",
            "Epoch 1474/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7607 - acc: 0.5327 - val_loss: 8.3538 - val_acc: 0.0535\n",
            "Epoch 1475/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7584 - acc: 0.5310 - val_loss: 8.3585 - val_acc: 0.0547\n",
            "Epoch 1476/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7571 - acc: 0.5338 - val_loss: 8.3519 - val_acc: 0.0553\n",
            "Epoch 1477/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7591 - acc: 0.5321 - val_loss: 8.3460 - val_acc: 0.0550\n",
            "Epoch 1478/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7585 - acc: 0.5309 - val_loss: 8.3500 - val_acc: 0.0561\n",
            "Epoch 1479/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7590 - acc: 0.5317 - val_loss: 8.3783 - val_acc: 0.0538\n",
            "Epoch 1480/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7578 - acc: 0.5326 - val_loss: 8.3652 - val_acc: 0.0558\n",
            "Epoch 1481/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7567 - acc: 0.5339 - val_loss: 8.3659 - val_acc: 0.0561\n",
            "Epoch 1482/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7551 - acc: 0.5333 - val_loss: 8.3618 - val_acc: 0.0553\n",
            "Epoch 1483/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7552 - acc: 0.5330 - val_loss: 8.3473 - val_acc: 0.0573\n",
            "Epoch 1484/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7541 - acc: 0.5345 - val_loss: 8.3463 - val_acc: 0.0556\n",
            "Epoch 1485/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7570 - acc: 0.5334 - val_loss: 8.3554 - val_acc: 0.0564\n",
            "Epoch 1486/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7619 - acc: 0.5314 - val_loss: 8.3558 - val_acc: 0.0553\n",
            "Epoch 1487/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7612 - acc: 0.5303 - val_loss: 8.3702 - val_acc: 0.0556\n",
            "Epoch 1488/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7642 - acc: 0.5308 - val_loss: 8.3517 - val_acc: 0.0544\n",
            "Epoch 1489/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.8970 - acc: 0.4967 - val_loss: 8.3119 - val_acc: 0.0567\n",
            "Epoch 1490/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9417 - acc: 0.4858 - val_loss: 8.2781 - val_acc: 0.0599\n",
            "Epoch 1491/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.9286 - acc: 0.4836 - val_loss: 8.3074 - val_acc: 0.0587\n",
            "Epoch 1492/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.9209 - acc: 0.4862 - val_loss: 8.3143 - val_acc: 0.0570\n",
            "Epoch 1493/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.9232 - acc: 0.4828 - val_loss: 8.3185 - val_acc: 0.0544\n",
            "Epoch 1494/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.9156 - acc: 0.4867 - val_loss: 8.3099 - val_acc: 0.0584\n",
            "Epoch 1495/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.9137 - acc: 0.4882 - val_loss: 8.2992 - val_acc: 0.0576\n",
            "Epoch 1496/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.8929 - acc: 0.4929 - val_loss: 8.3338 - val_acc: 0.0593\n",
            "Epoch 1497/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8655 - acc: 0.4978 - val_loss: 8.3224 - val_acc: 0.0573\n",
            "Epoch 1498/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8507 - acc: 0.5041 - val_loss: 8.3368 - val_acc: 0.0567\n",
            "Epoch 1499/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.8363 - acc: 0.5092 - val_loss: 8.3380 - val_acc: 0.0576\n",
            "Epoch 1500/2000\n",
            "1148/1148 [==============================] - 1s 656us/step - loss: 0.8240 - acc: 0.5117 - val_loss: 8.3141 - val_acc: 0.0582\n",
            "Epoch 1501/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8125 - acc: 0.5155 - val_loss: 8.3072 - val_acc: 0.0593\n",
            "Epoch 1502/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8040 - acc: 0.5187 - val_loss: 8.3090 - val_acc: 0.0582\n",
            "Epoch 1503/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7975 - acc: 0.5201 - val_loss: 8.3175 - val_acc: 0.0570\n",
            "Epoch 1504/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7980 - acc: 0.5205 - val_loss: 8.3463 - val_acc: 0.0558\n",
            "Epoch 1505/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.8018 - acc: 0.5195 - val_loss: 8.3532 - val_acc: 0.0561\n",
            "Epoch 1506/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.8014 - acc: 0.5195 - val_loss: 8.3375 - val_acc: 0.0573\n",
            "Epoch 1507/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7944 - acc: 0.5213 - val_loss: 8.3531 - val_acc: 0.0573\n",
            "Epoch 1508/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7913 - acc: 0.5228 - val_loss: 8.3362 - val_acc: 0.0573\n",
            "Epoch 1509/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7868 - acc: 0.5246 - val_loss: 8.3413 - val_acc: 0.0576\n",
            "Epoch 1510/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7803 - acc: 0.5245 - val_loss: 8.3426 - val_acc: 0.0590\n",
            "Epoch 1511/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7811 - acc: 0.5258 - val_loss: 8.3630 - val_acc: 0.0558\n",
            "Epoch 1512/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7768 - acc: 0.5274 - val_loss: 8.3451 - val_acc: 0.0561\n",
            "Epoch 1513/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7743 - acc: 0.5271 - val_loss: 8.3512 - val_acc: 0.0579\n",
            "Epoch 1514/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7694 - acc: 0.5289 - val_loss: 8.3405 - val_acc: 0.0590\n",
            "Epoch 1515/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7696 - acc: 0.5308 - val_loss: 8.3524 - val_acc: 0.0564\n",
            "Epoch 1516/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7662 - acc: 0.5301 - val_loss: 8.3392 - val_acc: 0.0587\n",
            "Epoch 1517/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7675 - acc: 0.5301 - val_loss: 8.3345 - val_acc: 0.0564\n",
            "Epoch 1518/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7664 - acc: 0.5303 - val_loss: 8.3349 - val_acc: 0.0579\n",
            "Epoch 1519/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7670 - acc: 0.5280 - val_loss: 8.3446 - val_acc: 0.0579\n",
            "Epoch 1520/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7664 - acc: 0.5295 - val_loss: 8.3561 - val_acc: 0.0573\n",
            "Epoch 1521/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7671 - acc: 0.5273 - val_loss: 8.3661 - val_acc: 0.0564\n",
            "Epoch 1522/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7655 - acc: 0.5303 - val_loss: 8.3762 - val_acc: 0.0567\n",
            "Epoch 1523/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7678 - acc: 0.5277 - val_loss: 8.3632 - val_acc: 0.0570\n",
            "Epoch 1524/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7656 - acc: 0.5299 - val_loss: 8.3706 - val_acc: 0.0564\n",
            "Epoch 1525/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7623 - acc: 0.5303 - val_loss: 8.3574 - val_acc: 0.0550\n",
            "Epoch 1526/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7609 - acc: 0.5317 - val_loss: 8.3742 - val_acc: 0.0573\n",
            "Epoch 1527/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7597 - acc: 0.5301 - val_loss: 8.3689 - val_acc: 0.0570\n",
            "Epoch 1528/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7574 - acc: 0.5324 - val_loss: 8.3770 - val_acc: 0.0567\n",
            "Epoch 1529/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7564 - acc: 0.5328 - val_loss: 8.3689 - val_acc: 0.0564\n",
            "Epoch 1530/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7560 - acc: 0.5332 - val_loss: 8.3874 - val_acc: 0.0558\n",
            "Epoch 1531/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7599 - acc: 0.5324 - val_loss: 8.3790 - val_acc: 0.0576\n",
            "Epoch 1532/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7562 - acc: 0.5307 - val_loss: 8.3869 - val_acc: 0.0582\n",
            "Epoch 1533/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7583 - acc: 0.5311 - val_loss: 8.3691 - val_acc: 0.0576\n",
            "Epoch 1534/2000\n",
            "1148/1148 [==============================] - 1s 687us/step - loss: 0.7638 - acc: 0.5292 - val_loss: 8.3755 - val_acc: 0.0567\n",
            "Epoch 1535/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7619 - acc: 0.5296 - val_loss: 8.3981 - val_acc: 0.0564\n",
            "Epoch 1536/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7605 - acc: 0.5308 - val_loss: 8.3997 - val_acc: 0.0570\n",
            "Epoch 1537/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7612 - acc: 0.5287 - val_loss: 8.3956 - val_acc: 0.0564\n",
            "Epoch 1538/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7576 - acc: 0.5312 - val_loss: 8.3865 - val_acc: 0.0573\n",
            "Epoch 1539/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7564 - acc: 0.5309 - val_loss: 8.3884 - val_acc: 0.0576\n",
            "Epoch 1540/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7565 - acc: 0.5332 - val_loss: 8.4012 - val_acc: 0.0587\n",
            "Epoch 1541/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7539 - acc: 0.5326 - val_loss: 8.3970 - val_acc: 0.0561\n",
            "Epoch 1542/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7541 - acc: 0.5327 - val_loss: 8.3915 - val_acc: 0.0553\n",
            "Epoch 1543/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7530 - acc: 0.5344 - val_loss: 8.4014 - val_acc: 0.0573\n",
            "Epoch 1544/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7554 - acc: 0.5315 - val_loss: 8.3997 - val_acc: 0.0570\n",
            "Epoch 1545/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7528 - acc: 0.5331 - val_loss: 8.3953 - val_acc: 0.0570\n",
            "Epoch 1546/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7530 - acc: 0.5338 - val_loss: 8.4102 - val_acc: 0.0576\n",
            "Epoch 1547/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7536 - acc: 0.5309 - val_loss: 8.4028 - val_acc: 0.0567\n",
            "Epoch 1548/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7548 - acc: 0.5326 - val_loss: 8.3910 - val_acc: 0.0573\n",
            "Epoch 1549/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7542 - acc: 0.5323 - val_loss: 8.3950 - val_acc: 0.0561\n",
            "Epoch 1550/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7539 - acc: 0.5320 - val_loss: 8.3938 - val_acc: 0.0561\n",
            "Epoch 1551/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7541 - acc: 0.5320 - val_loss: 8.4207 - val_acc: 0.0550\n",
            "Epoch 1552/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7515 - acc: 0.5330 - val_loss: 8.4003 - val_acc: 0.0570\n",
            "Epoch 1553/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7559 - acc: 0.5315 - val_loss: 8.3983 - val_acc: 0.0573\n",
            "Epoch 1554/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7514 - acc: 0.5327 - val_loss: 8.4018 - val_acc: 0.0553\n",
            "Epoch 1555/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7515 - acc: 0.5337 - val_loss: 8.4097 - val_acc: 0.0561\n",
            "Epoch 1556/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7518 - acc: 0.5323 - val_loss: 8.4100 - val_acc: 0.0573\n",
            "Epoch 1557/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7514 - acc: 0.5325 - val_loss: 8.4013 - val_acc: 0.0567\n",
            "Epoch 1558/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7527 - acc: 0.5324 - val_loss: 8.4060 - val_acc: 0.0556\n",
            "Epoch 1559/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7511 - acc: 0.5351 - val_loss: 8.4109 - val_acc: 0.0567\n",
            "Epoch 1560/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7513 - acc: 0.5325 - val_loss: 8.4205 - val_acc: 0.0553\n",
            "Epoch 1561/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.7517 - acc: 0.5333 - val_loss: 8.4168 - val_acc: 0.0553\n",
            "Epoch 1562/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7507 - acc: 0.5332 - val_loss: 8.4245 - val_acc: 0.0558\n",
            "Epoch 1563/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7492 - acc: 0.5340 - val_loss: 8.4195 - val_acc: 0.0579\n",
            "Epoch 1564/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7498 - acc: 0.5341 - val_loss: 8.4274 - val_acc: 0.0567\n",
            "Epoch 1565/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7510 - acc: 0.5330 - val_loss: 8.4142 - val_acc: 0.0570\n",
            "Epoch 1566/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7512 - acc: 0.5328 - val_loss: 8.4151 - val_acc: 0.0570\n",
            "Epoch 1567/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7529 - acc: 0.5328 - val_loss: 8.4137 - val_acc: 0.0576\n",
            "Epoch 1568/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7579 - acc: 0.5326 - val_loss: 8.4359 - val_acc: 0.0561\n",
            "Epoch 1569/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7660 - acc: 0.5272 - val_loss: 8.4456 - val_acc: 0.0541\n",
            "Epoch 1570/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7693 - acc: 0.5282 - val_loss: 8.4044 - val_acc: 0.0547\n",
            "Epoch 1571/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7733 - acc: 0.5271 - val_loss: 8.4041 - val_acc: 0.0544\n",
            "Epoch 1572/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7721 - acc: 0.5263 - val_loss: 8.4134 - val_acc: 0.0538\n",
            "Epoch 1573/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7707 - acc: 0.5278 - val_loss: 8.4199 - val_acc: 0.0582\n",
            "Epoch 1574/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7683 - acc: 0.5280 - val_loss: 8.3913 - val_acc: 0.0573\n",
            "Epoch 1575/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7687 - acc: 0.5286 - val_loss: 8.4243 - val_acc: 0.0535\n",
            "Epoch 1576/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7720 - acc: 0.5271 - val_loss: 8.4165 - val_acc: 0.0564\n",
            "Epoch 1577/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7835 - acc: 0.5230 - val_loss: 8.4271 - val_acc: 0.0544\n",
            "Epoch 1578/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7848 - acc: 0.5238 - val_loss: 8.4158 - val_acc: 0.0561\n",
            "Epoch 1579/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7752 - acc: 0.5259 - val_loss: 8.4242 - val_acc: 0.0541\n",
            "Epoch 1580/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7703 - acc: 0.5271 - val_loss: 8.4155 - val_acc: 0.0553\n",
            "Epoch 1581/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7666 - acc: 0.5306 - val_loss: 8.4130 - val_acc: 0.0550\n",
            "Epoch 1582/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7584 - acc: 0.5340 - val_loss: 8.4062 - val_acc: 0.0553\n",
            "Epoch 1583/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7581 - acc: 0.5317 - val_loss: 8.4365 - val_acc: 0.0561\n",
            "Epoch 1584/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7596 - acc: 0.5322 - val_loss: 8.4050 - val_acc: 0.0561\n",
            "Epoch 1585/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7591 - acc: 0.5320 - val_loss: 8.4086 - val_acc: 0.0582\n",
            "Epoch 1586/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7569 - acc: 0.5319 - val_loss: 8.4360 - val_acc: 0.0576\n",
            "Epoch 1587/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7585 - acc: 0.5333 - val_loss: 8.4320 - val_acc: 0.0576\n",
            "Epoch 1588/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.7622 - acc: 0.5310 - val_loss: 8.4323 - val_acc: 0.0556\n",
            "Epoch 1589/2000\n",
            "1148/1148 [==============================] - 1s 646us/step - loss: 0.7560 - acc: 0.5319 - val_loss: 8.4197 - val_acc: 0.0558\n",
            "Epoch 1590/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7667 - acc: 0.5288 - val_loss: 8.4303 - val_acc: 0.0564\n",
            "Epoch 1591/2000\n",
            "1148/1148 [==============================] - 1s 654us/step - loss: 0.7726 - acc: 0.5285 - val_loss: 8.4294 - val_acc: 0.0544\n",
            "Epoch 1592/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7779 - acc: 0.5256 - val_loss: 8.4127 - val_acc: 0.0593\n",
            "Epoch 1593/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7758 - acc: 0.5268 - val_loss: 8.4434 - val_acc: 0.0550\n",
            "Epoch 1594/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 0.7739 - acc: 0.5278 - val_loss: 8.4196 - val_acc: 0.0556\n",
            "Epoch 1595/2000\n",
            "1148/1148 [==============================] - 1s 654us/step - loss: 0.7801 - acc: 0.5248 - val_loss: 8.4311 - val_acc: 0.0567\n",
            "Epoch 1596/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7796 - acc: 0.5258 - val_loss: 8.4172 - val_acc: 0.0558\n",
            "Epoch 1597/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7741 - acc: 0.5257 - val_loss: 8.4407 - val_acc: 0.0544\n",
            "Epoch 1598/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7702 - acc: 0.5275 - val_loss: 8.4331 - val_acc: 0.0561\n",
            "Epoch 1599/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7678 - acc: 0.5293 - val_loss: 8.4532 - val_acc: 0.0544\n",
            "Epoch 1600/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7686 - acc: 0.5287 - val_loss: 8.4136 - val_acc: 0.0547\n",
            "Epoch 1601/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7692 - acc: 0.5266 - val_loss: 8.4145 - val_acc: 0.0550\n",
            "Epoch 1602/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7692 - acc: 0.5283 - val_loss: 8.4218 - val_acc: 0.0541\n",
            "Epoch 1603/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7606 - acc: 0.5307 - val_loss: 8.4169 - val_acc: 0.0556\n",
            "Epoch 1604/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7563 - acc: 0.5319 - val_loss: 8.4119 - val_acc: 0.0553\n",
            "Epoch 1605/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7540 - acc: 0.5311 - val_loss: 8.4414 - val_acc: 0.0558\n",
            "Epoch 1606/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7555 - acc: 0.5319 - val_loss: 8.4316 - val_acc: 0.0556\n",
            "Epoch 1607/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7509 - acc: 0.5327 - val_loss: 8.4347 - val_acc: 0.0550\n",
            "Epoch 1608/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7516 - acc: 0.5343 - val_loss: 8.4246 - val_acc: 0.0541\n",
            "Epoch 1609/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7496 - acc: 0.5340 - val_loss: 8.4211 - val_acc: 0.0561\n",
            "Epoch 1610/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7481 - acc: 0.5331 - val_loss: 8.4320 - val_acc: 0.0558\n",
            "Epoch 1611/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7491 - acc: 0.5345 - val_loss: 8.4424 - val_acc: 0.0561\n",
            "Epoch 1612/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7456 - acc: 0.5362 - val_loss: 8.4217 - val_acc: 0.0561\n",
            "Epoch 1613/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7464 - acc: 0.5334 - val_loss: 8.4432 - val_acc: 0.0561\n",
            "Epoch 1614/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7444 - acc: 0.5354 - val_loss: 8.4272 - val_acc: 0.0564\n",
            "Epoch 1615/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7450 - acc: 0.5348 - val_loss: 8.4255 - val_acc: 0.0550\n",
            "Epoch 1616/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7475 - acc: 0.5360 - val_loss: 8.4188 - val_acc: 0.0567\n",
            "Epoch 1617/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7480 - acc: 0.5323 - val_loss: 8.4293 - val_acc: 0.0553\n",
            "Epoch 1618/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7513 - acc: 0.5343 - val_loss: 8.4291 - val_acc: 0.0570\n",
            "Epoch 1619/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7516 - acc: 0.5318 - val_loss: 8.4409 - val_acc: 0.0556\n",
            "Epoch 1620/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7495 - acc: 0.5348 - val_loss: 8.4349 - val_acc: 0.0567\n",
            "Epoch 1621/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7501 - acc: 0.5332 - val_loss: 8.4426 - val_acc: 0.0558\n",
            "Epoch 1622/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7500 - acc: 0.5336 - val_loss: 8.4361 - val_acc: 0.0558\n",
            "Epoch 1623/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7486 - acc: 0.5336 - val_loss: 8.4477 - val_acc: 0.0550\n",
            "Epoch 1624/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7470 - acc: 0.5346 - val_loss: 8.4439 - val_acc: 0.0547\n",
            "Epoch 1625/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7482 - acc: 0.5335 - val_loss: 8.4368 - val_acc: 0.0579\n",
            "Epoch 1626/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7472 - acc: 0.5348 - val_loss: 8.4516 - val_acc: 0.0570\n",
            "Epoch 1627/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7442 - acc: 0.5366 - val_loss: 8.4363 - val_acc: 0.0558\n",
            "Epoch 1628/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7451 - acc: 0.5346 - val_loss: 8.4398 - val_acc: 0.0573\n",
            "Epoch 1629/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7465 - acc: 0.5353 - val_loss: 8.4321 - val_acc: 0.0556\n",
            "Epoch 1630/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7468 - acc: 0.5349 - val_loss: 8.4279 - val_acc: 0.0558\n",
            "Epoch 1631/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7424 - acc: 0.5347 - val_loss: 8.4412 - val_acc: 0.0550\n",
            "Epoch 1632/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7407 - acc: 0.5369 - val_loss: 8.4442 - val_acc: 0.0570\n",
            "Epoch 1633/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7378 - acc: 0.5372 - val_loss: 8.4412 - val_acc: 0.0547\n",
            "Epoch 1634/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7372 - acc: 0.5384 - val_loss: 8.4721 - val_acc: 0.0544\n",
            "Epoch 1635/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7383 - acc: 0.5372 - val_loss: 8.4417 - val_acc: 0.0556\n",
            "Epoch 1636/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7376 - acc: 0.5373 - val_loss: 8.4635 - val_acc: 0.0553\n",
            "Epoch 1637/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7367 - acc: 0.5372 - val_loss: 8.4527 - val_acc: 0.0556\n",
            "Epoch 1638/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7374 - acc: 0.5365 - val_loss: 8.4682 - val_acc: 0.0564\n",
            "Epoch 1639/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7369 - acc: 0.5385 - val_loss: 8.4609 - val_acc: 0.0556\n",
            "Epoch 1640/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7388 - acc: 0.5367 - val_loss: 8.4632 - val_acc: 0.0544\n",
            "Epoch 1641/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7438 - acc: 0.5346 - val_loss: 8.4633 - val_acc: 0.0567\n",
            "Epoch 1642/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7426 - acc: 0.5354 - val_loss: 8.4502 - val_acc: 0.0553\n",
            "Epoch 1643/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7404 - acc: 0.5367 - val_loss: 8.4739 - val_acc: 0.0570\n",
            "Epoch 1644/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7431 - acc: 0.5348 - val_loss: 8.4719 - val_acc: 0.0553\n",
            "Epoch 1645/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7485 - acc: 0.5329 - val_loss: 8.4795 - val_acc: 0.0556\n",
            "Epoch 1646/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7488 - acc: 0.5335 - val_loss: 8.4728 - val_acc: 0.0556\n",
            "Epoch 1647/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7467 - acc: 0.5338 - val_loss: 8.4535 - val_acc: 0.0567\n",
            "Epoch 1648/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7467 - acc: 0.5333 - val_loss: 8.4614 - val_acc: 0.0576\n",
            "Epoch 1649/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7448 - acc: 0.5325 - val_loss: 8.4631 - val_acc: 0.0547\n",
            "Epoch 1650/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7443 - acc: 0.5340 - val_loss: 8.4562 - val_acc: 0.0593\n",
            "Epoch 1651/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7447 - acc: 0.5340 - val_loss: 8.4551 - val_acc: 0.0573\n",
            "Epoch 1652/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7491 - acc: 0.5332 - val_loss: 8.4654 - val_acc: 0.0573\n",
            "Epoch 1653/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7523 - acc: 0.5322 - val_loss: 8.4758 - val_acc: 0.0564\n",
            "Epoch 1654/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7551 - acc: 0.5330 - val_loss: 8.4786 - val_acc: 0.0556\n",
            "Epoch 1655/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7495 - acc: 0.5332 - val_loss: 8.4499 - val_acc: 0.0567\n",
            "Epoch 1656/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7600 - acc: 0.5312 - val_loss: 8.4561 - val_acc: 0.0550\n",
            "Epoch 1657/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7679 - acc: 0.5275 - val_loss: 8.4797 - val_acc: 0.0550\n",
            "Epoch 1658/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7619 - acc: 0.5306 - val_loss: 8.4756 - val_acc: 0.0576\n",
            "Epoch 1659/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7651 - acc: 0.5290 - val_loss: 8.4603 - val_acc: 0.0596\n",
            "Epoch 1660/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7721 - acc: 0.5250 - val_loss: 8.4776 - val_acc: 0.0561\n",
            "Epoch 1661/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7725 - acc: 0.5256 - val_loss: 8.4541 - val_acc: 0.0558\n",
            "Epoch 1662/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7722 - acc: 0.5255 - val_loss: 8.4681 - val_acc: 0.0547\n",
            "Epoch 1663/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7762 - acc: 0.5263 - val_loss: 8.4718 - val_acc: 0.0570\n",
            "Epoch 1664/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7723 - acc: 0.5251 - val_loss: 8.4693 - val_acc: 0.0561\n",
            "Epoch 1665/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7718 - acc: 0.5257 - val_loss: 8.4790 - val_acc: 0.0544\n",
            "Epoch 1666/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7704 - acc: 0.5258 - val_loss: 8.4760 - val_acc: 0.0582\n",
            "Epoch 1667/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7764 - acc: 0.5234 - val_loss: 8.4471 - val_acc: 0.0602\n",
            "Epoch 1668/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7793 - acc: 0.5255 - val_loss: 8.4444 - val_acc: 0.0582\n",
            "Epoch 1669/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7782 - acc: 0.5253 - val_loss: 8.4737 - val_acc: 0.0561\n",
            "Epoch 1670/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7791 - acc: 0.5245 - val_loss: 8.4701 - val_acc: 0.0579\n",
            "Epoch 1671/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7818 - acc: 0.5219 - val_loss: 8.4578 - val_acc: 0.0567\n",
            "Epoch 1672/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7730 - acc: 0.5246 - val_loss: 8.4467 - val_acc: 0.0553\n",
            "Epoch 1673/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7744 - acc: 0.5256 - val_loss: 8.4562 - val_acc: 0.0553\n",
            "Epoch 1674/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7707 - acc: 0.5269 - val_loss: 8.4426 - val_acc: 0.0584\n",
            "Epoch 1675/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7690 - acc: 0.5287 - val_loss: 8.4427 - val_acc: 0.0564\n",
            "Epoch 1676/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7647 - acc: 0.5277 - val_loss: 8.4393 - val_acc: 0.0576\n",
            "Epoch 1677/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7871 - acc: 0.5226 - val_loss: 8.4526 - val_acc: 0.0567\n",
            "Epoch 1678/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7924 - acc: 0.5209 - val_loss: 8.4526 - val_acc: 0.0541\n",
            "Epoch 1679/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.8121 - acc: 0.5151 - val_loss: 8.4615 - val_acc: 0.0556\n",
            "Epoch 1680/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8119 - acc: 0.5142 - val_loss: 8.4232 - val_acc: 0.0564\n",
            "Epoch 1681/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.8005 - acc: 0.5170 - val_loss: 8.4507 - val_acc: 0.0570\n",
            "Epoch 1682/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.8011 - acc: 0.5171 - val_loss: 8.4634 - val_acc: 0.0558\n",
            "Epoch 1683/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7959 - acc: 0.5197 - val_loss: 8.4608 - val_acc: 0.0558\n",
            "Epoch 1684/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.8085 - acc: 0.5161 - val_loss: 8.4310 - val_acc: 0.0573\n",
            "Epoch 1685/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.8051 - acc: 0.5150 - val_loss: 8.4400 - val_acc: 0.0582\n",
            "Epoch 1686/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.8014 - acc: 0.5182 - val_loss: 8.4401 - val_acc: 0.0564\n",
            "Epoch 1687/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7953 - acc: 0.5213 - val_loss: 8.4450 - val_acc: 0.0564\n",
            "Epoch 1688/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 0.7915 - acc: 0.5203 - val_loss: 8.4171 - val_acc: 0.0599\n",
            "Epoch 1689/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7807 - acc: 0.5230 - val_loss: 8.4469 - val_acc: 0.0587\n",
            "Epoch 1690/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7820 - acc: 0.5239 - val_loss: 8.4593 - val_acc: 0.0544\n",
            "Epoch 1691/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7740 - acc: 0.5244 - val_loss: 8.4529 - val_acc: 0.0530\n",
            "Epoch 1692/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7706 - acc: 0.5268 - val_loss: 8.4455 - val_acc: 0.0564\n",
            "Epoch 1693/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.7677 - acc: 0.5268 - val_loss: 8.4390 - val_acc: 0.0544\n",
            "Epoch 1694/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7601 - acc: 0.5301 - val_loss: 8.4399 - val_acc: 0.0570\n",
            "Epoch 1695/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7541 - acc: 0.5296 - val_loss: 8.4586 - val_acc: 0.0550\n",
            "Epoch 1696/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7494 - acc: 0.5324 - val_loss: 8.4570 - val_acc: 0.0561\n",
            "Epoch 1697/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7468 - acc: 0.5330 - val_loss: 8.4498 - val_acc: 0.0558\n",
            "Epoch 1698/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7429 - acc: 0.5349 - val_loss: 8.4483 - val_acc: 0.0547\n",
            "Epoch 1699/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7426 - acc: 0.5328 - val_loss: 8.4615 - val_acc: 0.0556\n",
            "Epoch 1700/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7416 - acc: 0.5344 - val_loss: 8.4434 - val_acc: 0.0567\n",
            "Epoch 1701/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7431 - acc: 0.5344 - val_loss: 8.4626 - val_acc: 0.0556\n",
            "Epoch 1702/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7421 - acc: 0.5348 - val_loss: 8.4502 - val_acc: 0.0564\n",
            "Epoch 1703/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7379 - acc: 0.5364 - val_loss: 8.4662 - val_acc: 0.0558\n",
            "Epoch 1704/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7373 - acc: 0.5365 - val_loss: 8.4670 - val_acc: 0.0553\n",
            "Epoch 1705/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7383 - acc: 0.5365 - val_loss: 8.4627 - val_acc: 0.0550\n",
            "Epoch 1706/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7383 - acc: 0.5351 - val_loss: 8.4730 - val_acc: 0.0558\n",
            "Epoch 1707/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7348 - acc: 0.5375 - val_loss: 8.4712 - val_acc: 0.0541\n",
            "Epoch 1708/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7393 - acc: 0.5355 - val_loss: 8.4816 - val_acc: 0.0538\n",
            "Epoch 1709/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7427 - acc: 0.5331 - val_loss: 8.4756 - val_acc: 0.0561\n",
            "Epoch 1710/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7444 - acc: 0.5346 - val_loss: 8.4779 - val_acc: 0.0541\n",
            "Epoch 1711/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7429 - acc: 0.5338 - val_loss: 8.4861 - val_acc: 0.0553\n",
            "Epoch 1712/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7420 - acc: 0.5339 - val_loss: 8.4689 - val_acc: 0.0558\n",
            "Epoch 1713/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7412 - acc: 0.5343 - val_loss: 8.4794 - val_acc: 0.0561\n",
            "Epoch 1714/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7396 - acc: 0.5354 - val_loss: 8.4789 - val_acc: 0.0547\n",
            "Epoch 1715/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7399 - acc: 0.5355 - val_loss: 8.4682 - val_acc: 0.0564\n",
            "Epoch 1716/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7425 - acc: 0.5348 - val_loss: 8.4639 - val_acc: 0.0573\n",
            "Epoch 1717/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7408 - acc: 0.5345 - val_loss: 8.4880 - val_acc: 0.0556\n",
            "Epoch 1718/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7428 - acc: 0.5351 - val_loss: 8.4751 - val_acc: 0.0556\n",
            "Epoch 1719/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7509 - acc: 0.5319 - val_loss: 8.4779 - val_acc: 0.0556\n",
            "Epoch 1720/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7717 - acc: 0.5274 - val_loss: 8.4997 - val_acc: 0.0532\n",
            "Epoch 1721/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7886 - acc: 0.5189 - val_loss: 8.4897 - val_acc: 0.0503\n",
            "Epoch 1722/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.8329 - acc: 0.5116 - val_loss: 8.4732 - val_acc: 0.0556\n",
            "Epoch 1723/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.8370 - acc: 0.5094 - val_loss: 8.4521 - val_acc: 0.0521\n",
            "Epoch 1724/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 0.8260 - acc: 0.5085 - val_loss: 8.4710 - val_acc: 0.0506\n",
            "Epoch 1725/2000\n",
            "1148/1148 [==============================] - 1s 649us/step - loss: 0.8110 - acc: 0.5152 - val_loss: 8.4699 - val_acc: 0.0527\n",
            "Epoch 1726/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.8074 - acc: 0.5161 - val_loss: 8.4732 - val_acc: 0.0518\n",
            "Epoch 1727/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7949 - acc: 0.5200 - val_loss: 8.4708 - val_acc: 0.0527\n",
            "Epoch 1728/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7859 - acc: 0.5203 - val_loss: 8.4677 - val_acc: 0.0506\n",
            "Epoch 1729/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7795 - acc: 0.5250 - val_loss: 8.4997 - val_acc: 0.0524\n",
            "Epoch 1730/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7762 - acc: 0.5237 - val_loss: 8.4796 - val_acc: 0.0515\n",
            "Epoch 1731/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7669 - acc: 0.5286 - val_loss: 8.4790 - val_acc: 0.0515\n",
            "Epoch 1732/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7668 - acc: 0.5270 - val_loss: 8.4599 - val_acc: 0.0532\n",
            "Epoch 1733/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7649 - acc: 0.5287 - val_loss: 8.4525 - val_acc: 0.0550\n",
            "Epoch 1734/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7589 - acc: 0.5292 - val_loss: 8.4786 - val_acc: 0.0527\n",
            "Epoch 1735/2000\n",
            "1148/1148 [==============================] - 1s 691us/step - loss: 0.7546 - acc: 0.5321 - val_loss: 8.4943 - val_acc: 0.0521\n",
            "Epoch 1736/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7474 - acc: 0.5321 - val_loss: 8.4885 - val_acc: 0.0547\n",
            "Epoch 1737/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7435 - acc: 0.5361 - val_loss: 8.4851 - val_acc: 0.0535\n",
            "Epoch 1738/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7422 - acc: 0.5352 - val_loss: 8.4724 - val_acc: 0.0532\n",
            "Epoch 1739/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7385 - acc: 0.5353 - val_loss: 8.4875 - val_acc: 0.0535\n",
            "Epoch 1740/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7367 - acc: 0.5379 - val_loss: 8.4824 - val_acc: 0.0527\n",
            "Epoch 1741/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7356 - acc: 0.5382 - val_loss: 8.4907 - val_acc: 0.0530\n",
            "Epoch 1742/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7350 - acc: 0.5367 - val_loss: 8.4756 - val_acc: 0.0532\n",
            "Epoch 1743/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7339 - acc: 0.5391 - val_loss: 8.4791 - val_acc: 0.0515\n",
            "Epoch 1744/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7361 - acc: 0.5358 - val_loss: 8.4996 - val_acc: 0.0506\n",
            "Epoch 1745/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7350 - acc: 0.5372 - val_loss: 8.4920 - val_acc: 0.0544\n",
            "Epoch 1746/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7333 - acc: 0.5383 - val_loss: 8.4900 - val_acc: 0.0512\n",
            "Epoch 1747/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7367 - acc: 0.5369 - val_loss: 8.4790 - val_acc: 0.0527\n",
            "Epoch 1748/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7380 - acc: 0.5380 - val_loss: 8.4750 - val_acc: 0.0512\n",
            "Epoch 1749/2000\n",
            "1148/1148 [==============================] - 1s 664us/step - loss: 0.7357 - acc: 0.5366 - val_loss: 8.5031 - val_acc: 0.0524\n",
            "Epoch 1750/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.7373 - acc: 0.5364 - val_loss: 8.4700 - val_acc: 0.0530\n",
            "Epoch 1751/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7347 - acc: 0.5369 - val_loss: 8.4886 - val_acc: 0.0518\n",
            "Epoch 1752/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7384 - acc: 0.5361 - val_loss: 8.4858 - val_acc: 0.0521\n",
            "Epoch 1753/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7360 - acc: 0.5339 - val_loss: 8.4930 - val_acc: 0.0524\n",
            "Epoch 1754/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7392 - acc: 0.5343 - val_loss: 8.4873 - val_acc: 0.0498\n",
            "Epoch 1755/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7344 - acc: 0.5369 - val_loss: 8.4860 - val_acc: 0.0524\n",
            "Epoch 1756/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7308 - acc: 0.5380 - val_loss: 8.4829 - val_acc: 0.0550\n",
            "Epoch 1757/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7301 - acc: 0.5377 - val_loss: 8.4915 - val_acc: 0.0521\n",
            "Epoch 1758/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7288 - acc: 0.5388 - val_loss: 8.4924 - val_acc: 0.0535\n",
            "Epoch 1759/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7271 - acc: 0.5400 - val_loss: 8.4913 - val_acc: 0.0515\n",
            "Epoch 1760/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7278 - acc: 0.5391 - val_loss: 8.4972 - val_acc: 0.0538\n",
            "Epoch 1761/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7298 - acc: 0.5392 - val_loss: 8.4833 - val_acc: 0.0503\n",
            "Epoch 1762/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7281 - acc: 0.5396 - val_loss: 8.4983 - val_acc: 0.0512\n",
            "Epoch 1763/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7276 - acc: 0.5392 - val_loss: 8.5013 - val_acc: 0.0532\n",
            "Epoch 1764/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7276 - acc: 0.5385 - val_loss: 8.5115 - val_acc: 0.0550\n",
            "Epoch 1765/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7279 - acc: 0.5368 - val_loss: 8.4946 - val_acc: 0.0535\n",
            "Epoch 1766/2000\n",
            "1148/1148 [==============================] - 1s 697us/step - loss: 0.7302 - acc: 0.5385 - val_loss: 8.5079 - val_acc: 0.0509\n",
            "Epoch 1767/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7309 - acc: 0.5365 - val_loss: 8.5002 - val_acc: 0.0524\n",
            "Epoch 1768/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7318 - acc: 0.5364 - val_loss: 8.5065 - val_acc: 0.0518\n",
            "Epoch 1769/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7332 - acc: 0.5374 - val_loss: 8.5032 - val_acc: 0.0518\n",
            "Epoch 1770/2000\n",
            "1148/1148 [==============================] - 1s 692us/step - loss: 0.7323 - acc: 0.5371 - val_loss: 8.5004 - val_acc: 0.0509\n",
            "Epoch 1771/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7333 - acc: 0.5370 - val_loss: 8.5058 - val_acc: 0.0509\n",
            "Epoch 1772/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7369 - acc: 0.5371 - val_loss: 8.5181 - val_acc: 0.0477\n",
            "Epoch 1773/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7395 - acc: 0.5359 - val_loss: 8.4890 - val_acc: 0.0524\n",
            "Epoch 1774/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7411 - acc: 0.5355 - val_loss: 8.5124 - val_acc: 0.0495\n",
            "Epoch 1775/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7463 - acc: 0.5333 - val_loss: 8.4663 - val_acc: 0.0535\n",
            "Epoch 1776/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7505 - acc: 0.5333 - val_loss: 8.4864 - val_acc: 0.0509\n",
            "Epoch 1777/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7559 - acc: 0.5316 - val_loss: 8.5310 - val_acc: 0.0521\n",
            "Epoch 1778/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7551 - acc: 0.5285 - val_loss: 8.5114 - val_acc: 0.0521\n",
            "Epoch 1779/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7523 - acc: 0.5330 - val_loss: 8.4968 - val_acc: 0.0524\n",
            "Epoch 1780/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7512 - acc: 0.5328 - val_loss: 8.4902 - val_acc: 0.0512\n",
            "Epoch 1781/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7508 - acc: 0.5326 - val_loss: 8.4949 - val_acc: 0.0512\n",
            "Epoch 1782/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7450 - acc: 0.5338 - val_loss: 8.4875 - val_acc: 0.0524\n",
            "Epoch 1783/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7458 - acc: 0.5339 - val_loss: 8.5027 - val_acc: 0.0512\n",
            "Epoch 1784/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7463 - acc: 0.5350 - val_loss: 8.5023 - val_acc: 0.0550\n",
            "Epoch 1785/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7433 - acc: 0.5321 - val_loss: 8.5079 - val_acc: 0.0550\n",
            "Epoch 1786/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7447 - acc: 0.5343 - val_loss: 8.5032 - val_acc: 0.0553\n",
            "Epoch 1787/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7505 - acc: 0.5311 - val_loss: 8.5016 - val_acc: 0.0553\n",
            "Epoch 1788/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7584 - acc: 0.5294 - val_loss: 8.5189 - val_acc: 0.0547\n",
            "Epoch 1789/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7711 - acc: 0.5271 - val_loss: 8.5144 - val_acc: 0.0553\n",
            "Epoch 1790/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7742 - acc: 0.5261 - val_loss: 8.5325 - val_acc: 0.0524\n",
            "Epoch 1791/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7762 - acc: 0.5237 - val_loss: 8.5048 - val_acc: 0.0556\n",
            "Epoch 1792/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7722 - acc: 0.5250 - val_loss: 8.5107 - val_acc: 0.0544\n",
            "Epoch 1793/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7672 - acc: 0.5274 - val_loss: 8.4909 - val_acc: 0.0544\n",
            "Epoch 1794/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7561 - acc: 0.5306 - val_loss: 8.4743 - val_acc: 0.0550\n",
            "Epoch 1795/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7559 - acc: 0.5298 - val_loss: 8.4909 - val_acc: 0.0538\n",
            "Epoch 1796/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7526 - acc: 0.5318 - val_loss: 8.4854 - val_acc: 0.0509\n",
            "Epoch 1797/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7512 - acc: 0.5310 - val_loss: 8.4907 - val_acc: 0.0570\n",
            "Epoch 1798/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7510 - acc: 0.5317 - val_loss: 8.4938 - val_acc: 0.0541\n",
            "Epoch 1799/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7472 - acc: 0.5335 - val_loss: 8.5231 - val_acc: 0.0530\n",
            "Epoch 1800/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7472 - acc: 0.5339 - val_loss: 8.4974 - val_acc: 0.0547\n",
            "Epoch 1801/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7444 - acc: 0.5338 - val_loss: 8.5088 - val_acc: 0.0544\n",
            "Epoch 1802/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7449 - acc: 0.5340 - val_loss: 8.5004 - val_acc: 0.0544\n",
            "Epoch 1803/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7444 - acc: 0.5349 - val_loss: 8.5038 - val_acc: 0.0570\n",
            "Epoch 1804/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7428 - acc: 0.5331 - val_loss: 8.5049 - val_acc: 0.0518\n",
            "Epoch 1805/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7421 - acc: 0.5355 - val_loss: 8.5031 - val_acc: 0.0547\n",
            "Epoch 1806/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7451 - acc: 0.5338 - val_loss: 8.5045 - val_acc: 0.0556\n",
            "Epoch 1807/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7507 - acc: 0.5329 - val_loss: 8.5022 - val_acc: 0.0556\n",
            "Epoch 1808/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7534 - acc: 0.5314 - val_loss: 8.4986 - val_acc: 0.0573\n",
            "Epoch 1809/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.7509 - acc: 0.5330 - val_loss: 8.5136 - val_acc: 0.0556\n",
            "Epoch 1810/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7530 - acc: 0.5321 - val_loss: 8.5017 - val_acc: 0.0579\n",
            "Epoch 1811/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7555 - acc: 0.5295 - val_loss: 8.5276 - val_acc: 0.0544\n",
            "Epoch 1812/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7556 - acc: 0.5295 - val_loss: 8.5020 - val_acc: 0.0527\n",
            "Epoch 1813/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7538 - acc: 0.5332 - val_loss: 8.5193 - val_acc: 0.0506\n",
            "Epoch 1814/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7529 - acc: 0.5328 - val_loss: 8.5121 - val_acc: 0.0524\n",
            "Epoch 1815/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7509 - acc: 0.5330 - val_loss: 8.5108 - val_acc: 0.0553\n",
            "Epoch 1816/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7455 - acc: 0.5336 - val_loss: 8.4975 - val_acc: 0.0538\n",
            "Epoch 1817/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7410 - acc: 0.5361 - val_loss: 8.5085 - val_acc: 0.0527\n",
            "Epoch 1818/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7385 - acc: 0.5371 - val_loss: 8.5126 - val_acc: 0.0535\n",
            "Epoch 1819/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7369 - acc: 0.5363 - val_loss: 8.5238 - val_acc: 0.0515\n",
            "Epoch 1820/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7358 - acc: 0.5383 - val_loss: 8.5122 - val_acc: 0.0530\n",
            "Epoch 1821/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7346 - acc: 0.5365 - val_loss: 8.5234 - val_acc: 0.0518\n",
            "Epoch 1822/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7384 - acc: 0.5365 - val_loss: 8.5083 - val_acc: 0.0535\n",
            "Epoch 1823/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7365 - acc: 0.5360 - val_loss: 8.5037 - val_acc: 0.0530\n",
            "Epoch 1824/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7423 - acc: 0.5355 - val_loss: 8.5113 - val_acc: 0.0521\n",
            "Epoch 1825/2000\n",
            "1148/1148 [==============================] - 1s 687us/step - loss: 0.7364 - acc: 0.5365 - val_loss: 8.5084 - val_acc: 0.0538\n",
            "Epoch 1826/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7355 - acc: 0.5376 - val_loss: 8.5215 - val_acc: 0.0509\n",
            "Epoch 1827/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7413 - acc: 0.5354 - val_loss: 8.4824 - val_acc: 0.0515\n",
            "Epoch 1828/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7413 - acc: 0.5335 - val_loss: 8.5112 - val_acc: 0.0498\n",
            "Epoch 1829/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7444 - acc: 0.5331 - val_loss: 8.5200 - val_acc: 0.0512\n",
            "Epoch 1830/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7701 - acc: 0.5273 - val_loss: 8.4955 - val_acc: 0.0535\n",
            "Epoch 1831/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7785 - acc: 0.5246 - val_loss: 8.4674 - val_acc: 0.0518\n",
            "Epoch 1832/2000\n",
            "1148/1148 [==============================] - 1s 690us/step - loss: 0.7829 - acc: 0.5219 - val_loss: 8.4938 - val_acc: 0.0538\n",
            "Epoch 1833/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7825 - acc: 0.5226 - val_loss: 8.4942 - val_acc: 0.0515\n",
            "Epoch 1834/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7806 - acc: 0.5233 - val_loss: 8.4886 - val_acc: 0.0530\n",
            "Epoch 1835/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7940 - acc: 0.5221 - val_loss: 8.4647 - val_acc: 0.0550\n",
            "Epoch 1836/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7859 - acc: 0.5208 - val_loss: 8.5027 - val_acc: 0.0521\n",
            "Epoch 1837/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7815 - acc: 0.5232 - val_loss: 8.4727 - val_acc: 0.0564\n",
            "Epoch 1838/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7877 - acc: 0.5218 - val_loss: 8.4757 - val_acc: 0.0553\n",
            "Epoch 1839/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7850 - acc: 0.5224 - val_loss: 8.4903 - val_acc: 0.0547\n",
            "Epoch 1840/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7786 - acc: 0.5259 - val_loss: 8.4862 - val_acc: 0.0518\n",
            "Epoch 1841/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7761 - acc: 0.5246 - val_loss: 8.4852 - val_acc: 0.0538\n",
            "Epoch 1842/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7732 - acc: 0.5269 - val_loss: 8.4726 - val_acc: 0.0547\n",
            "Epoch 1843/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7599 - acc: 0.5289 - val_loss: 8.4809 - val_acc: 0.0553\n",
            "Epoch 1844/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7536 - acc: 0.5314 - val_loss: 8.4669 - val_acc: 0.0558\n",
            "Epoch 1845/2000\n",
            "1148/1148 [==============================] - 1s 697us/step - loss: 0.7458 - acc: 0.5328 - val_loss: 8.4607 - val_acc: 0.0564\n",
            "Epoch 1846/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7485 - acc: 0.5314 - val_loss: 8.4769 - val_acc: 0.0547\n",
            "Epoch 1847/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7422 - acc: 0.5332 - val_loss: 8.4791 - val_acc: 0.0550\n",
            "Epoch 1848/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7449 - acc: 0.5345 - val_loss: 8.4834 - val_acc: 0.0558\n",
            "Epoch 1849/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7362 - acc: 0.5358 - val_loss: 8.4801 - val_acc: 0.0550\n",
            "Epoch 1850/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7397 - acc: 0.5357 - val_loss: 8.4851 - val_acc: 0.0535\n",
            "Epoch 1851/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7369 - acc: 0.5346 - val_loss: 8.4950 - val_acc: 0.0547\n",
            "Epoch 1852/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7350 - acc: 0.5366 - val_loss: 8.4886 - val_acc: 0.0547\n",
            "Epoch 1853/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7321 - acc: 0.5380 - val_loss: 8.4869 - val_acc: 0.0544\n",
            "Epoch 1854/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7315 - acc: 0.5391 - val_loss: 8.4907 - val_acc: 0.0547\n",
            "Epoch 1855/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7321 - acc: 0.5374 - val_loss: 8.4905 - val_acc: 0.0547\n",
            "Epoch 1856/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7337 - acc: 0.5372 - val_loss: 8.5004 - val_acc: 0.0547\n",
            "Epoch 1857/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7317 - acc: 0.5377 - val_loss: 8.5081 - val_acc: 0.0532\n",
            "Epoch 1858/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7292 - acc: 0.5385 - val_loss: 8.5060 - val_acc: 0.0541\n",
            "Epoch 1859/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7276 - acc: 0.5385 - val_loss: 8.4994 - val_acc: 0.0538\n",
            "Epoch 1860/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7273 - acc: 0.5388 - val_loss: 8.4967 - val_acc: 0.0544\n",
            "Epoch 1861/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7271 - acc: 0.5385 - val_loss: 8.5035 - val_acc: 0.0550\n",
            "Epoch 1862/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7277 - acc: 0.5393 - val_loss: 8.5097 - val_acc: 0.0530\n",
            "Epoch 1863/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7298 - acc: 0.5391 - val_loss: 8.4994 - val_acc: 0.0524\n",
            "Epoch 1864/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7290 - acc: 0.5393 - val_loss: 8.4900 - val_acc: 0.0576\n",
            "Epoch 1865/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7294 - acc: 0.5381 - val_loss: 8.4993 - val_acc: 0.0550\n",
            "Epoch 1866/2000\n",
            "1148/1148 [==============================] - 1s 688us/step - loss: 0.7278 - acc: 0.5389 - val_loss: 8.5190 - val_acc: 0.0527\n",
            "Epoch 1867/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7297 - acc: 0.5391 - val_loss: 8.5002 - val_acc: 0.0544\n",
            "Epoch 1868/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7291 - acc: 0.5393 - val_loss: 8.5088 - val_acc: 0.0538\n",
            "Epoch 1869/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7298 - acc: 0.5368 - val_loss: 8.5088 - val_acc: 0.0530\n",
            "Epoch 1870/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7327 - acc: 0.5367 - val_loss: 8.5249 - val_acc: 0.0518\n",
            "Epoch 1871/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7338 - acc: 0.5365 - val_loss: 8.5120 - val_acc: 0.0527\n",
            "Epoch 1872/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7316 - acc: 0.5372 - val_loss: 8.5249 - val_acc: 0.0544\n",
            "Epoch 1873/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7336 - acc: 0.5363 - val_loss: 8.4990 - val_acc: 0.0541\n",
            "Epoch 1874/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7324 - acc: 0.5370 - val_loss: 8.5170 - val_acc: 0.0532\n",
            "Epoch 1875/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7316 - acc: 0.5369 - val_loss: 8.5095 - val_acc: 0.0532\n",
            "Epoch 1876/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7310 - acc: 0.5366 - val_loss: 8.5188 - val_acc: 0.0532\n",
            "Epoch 1877/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7288 - acc: 0.5371 - val_loss: 8.5225 - val_acc: 0.0553\n",
            "Epoch 1878/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7272 - acc: 0.5380 - val_loss: 8.5157 - val_acc: 0.0527\n",
            "Epoch 1879/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7297 - acc: 0.5377 - val_loss: 8.5037 - val_acc: 0.0532\n",
            "Epoch 1880/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7280 - acc: 0.5380 - val_loss: 8.5212 - val_acc: 0.0550\n",
            "Epoch 1881/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7263 - acc: 0.5376 - val_loss: 8.5197 - val_acc: 0.0541\n",
            "Epoch 1882/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7250 - acc: 0.5380 - val_loss: 8.5054 - val_acc: 0.0527\n",
            "Epoch 1883/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7256 - acc: 0.5383 - val_loss: 8.5229 - val_acc: 0.0512\n",
            "Epoch 1884/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7276 - acc: 0.5386 - val_loss: 8.5370 - val_acc: 0.0518\n",
            "Epoch 1885/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7276 - acc: 0.5368 - val_loss: 8.5132 - val_acc: 0.0524\n",
            "Epoch 1886/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7271 - acc: 0.5381 - val_loss: 8.5245 - val_acc: 0.0544\n",
            "Epoch 1887/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7279 - acc: 0.5370 - val_loss: 8.5366 - val_acc: 0.0518\n",
            "Epoch 1888/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7267 - acc: 0.5383 - val_loss: 8.5295 - val_acc: 0.0547\n",
            "Epoch 1889/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7251 - acc: 0.5392 - val_loss: 8.5289 - val_acc: 0.0535\n",
            "Epoch 1890/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7232 - acc: 0.5394 - val_loss: 8.5271 - val_acc: 0.0541\n",
            "Epoch 1891/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.7230 - acc: 0.5406 - val_loss: 8.5304 - val_acc: 0.0509\n",
            "Epoch 1892/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7197 - acc: 0.5408 - val_loss: 8.5351 - val_acc: 0.0530\n",
            "Epoch 1893/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7207 - acc: 0.5412 - val_loss: 8.5367 - val_acc: 0.0515\n",
            "Epoch 1894/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7202 - acc: 0.5406 - val_loss: 8.5434 - val_acc: 0.0506\n",
            "Epoch 1895/2000\n",
            "1148/1148 [==============================] - 1s 687us/step - loss: 0.7211 - acc: 0.5403 - val_loss: 8.5271 - val_acc: 0.0530\n",
            "Epoch 1896/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7184 - acc: 0.5396 - val_loss: 8.5322 - val_acc: 0.0515\n",
            "Epoch 1897/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7197 - acc: 0.5394 - val_loss: 8.5521 - val_acc: 0.0515\n",
            "Epoch 1898/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7198 - acc: 0.5405 - val_loss: 8.5265 - val_acc: 0.0532\n",
            "Epoch 1899/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7199 - acc: 0.5391 - val_loss: 8.5655 - val_acc: 0.0506\n",
            "Epoch 1900/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7227 - acc: 0.5396 - val_loss: 8.5251 - val_acc: 0.0515\n",
            "Epoch 1901/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7279 - acc: 0.5390 - val_loss: 8.5389 - val_acc: 0.0521\n",
            "Epoch 1902/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7295 - acc: 0.5377 - val_loss: 8.5612 - val_acc: 0.0532\n",
            "Epoch 1903/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7288 - acc: 0.5360 - val_loss: 8.5481 - val_acc: 0.0492\n",
            "Epoch 1904/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7275 - acc: 0.5358 - val_loss: 8.5583 - val_acc: 0.0498\n",
            "Epoch 1905/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7283 - acc: 0.5380 - val_loss: 8.5449 - val_acc: 0.0527\n",
            "Epoch 1906/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7267 - acc: 0.5365 - val_loss: 8.5478 - val_acc: 0.0501\n",
            "Epoch 1907/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7268 - acc: 0.5373 - val_loss: 8.5425 - val_acc: 0.0530\n",
            "Epoch 1908/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7235 - acc: 0.5363 - val_loss: 8.5379 - val_acc: 0.0524\n",
            "Epoch 1909/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7220 - acc: 0.5385 - val_loss: 8.5503 - val_acc: 0.0530\n",
            "Epoch 1910/2000\n",
            "1148/1148 [==============================] - 1s 682us/step - loss: 0.7209 - acc: 0.5399 - val_loss: 8.5527 - val_acc: 0.0515\n",
            "Epoch 1911/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7214 - acc: 0.5384 - val_loss: 8.5503 - val_acc: 0.0521\n",
            "Epoch 1912/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7196 - acc: 0.5402 - val_loss: 8.5539 - val_acc: 0.0527\n",
            "Epoch 1913/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7232 - acc: 0.5385 - val_loss: 8.5660 - val_acc: 0.0518\n",
            "Epoch 1914/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7214 - acc: 0.5408 - val_loss: 8.5750 - val_acc: 0.0515\n",
            "Epoch 1915/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7210 - acc: 0.5399 - val_loss: 8.5676 - val_acc: 0.0501\n",
            "Epoch 1916/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7192 - acc: 0.5401 - val_loss: 8.5618 - val_acc: 0.0527\n",
            "Epoch 1917/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7185 - acc: 0.5409 - val_loss: 8.5635 - val_acc: 0.0530\n",
            "Epoch 1918/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7227 - acc: 0.5391 - val_loss: 8.5693 - val_acc: 0.0538\n",
            "Epoch 1919/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7241 - acc: 0.5393 - val_loss: 8.5723 - val_acc: 0.0512\n",
            "Epoch 1920/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7293 - acc: 0.5359 - val_loss: 8.5450 - val_acc: 0.0518\n",
            "Epoch 1921/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7373 - acc: 0.5340 - val_loss: 8.5623 - val_acc: 0.0506\n",
            "Epoch 1922/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7441 - acc: 0.5339 - val_loss: 8.5658 - val_acc: 0.0521\n",
            "Epoch 1923/2000\n",
            "1148/1148 [==============================] - 1s 697us/step - loss: 0.7560 - acc: 0.5283 - val_loss: 8.5389 - val_acc: 0.0544\n",
            "Epoch 1924/2000\n",
            "1148/1148 [==============================] - 1s 698us/step - loss: 0.7690 - acc: 0.5241 - val_loss: 8.5550 - val_acc: 0.0518\n",
            "Epoch 1925/2000\n",
            "1148/1148 [==============================] - 1s 665us/step - loss: 0.7810 - acc: 0.5216 - val_loss: 8.5282 - val_acc: 0.0544\n",
            "Epoch 1926/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7955 - acc: 0.5158 - val_loss: 8.5359 - val_acc: 0.0518\n",
            "Epoch 1927/2000\n",
            "1148/1148 [==============================] - 1s 686us/step - loss: 0.7907 - acc: 0.5181 - val_loss: 8.5528 - val_acc: 0.0518\n",
            "Epoch 1928/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7961 - acc: 0.5190 - val_loss: 8.5573 - val_acc: 0.0521\n",
            "Epoch 1929/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7893 - acc: 0.5179 - val_loss: 8.5458 - val_acc: 0.0532\n",
            "Epoch 1930/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7939 - acc: 0.5164 - val_loss: 8.5448 - val_acc: 0.0532\n",
            "Epoch 1931/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7918 - acc: 0.5167 - val_loss: 8.5465 - val_acc: 0.0521\n",
            "Epoch 1932/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7883 - acc: 0.5216 - val_loss: 8.5425 - val_acc: 0.0515\n",
            "Epoch 1933/2000\n",
            "1148/1148 [==============================] - 1s 670us/step - loss: 0.7799 - acc: 0.5229 - val_loss: 8.5483 - val_acc: 0.0512\n",
            "Epoch 1934/2000\n",
            "1148/1148 [==============================] - 1s 668us/step - loss: 0.7833 - acc: 0.5223 - val_loss: 8.5676 - val_acc: 0.0524\n",
            "Epoch 1935/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7876 - acc: 0.5210 - val_loss: 8.5786 - val_acc: 0.0518\n",
            "Epoch 1936/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7850 - acc: 0.5204 - val_loss: 8.5535 - val_acc: 0.0509\n",
            "Epoch 1937/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7872 - acc: 0.5192 - val_loss: 8.5693 - val_acc: 0.0495\n",
            "Epoch 1938/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7758 - acc: 0.5229 - val_loss: 8.5699 - val_acc: 0.0518\n",
            "Epoch 1939/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7692 - acc: 0.5261 - val_loss: 8.5815 - val_acc: 0.0518\n",
            "Epoch 1940/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7676 - acc: 0.5245 - val_loss: 8.5628 - val_acc: 0.0509\n",
            "Epoch 1941/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7574 - acc: 0.5310 - val_loss: 8.5628 - val_acc: 0.0535\n",
            "Epoch 1942/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7567 - acc: 0.5291 - val_loss: 8.5584 - val_acc: 0.0524\n",
            "Epoch 1943/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7615 - acc: 0.5298 - val_loss: 8.5718 - val_acc: 0.0527\n",
            "Epoch 1944/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7622 - acc: 0.5282 - val_loss: 8.5874 - val_acc: 0.0506\n",
            "Epoch 1945/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7590 - acc: 0.5298 - val_loss: 8.5878 - val_acc: 0.0501\n",
            "Epoch 1946/2000\n",
            "1148/1148 [==============================] - 1s 685us/step - loss: 0.7620 - acc: 0.5270 - val_loss: 8.5463 - val_acc: 0.0527\n",
            "Epoch 1947/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7597 - acc: 0.5270 - val_loss: 8.5201 - val_acc: 0.0538\n",
            "Epoch 1948/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7504 - acc: 0.5327 - val_loss: 8.5772 - val_acc: 0.0521\n",
            "Epoch 1949/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7466 - acc: 0.5314 - val_loss: 8.5309 - val_acc: 0.0532\n",
            "Epoch 1950/2000\n",
            "1148/1148 [==============================] - 1s 679us/step - loss: 0.7390 - acc: 0.5341 - val_loss: 8.5476 - val_acc: 0.0538\n",
            "Epoch 1951/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7354 - acc: 0.5364 - val_loss: 8.5639 - val_acc: 0.0530\n",
            "Epoch 1952/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7358 - acc: 0.5352 - val_loss: 8.5833 - val_acc: 0.0515\n",
            "Epoch 1953/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7401 - acc: 0.5353 - val_loss: 8.5812 - val_acc: 0.0530\n",
            "Epoch 1954/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7453 - acc: 0.5335 - val_loss: 8.5950 - val_acc: 0.0524\n",
            "Epoch 1955/2000\n",
            "1148/1148 [==============================] - 1s 663us/step - loss: 0.7400 - acc: 0.5345 - val_loss: 8.5698 - val_acc: 0.0530\n",
            "Epoch 1956/2000\n",
            "1148/1148 [==============================] - 1s 677us/step - loss: 0.7353 - acc: 0.5363 - val_loss: 8.5792 - val_acc: 0.0561\n",
            "Epoch 1957/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7325 - acc: 0.5364 - val_loss: 8.5843 - val_acc: 0.0547\n",
            "Epoch 1958/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7303 - acc: 0.5383 - val_loss: 8.5701 - val_acc: 0.0532\n",
            "Epoch 1959/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7301 - acc: 0.5375 - val_loss: 8.5675 - val_acc: 0.0544\n",
            "Epoch 1960/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7243 - acc: 0.5394 - val_loss: 8.5874 - val_acc: 0.0553\n",
            "Epoch 1961/2000\n",
            "1148/1148 [==============================] - 1s 680us/step - loss: 0.7214 - acc: 0.5401 - val_loss: 8.5778 - val_acc: 0.0547\n",
            "Epoch 1962/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7205 - acc: 0.5391 - val_loss: 8.5901 - val_acc: 0.0541\n",
            "Epoch 1963/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7193 - acc: 0.5383 - val_loss: 8.5859 - val_acc: 0.0532\n",
            "Epoch 1964/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7201 - acc: 0.5402 - val_loss: 8.5908 - val_acc: 0.0521\n",
            "Epoch 1965/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7199 - acc: 0.5400 - val_loss: 8.5759 - val_acc: 0.0515\n",
            "Epoch 1966/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7215 - acc: 0.5385 - val_loss: 8.5958 - val_acc: 0.0524\n",
            "Epoch 1967/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7232 - acc: 0.5383 - val_loss: 8.5926 - val_acc: 0.0524\n",
            "Epoch 1968/2000\n",
            "1148/1148 [==============================] - 1s 684us/step - loss: 0.7200 - acc: 0.5398 - val_loss: 8.5906 - val_acc: 0.0521\n",
            "Epoch 1969/2000\n",
            "1148/1148 [==============================] - 1s 672us/step - loss: 0.7180 - acc: 0.5418 - val_loss: 8.5776 - val_acc: 0.0506\n",
            "Epoch 1970/2000\n",
            "1148/1148 [==============================] - 1s 667us/step - loss: 0.7178 - acc: 0.5410 - val_loss: 8.5900 - val_acc: 0.0521\n",
            "Epoch 1971/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7161 - acc: 0.5414 - val_loss: 8.5861 - val_acc: 0.0515\n",
            "Epoch 1972/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7152 - acc: 0.5420 - val_loss: 8.5827 - val_acc: 0.0527\n",
            "Epoch 1973/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7158 - acc: 0.5420 - val_loss: 8.5888 - val_acc: 0.0527\n",
            "Epoch 1974/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7141 - acc: 0.5407 - val_loss: 8.6046 - val_acc: 0.0518\n",
            "Epoch 1975/2000\n",
            "1148/1148 [==============================] - 1s 681us/step - loss: 0.7193 - acc: 0.5383 - val_loss: 8.5995 - val_acc: 0.0527\n",
            "Epoch 1976/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7169 - acc: 0.5412 - val_loss: 8.5991 - val_acc: 0.0512\n",
            "Epoch 1977/2000\n",
            "1148/1148 [==============================] - 1s 675us/step - loss: 0.7181 - acc: 0.5406 - val_loss: 8.6009 - val_acc: 0.0518\n",
            "Epoch 1978/2000\n",
            "1148/1148 [==============================] - 1s 671us/step - loss: 0.7184 - acc: 0.5408 - val_loss: 8.6079 - val_acc: 0.0512\n",
            "Epoch 1979/2000\n",
            "1148/1148 [==============================] - 1s 674us/step - loss: 0.7184 - acc: 0.5394 - val_loss: 8.6030 - val_acc: 0.0503\n",
            "Epoch 1980/2000\n",
            "1148/1148 [==============================] - 1s 673us/step - loss: 0.7182 - acc: 0.5413 - val_loss: 8.5936 - val_acc: 0.0518\n",
            "Epoch 1981/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7179 - acc: 0.5411 - val_loss: 8.6003 - val_acc: 0.0509\n",
            "Epoch 1982/2000\n",
            "1148/1148 [==============================] - 1s 669us/step - loss: 0.7158 - acc: 0.5420 - val_loss: 8.6131 - val_acc: 0.0524\n",
            "Epoch 1983/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7158 - acc: 0.5404 - val_loss: 8.5926 - val_acc: 0.0527\n",
            "Epoch 1984/2000\n",
            "1148/1148 [==============================] - 1s 678us/step - loss: 0.7156 - acc: 0.5404 - val_loss: 8.6052 - val_acc: 0.0524\n",
            "Epoch 1985/2000\n",
            "1148/1148 [==============================] - 1s 662us/step - loss: 0.7183 - acc: 0.5387 - val_loss: 8.6049 - val_acc: 0.0503\n",
            "Epoch 1986/2000\n",
            "1148/1148 [==============================] - 1s 655us/step - loss: 0.7164 - acc: 0.5413 - val_loss: 8.5992 - val_acc: 0.0527\n",
            "Epoch 1987/2000\n",
            "1148/1148 [==============================] - 1s 666us/step - loss: 0.7188 - acc: 0.5409 - val_loss: 8.5975 - val_acc: 0.0524\n",
            "Epoch 1988/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7161 - acc: 0.5414 - val_loss: 8.5923 - val_acc: 0.0535\n",
            "Epoch 1989/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 0.7154 - acc: 0.5419 - val_loss: 8.5868 - val_acc: 0.0532\n",
            "Epoch 1990/2000\n",
            "1148/1148 [==============================] - 1s 660us/step - loss: 0.7148 - acc: 0.5406 - val_loss: 8.5981 - val_acc: 0.0509\n",
            "Epoch 1991/2000\n",
            "1148/1148 [==============================] - 1s 654us/step - loss: 0.7178 - acc: 0.5399 - val_loss: 8.5885 - val_acc: 0.0527\n",
            "Epoch 1992/2000\n",
            "1148/1148 [==============================] - 1s 657us/step - loss: 0.7160 - acc: 0.5406 - val_loss: 8.6077 - val_acc: 0.0512\n",
            "Epoch 1993/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.7141 - acc: 0.5417 - val_loss: 8.6134 - val_acc: 0.0524\n",
            "Epoch 1994/2000\n",
            "1148/1148 [==============================] - 1s 653us/step - loss: 0.7163 - acc: 0.5417 - val_loss: 8.5971 - val_acc: 0.0518\n",
            "Epoch 1995/2000\n",
            "1148/1148 [==============================] - 1s 658us/step - loss: 0.7204 - acc: 0.5376 - val_loss: 8.5979 - val_acc: 0.0509\n",
            "Epoch 1996/2000\n",
            "1148/1148 [==============================] - 1s 651us/step - loss: 0.7247 - acc: 0.5394 - val_loss: 8.5993 - val_acc: 0.0535\n",
            "Epoch 1997/2000\n",
            "1148/1148 [==============================] - 1s 659us/step - loss: 0.7274 - acc: 0.5375 - val_loss: 8.5895 - val_acc: 0.0498\n",
            "Epoch 1998/2000\n",
            "1148/1148 [==============================] - 1s 661us/step - loss: 0.7282 - acc: 0.5374 - val_loss: 8.6002 - val_acc: 0.0515\n",
            "Epoch 1999/2000\n",
            "1148/1148 [==============================] - 1s 683us/step - loss: 0.7327 - acc: 0.5375 - val_loss: 8.6115 - val_acc: 0.0512\n",
            "Epoch 2000/2000\n",
            "1148/1148 [==============================] - 1s 676us/step - loss: 0.7393 - acc: 0.5343 - val_loss: 8.6002 - val_acc: 0.0550\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Cr0hw+wt7A7x5DRxZ23L+jN/AwIuNU/fk/HchBO4NFjwU+EezWQOAJ7XWf/RYVT2J1vDF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\nBLcQQgSY/w+mpzqTl6IGgAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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dqrWO0lpHARuAa7XWWxokYif2wMKybo+XRPiZGIkQoqmrNblrrYuAmcBSYD/w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\nIYRwQZLchRDCBUlyF0IIF/T/4l8xlf3rK+cAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "strung on me stay in the dark of me.\n",
            "the tower said, 'one!'\n",
            "the second round the curving hillside road\n",
            "the figures he described with it,\n",
            "---generate another? [Y/n]---n\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "6rkrNBwwCt_f",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}